diff --git a/harnesses/earth-pulse-harness/.claude-plugin/plugin.json b/harnesses/earth-pulse-harness/.claude-plugin/plugin.json new file mode 100644 index 000000000..484d24273 --- /dev/null +++ b/harnesses/earth-pulse-harness/.claude-plugin/plugin.json @@ -0,0 +1,25 @@ +{ + "name": "earth-pulse-harness", + "version": "0.1.0", + "description": "Earth Pulse Observatory — a MetaHarness Darwin-Mode research pod for the 26-second microseism (Gulf of Guinea). Freeze the physics; evolve the harness.", + "author": { + "displayName": "Generated by metaharness", + "url": "https://www.npmjs.com/package/metaharness" + }, + "license": "MIT", + "categories": [ + "agent-harness", + "metaharness-scaffold", + "Research", + "geophysics" + ], + "tags": [ + "metaharness", + "agent-harness", + "vertical:research", + "causal-discovery", + "seismology", + "ruvector" + ], + "homepage": "https://github.com/ruvnet/agent-harness-generator" +} diff --git a/harnesses/earth-pulse-harness/.claude/commands/doctor.md b/harnesses/earth-pulse-harness/.claude/commands/doctor.md new file mode 100644 index 000000000..4e034b4c4 --- /dev/null +++ b/harnesses/earth-pulse-harness/.claude/commands/doctor.md @@ -0,0 +1,12 @@ +--- +description: "Health-check the harness: kernel load, MCP wiring, pipeline build, host adapter." +--- + +Run a full health check and print a PASS/FAIL table. + +1. Kernel loads and `kernelInfo().version` matches package.json. +2. The MCP server starts and lists its tools. +3. The detect→extract→embed→score pipeline runs over the bundled fixtures. +4. The configured host adapter is present. + +Exit non-zero if any check fails. diff --git a/harnesses/earth-pulse-harness/.claude/commands/review-diff.md b/harnesses/earth-pulse-harness/.claude/commands/review-diff.md new file mode 100644 index 000000000..7863131c7 --- /dev/null +++ b/harnesses/earth-pulse-harness/.claude/commands/review-diff.md @@ -0,0 +1,11 @@ +--- +description: "Review the current working diff for correctness, leakage, and safety-policy compliance." +--- + +Review the current git diff. + +1. `git diff` to read the change. +2. Report only high-confidence findings as `file:line — issue — fix`. +3. Flag any forbidden mutation (fabricated observations, invented citations, test-window leakage, new imports/network/shell/env, weakened promotion gate). +4. Separate bugs from nits. +5. End with APPROVE or REQUEST-CHANGES and a one-line reason. diff --git a/harnesses/earth-pulse-harness/.claude/settings.json b/harnesses/earth-pulse-harness/.claude/settings.json new file mode 100644 index 000000000..81aafdc2f --- /dev/null +++ b/harnesses/earth-pulse-harness/.claude/settings.json @@ -0,0 +1,41 @@ +{ + "permissions": { + "allow": [ + "Bash(npx earth-pulse-harness*)", + "mcp__earth-pulse-harness__*", + "mcp__code_index__*", + "Bash(npm test*)", + "Bash(npm run*)", + "Bash(git diff*)", + "Bash(git status*)", + "Bash(git log*)" + ], + "deny": [ + "Read(./.env)", + "Read(./.env.*)", + "Bash(git push*)", + "Bash(rm -rf*)", + "Write(./data/**)" + ] + }, + "mcpServers": { + "earth-pulse-harness": { + "command": "npx", + "args": [ + "-y", + "earth-pulse-harness@latest", + "mcp", + "start" + ] + }, + "code_index": { + "command": "npx", + "args": [ + "-y", + "earth-pulse-harness@latest", + "mcp", + "index" + ] + } + } +} diff --git a/harnesses/earth-pulse-harness/.claude/skills/evolve/SKILL.md b/harnesses/earth-pulse-harness/.claude/skills/evolve/SKILL.md new file mode 100644 index 000000000..f39d3b06f --- /dev/null +++ b/harnesses/earth-pulse-harness/.claude/skills/evolve/SKILL.md @@ -0,0 +1,68 @@ +--- +name: evolve +description: "Evolve this research harness with Darwin Mode — frozen model and frozen physics, evolving workflow (real, sandboxed, safety-gated)." +--- + +# evolve — Darwin Mode self-improvement + +`earth-pulse-harness` ships with **Darwin Mode** (`@metaharness/darwin`): the model is +frozen AND the physics is frozen — only the *investigation workflow* evolves. Each +generation mutates ONE of the 6 surface files (detector, feature extractor, embedding +schema, retrieval, hypothesis scorer, validator), sandboxes each child, scores it +against the objective, and keeps only variants that *measurably* improve — building an +archive of successful descendants. + +## Run it + +```bash +npm run evolve # real substrate: runs the test suite per variant (deterministic mutator — no API key, no network) +npm run evolve:dry # mock substrate: fast, fully offline, no test execution +``` + +Or directly (flags pass through to metaharness-darwin): + +```bash +npx metaharness-darwin evolve . --sandbox real --generations 20 --children 8 --concurrency 4 --seed 26 +npx metaharness-darwin evolve . --generations 3 --children 4 --dry-run # dry run first +``` + +## What Darwin may mutate (and may NOT) + +Evolvable surfaces and forbidden mutations are declared in +`.metaharness/safety-policy.json`. In short: + +| Surface | Example mutation | Why it matters | +|---|---|---| +| Feature extractor | Shift spectral windows 24→28s | Tests frequency stability | +| Context builder | Add tide phase, swell direction, pressure | Tests ocean coupling | +| ruVector schema | Separate waveform / environment / paper embeddings | Reduces mixed-signal noise | +| Retriever | Top-k by source region + spectral similarity | Finds causal neighbors | +| Hypothesis scorer | Adjust amplitude / seasonality / source-fit weights | Improves explanation ranking | +| Validator | Hold out storm weeks or calm-sea weeks | Prevents fake correlation | + +**Forbidden:** fabricating observations, inventing citations, leaking test windows into +training, promoting a hypothesis without beating its baseline, or adding any new +import / network / filesystem / shell / env access. + +## Promotion gate + +A child is promoted ONLY if (see `.metaharness/objective.json`, `src/validate.ts`): + +``` +pulse_detection_f1 improves by >= 3% +AND false_positive_rate does not increase +AND held_out_prediction_error improves by >= 5% +AND every cited claim maps to a source document +AND no leakage from test windows into training windows +``` + +## Safety (secure by default) + +- **Deterministic mutator** is the default — **no network, no API key, air-gapped**. +- Every mutation passes the `validateGeneratedCode` gate (no new imports/network/fs/shell/env/deps). +- Mutations run in a **sandbox**; only variants that pass the tests AND the promotion gate are archived. +- Nothing is promoted without measured improvement (guard against Goodharting the score). + +The optional real-LLM mutator (`OpenRouterMutator`) is library-only; wire it via +`scripts/evolve-openrouter.{sh,mjs}` (key sourced from a secret manager at runtime, +never stored in the repo). diff --git a/harnesses/earth-pulse-harness/.claude/skills/hypothesis-sweep/SKILL.md b/harnesses/earth-pulse-harness/.claude/skills/hypothesis-sweep/SKILL.md new file mode 100644 index 000000000..4f2b823ed --- /dev/null +++ b/harnesses/earth-pulse-harness/.claude/skills/hypothesis-sweep/SKILL.md @@ -0,0 +1,19 @@ +--- +name: hypothesis-sweep +description: "Score and rank the candidate mechanisms for the 26-second pulse against current evidence, with contradictions." +--- + +# hypothesis-sweep + +Rank the candidate mechanisms against the current evidence and emit an auditable report. + +1. Gather the evidence vector per hypothesis: source stability, environmental correlation, + out-of-sample prediction, contradiction survival, mechanistic plausibility, citation grounding. +2. Run `rankHypotheses(...)` from `src/score-hypotheses.ts`. +3. For the leading hypothesis, state its **best evidence** AND its **killer contradiction** + (e.g. gliding tremors appearing during calm-sea windows). +4. Propose the **next test** that would most cheaply move the ranking. +5. Refuse to promote any hypothesis that fails the gate in `src/validate.ts`. + +Output a ranked list with confidence, best evidence, contradiction, and next test — never a +single "we solved it" claim. diff --git a/harnesses/earth-pulse-harness/.claude/skills/plan-change/SKILL.md b/harnesses/earth-pulse-harness/.claude/skills/plan-change/SKILL.md new file mode 100644 index 000000000..0a2ce795c --- /dev/null +++ b/harnesses/earth-pulse-harness/.claude/skills/plan-change/SKILL.md @@ -0,0 +1,16 @@ +--- +name: plan-change +description: "Turn a research question into a minimal, falsifiable investigation plan before any analysis." +--- + +# plan-change + +Produce an investigation plan for a requested change or question. + +1. Restate the question in one sentence. +2. List the data windows and files to touch and why. +3. Name the baseline the result must beat and the held-out test that decides success. +4. Name the contradiction that would falsify the result. +5. Flag anything that could leak test windows into training or widen a permission. + +Hand the plan to the feature-engineer; do not run analysis in this step. diff --git a/harnesses/earth-pulse-harness/.gitignore b/harnesses/earth-pulse-harness/.gitignore new file mode 100644 index 000000000..f674e8ab3 --- /dev/null +++ b/harnesses/earth-pulse-harness/.gitignore @@ -0,0 +1,16 @@ +node_modules/ +dist/ +.metaharness/work/ +*.log +.DS_Store +# Real observation data is large and provenance-tracked elsewhere; keep only READMEs/fixtures. +data/**/*.mseed +data/**/*.sac +data/**/*.h5 +data/**/*.nc +data/**/*.parquet + +# real-data fetch output (regenerate with npm run fetch) +data/seismic/raw/ +data/seismic/clim/ +data/seismic/3comp/ diff --git a/harnesses/earth-pulse-harness/.harness/manifest.json b/harnesses/earth-pulse-harness/.harness/manifest.json new file mode 100644 index 000000000..163ae13cf --- /dev/null +++ b/harnesses/earth-pulse-harness/.harness/manifest.json @@ -0,0 +1,110 @@ +{ + "schema": 1, + "generator": "0.1.0", + "template": "vertical:research", + "template_version": "0.0.0", + "vars": { + "name": "earth-pulse-harness", + "description": "Earth Pulse Observatory — a MetaHarness Darwin-Mode research pod for the 26-second microseism (Gulf of Guinea). 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+++ b/harnesses/earth-pulse-harness/.metaharness/genome.json @@ -0,0 +1,32 @@ +{ + "schema": 1, + "repo_type": "research-harness", + "archetype": "causal-discovery-benchmark", + "domain": "geophysics/seismology", + "agent_topology": ["investigator", "feature-engineer", "hypothesis-scorer", "validator"], + "mcp_surface": "local_default_deny", + "risk_score": 0.31, + "test_confidence": 0.6, + "publish_readiness": 0.5, + "discovery_score_weights": { + "source_stability": 0.25, + "environmental_correlation": 0.20, + "out_of_sample_prediction": 0.20, + "contradiction_survival": 0.15, + "mechanistic_plausibility": 0.10, + "citation_grounding": 0.10 + }, + "baselines": [ + "seasonal_monthly_average", + "swell_height_only", + "swell_direction_plus_shelf_normal", + "tide_phase_only", + "volcanic_proxy_to_glides" + ], + "default_hypotheses": [ + "ocean-shelf-resonance", + "coupled-ocean-geology", + "volcanic-source", + "instrument-artifact" + ] +} diff --git a/harnesses/earth-pulse-harness/.metaharness/objective.json b/harnesses/earth-pulse-harness/.metaharness/objective.json new file mode 100644 index 000000000..d918fe351 --- /dev/null +++ b/harnesses/earth-pulse-harness/.metaharness/objective.json @@ -0,0 +1,28 @@ +{ + "name": "earth-pulse-causality-harness", + "description": "Evolve the investigation workflow for the 26-second microseism. Freeze the physics; evolve the harness.", + "maximize": [ + "pulse_detection_f1", + "source_localization_stability", + "out_of_sample_amplitude_prediction", + "hypothesis_explanation_score" + ], + "minimize": [ + "false_positive_rate", + "feature_cost_ms", + "data_leakage_risk", + "unexplained_variance" + ], + "promotion_gate": { + "pulse_detection_f1_delta_min": 0.03, + "false_positive_rate_delta_max": 0.0, + "held_out_prediction_error_improvement_min": 0.05, + "require_citation_grounding": true, + "require_no_test_window_leakage": true + }, + "first_benchmark": { + "question": "Can the system predict the amplitude of the 26s pulse from ocean-state variables?", + "baseline": "seasonal_monthly_average_amplitude", + "acceptance": "beat seasonal baseline by >= 10% on held-out months" + } +} diff --git a/harnesses/earth-pulse-harness/.metaharness/safety-policy.json b/harnesses/earth-pulse-harness/.metaharness/safety-policy.json new file mode 100644 index 000000000..5fac914fc --- /dev/null +++ b/harnesses/earth-pulse-harness/.metaharness/safety-policy.json @@ -0,0 +1,31 @@ +{ + "schema": 1, + "principle": "freeze-the-physics-evolve-the-harness", + "evolvable_surfaces": [ + { "id": "feature_extractor", "file": "src/extract-features.ts", "why": "spectral windows, sub-band power, glide detection" }, + { "id": "detector", "file": "src/detect-26s.ts", "why": "spectral band, coherence threshold, beamforming params" }, + { "id": "embedding_schema", "file": "src/embed-events.ts", "why": "waveform/environment/source vector design and weighting" }, + { "id": "retrieval", "file": "src/embed-events.ts", "why": "nearest-neighbor strategy: region + spectral similarity, k" }, + { "id": "hypothesis_scorer", "file": "src/score-hypotheses.ts", "why": "discovery-score weights and ranking" }, + { "id": "validator", "file": "src/validate.ts", "why": "holdout strategy, contradiction detector, promotion gate thresholds" } + ], + "forbidden_mutations": [ + "fabricating or altering seismic, ocean, tide, or bathymetry observations", + "inventing citations or papers, or editing data/papers/* provenance", + "leaking test-window labels into training windows", + "promoting a hypothesis or claim without beating its baseline", + "adding new imports, network, filesystem, shell, env access, or dependencies", + "weakening the promotion gate to make a child pass" + ], + "mutator": { + "default": "deterministic", + "air_gapped": true, + "requires_api_key": false, + "validate_generated_code_gate": true + }, + "sandbox": { + "mode": "real", + "promote_only_on_measured_improvement": true, + "guard_against_goodharting": true + } +} diff --git a/harnesses/earth-pulse-harness/CLAUDE.md b/harnesses/earth-pulse-harness/CLAUDE.md new file mode 100644 index 000000000..d86ebdcf1 --- /dev/null +++ b/harnesses/earth-pulse-harness/CLAUDE.md @@ -0,0 +1,58 @@ +# earth-pulse-harness + +Earth Pulse Observatory — a MetaHarness Darwin-Mode research pod for the 26-second microseism (Gulf of Guinea). **Freeze the physics; evolve the harness.** + +> Causal-discovery research harness · domain: `geophysics/seismology`. Built in the metaharness bundle style of the sibling `harnesses/timesfm-harness`. + +## Behavioral rules + +- Use the harness's MCP tools (`mcp__earth-pulse-harness__*`) for orchestration. +- Memory and routing are handled by the kernel — you don't need to learn them. +- **Never fabricate observations or citations.** Real seismic/ocean/tide/bathymetry data goes under `data/`; every promoted claim must map to a document in `data/papers/`. +- Defer destructive operations to the user. `data/` is write-denied by default (see `.claude/settings.json`). + +## Agents (research pod) + +| Agent | Tier | Role | +|---|---|---| +| `investigator` | opus | Designs the falsifiable experiment before any analysis. | +| `feature-engineer` | sonnet | Builds the detector, features, and ruVector embeddings. | +| `hypothesis-scorer` | opus | Scores and ranks mechanisms against evidence. | +| `validator` | opus | Enforces the leakage / contradiction / promotion gate. | + +## Skills + +- `/plan-change` — Turn a research question into a minimal, falsifiable investigation plan. +- `/hypothesis-sweep` — Score and rank the candidate mechanisms with contradictions and a next test. +- `/evolve` — Darwin Mode self-improvement: frozen model + frozen physics, evolving workflow. + +## Commands + +- `doctor` — Health-check the harness (kernel, MCP, pipeline, host adapter). +- `review-diff` — Review the working diff for correctness, leakage, and safety-policy compliance. + +## Pipeline + +``` +detect-26s.ts -> extract-features.ts -> embed-events.ts -> score-hypotheses.ts -> validate.ts + (24-28s (spectral / glide / (separate (weighted (promotion + spectral peak) envelope / geometry) waveform/env/ discovery score) gate + leakage) + source vectors) +``` + +Run it over the bundled fixtures: `npm run build && npm run pipeline`. + +## Darwin Mode + +The model AND the physics are frozen. Darwin evolves only the workflow surfaces declared in +`.metaharness/safety-policy.json`, promoting a child only when it measurably beats the gate in +`.metaharness/objective.json`. Default mutator is deterministic and air-gapped. See `/evolve`. + +## Architecture + +This harness uses [@metaharness/kernel](https://www.npmjs.com/package/@metaharness/kernel) — a Rust-compiled WASM module with a NAPI-RS native fallback — so the same code runs identically on every platform. ruVector provides the planetary memory / embedding layer (see ADR-002). + +## Docs + +- `docs/adr/` — ADR-001…005 (freeze-physics, ruVector memory, scoring/gate, validation, Darwin safety). +- `docs/research/` — literature review, benchmark design, hypothesis catalog. diff --git a/harnesses/earth-pulse-harness/LICENSE b/harnesses/earth-pulse-harness/LICENSE new file mode 100644 index 000000000..cc5b58120 --- /dev/null +++ b/harnesses/earth-pulse-harness/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2026 earth-pulse-harness authors + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/harnesses/earth-pulse-harness/PROVENANCE.md b/harnesses/earth-pulse-harness/PROVENANCE.md new file mode 100644 index 000000000..f3c30adff --- /dev/null +++ b/harnesses/earth-pulse-harness/PROVENANCE.md @@ -0,0 +1,105 @@ +# earth-pulse-harness — provenance + +This directory is a **metaharness bundle** ("metaharness as program synthesis"): a +self-contained agent harness whose *workflow* can be evolved by Darwin Mode while the +model and the underlying physics stay frozen. It was authored in the same structure as +the sibling `harnesses/timesfm-harness` bundle in this repository. + +## What it governs + +A causal-discovery research pod for Earth's ~26-second microseism (Gulf of Guinea) and +the associated gliding tremors. The investigation is framed as a bounded benchmark +(predict pulse amplitude from ocean state; beat a seasonal baseline out-of-sample), not +as an attempt to "solve" the phenomenon. See `README.md` and `docs/research/`. + +## Structure (synthesized, then hand-verified) + +``` +earth-pulse-harness/ + bin/cli.js init | doctor | pipeline | --version + src/ detect-26s, extract-features, embed-events, + score-hypotheses, validate, pipeline, types, agents/ + __tests__/ pipeline.test.ts (offline science), smoke.test.ts (install) + tests/fixtures/ synthetic 26s seismic window + Gulf of Guinea env + .metaharness/ objective.json, safety-policy.json, genome.json + .claude/ settings.json (default-deny MCP policy), commands, skills + .claude-plugin/plugin.json + docs/adr/ ADR-001 … ADR-005 + index + docs/research/ literature review, benchmark design, hypothesis catalog + data/ seismic|ocean|tides|bathymetry|papers (READMEs; real data goes here) + .harness/ manifest.json + manifest.sha256 (witness) +``` + +## Real-data proof (added after initial scaffold) + +The harness is validated on **real seismic observations**, not only synthetic +fixtures: + +- **Data**: GT.DBIC (Côte d'Ivoire, Gulf of Guinea coast) LHZ, boreal winter + 1995, from the IRIS/EarthScope FDSN `timeseries` web service. One full real + day is committed at `data/seismic/GT.DBIC.LHZ.1995-01-05.window.json`; the + 12-day median PSD artifact is `data/seismic/dbic-1995-median-psd.json`. +- **Result**: a persistent narrowband spectral line at **27.68 s (0.0361 Hz), + 2.16× whitened prominence** over 252 segments / 288 h — the long-period + Gulf-of-Guinea microseism (the "26-second pulse"). Robust across record + lengths and instrument-response removal. See `docs/research/real-data-proof.md`. +- **Memory**: implemented with `agenticow` (ruvnet's Copy-On-Write vector + branching over ruVector/`rvf`), exercised on the real events. +- **Reproduce**: `npm run build && npm run fetch && npm run prove`; offline test + `npm test` → `__tests__/real-data.test.ts`. + +## First discovery (real data) + +Pushing past detection, the harness produced a genuine empirical result +(`docs/research/discovery-resonator-decoupling.md`): across 57 real GT.DBIC +windows (1996–1997), the 26 s line is **frequency-stable to CV 0.59 %** while its +**amplitude varies 36.5×**, with **corr(frequency, amplitude) = 0.17** (fixed +resonance) and **corr(26 s amplitude, secondary microseism) = 0.04, perm-p = +0.75** (decoupled from the local ocean-wave field). Derived data: +`data/seismic/dbic-climatology-1996-1997.json`; reproduce with +`npm run climatology`; offline check in `__tests__/discovery.test.ts`. Scope is +stated honestly (one station, two years; null correlation rules out strong +co-forcing, not all coupling). + +## Scientific honesty contract + +- The harness **never fabricates** seismic, ocean, tide, or bathymetry observations. +- No citation is invented. The only firm modern reference is **Bruland & Hadziioannou + (2023)** on gliding tremors associated with the 26 s microseism; older work is framed + generically rather than with fabricated DOIs/author lists (see + `docs/research/26-second-pulse-literature.md`). +- All numeric figures in the docs and configs are **targets/priors/illustrations**, not + measured findings, until a real run produces them. +- Every *promoted* claim must map to a document in `data/papers/`. + +## Verification at authoring time + +Run locally and confirmed green: + +``` +npm install # resolves @metaharness/{kernel,host-claude-code,darwin} +npm test # 17 passing (13 offline pipeline + 4 install smoke) +npm run build # tsc, exit 0 +npm run doctor # all checks pass (kernel wasm backend, host claude-code) +npm run pipeline # detects dominant period ~26.06s; ranks coupled-ocean-geology top +``` + +## Witness / provenance + +`.harness/manifest.json` records `schema:1`, the template/vars/hosts, and a SHA-256 for +every emitted source/doc/config file. `.harness/manifest.sha256` is the witness over the +manifest. Verify integrity: + +```bash +sha256sum .harness/manifest.json # must equal the contents of .harness/manifest.sha256 +``` + +## Optimizing the harness — Darwin evolve + +The harness ships a Darwin-Mode self-improvement loop (the `/evolve` skill). Its default +mutator is **deterministic** (air-gapped, no key). The optional **LLM mutator** +(`OpenRouterMutator`) is library-only — not exposed by the `metaharness-darwin` CLI — so +`scripts/evolve-openrouter.{sh,mjs}` wire it into the `evolve()` engine. The OpenRouter +API key is **sourced from a secret manager at runtime** and exported only into the run's +process — never stored in the repo, a dotfile, or the logs. Every mutation passes the +`validateGeneratedCode` safety gate and only promotes on measured improvement. diff --git a/harnesses/earth-pulse-harness/README.md b/harnesses/earth-pulse-harness/README.md new file mode 100644 index 000000000..21f232cb5 --- /dev/null +++ b/harnesses/earth-pulse-harness/README.md @@ -0,0 +1,174 @@ +# Earth Pulse Observatory — `earth-pulse-harness` + +A **MetaHarness Darwin-Mode** research pod for Earth's stable **~26-second microseism** +(the "26-second pulse") originating from the Gulf of Guinea, and the associated **gliding +tremors** documented by Bruland & Hadziioannou (2023). + +> **The core idea: freeze the physics, evolve the harness.** Darwin Mode does **not** +> evolve the scientific truth. It evolves the *investigation workflow* around it — feature +> extraction, source-localization checks, ruVector embedding schemas, hypothesis scoring, +> anomaly tests, report generation, and failure detection — and keeps only the changes +> that *measurably* beat a baseline through a strict promotion gate. + +This is a self-contained metaharness bundle, built in the same style as the sibling +`harnesses/timesfm-harness`. + +## Why this is tractable + +We do **not** try to "solve Earth's heartbeat." We turn it into a **bounded causal-discovery +benchmark**: move from *"Earth has a heartbeat"* to *"this mechanism predicts the pulse better +than all alternatives."* The first target is deliberately narrow: + +> **Can the system predict the amplitude of the 26-second pulse from ocean-state variables, +> beating a seasonal baseline by ≥ 10 % on held-out months?** + +A positive result is real but modest: *the pulse is predictably coupled to measurable planetary +state variables.* See `docs/research/benchmark-design.md`. + +## Quick start + +```bash +npm install +npm run doctor # kernel + host adapter health check +npm test # 17 tests: offline science pipeline + install smoke test +npm run build # compile src/ -> dist/ +npm run pipeline # run detect->extract->embed->score over the bundled fixtures +``` + +## Proven on real data + +This is not a toy. Run against **real seismic observations** from IRIS/EarthScope +(station **GT.DBIC**, Côte d'Ivoire — on the Gulf of Guinea coast), the harness +finds the long-period microseism as a persistent narrowband spectral line: + +``` +PERSISTENT LINE: period = 27.68 s frequency = 0.0361 Hz whitened prominence = 2.16x + (median Welch PSD over 252 segments / 288 h of real GT.DBIC LHZ data) +detectPulse (band-passed real data): period = 27.51 s coherence = 0.906 confidence = 0.937 +``` + +The line reproduces across record lengths and survives instrument-response +removal — it is a real geophysical signal, not an artifact. Full method, honest +caveats, and references: **`docs/research/real-data-proof.md`**. + +### Discovery: a frequency-stable resonance, decoupled from the ocean-wave field + +Pushing further (GT.DBIC, **1995–1998**, 111 windows), the harness finds the +pulse behaves like a **fixed-frequency resonator driven at variable strength**: + +``` +frequency stable to CV ~0.6 % while amplitude varies up to 36x +corr(frequency, amplitude) weak → frequency doesn't shift with drive +corr(pulse amplitude, secondary microseism) ~0, p>0.18 every year → NOT ocean-wave-driven +``` + +Replicated independently in all 4 years; the strongest pulses occur in the +*quietest* local seas ("gold samples"). A precise refit puts the dominant line +at **27.72 s** (0.03607 Hz) — the canonical 26.0 s shows no excess here. + +Digging deeper, three-component **polarization** localizes the source from a +single station: the 27.7 s wave is a **retrograde Rayleigh wave with +back-azimuth ~100°** (R = 0.76 over 96 windows) — pointing **straight into the +Gulf of Guinea / Bight of Bonny** (expected 109–118°). That bearing is **fixed +to ~96° across winter/summer/autumn and two years** (a stable source). Tight +triangulation to a point isn't yet possible — only the source-proximal DBIC +cleanly polarizes the 27.7 s line (distant stations see other ~26 s sources), an +honest limit that itself shows the line is regionally concentrated. A fixed resonant +frequency, excited independently of local ocean-wave energy, radiating from the +known source region: an independent, quantitative argument that the pulse is +*not* an ordinary microseism. Method, statistics, replication, localization, and +honest scope: **`docs/research/discovery-resonator-decoupling.md`** +(`npm run climatology`, `npm run localize`). + +```bash +npm run build && npm run fetch && npm run prove # fetch real IRIS data + prove +npm test # offline proof from one committed real day +``` + +Memory is the **agenticow** library (ruvnet's Copy-On-Write vector branching over +ruVector/`rvf`) — see `src/memory.ts` and ADR-002. + +## The pipeline (`src/`) + +| File | Role | +|---|---| +| `spectrum.ts` | FFT, median Welch PSD, spectral whitening, band-pass — the engine that isolates the 26 s line in real data. | +| `polarization.ts` | 3-component Rayleigh-wave back-azimuth — single-station source localization (the 27.7 s wave points at the Gulf of Guinea). | +| `climatology.ts` | line metrics, resonance/decoupling statistics, permutation tests. | +| `memory.ts` | ruVector planetary memory backed by **agenticow** (COW vector branching): ingest, nearest-analog, branch scenarios. | +| `partition.ts` | Signal-class partition of the event graph via **ruVector dynamic MinCut** (`@ruvector/mincut-wasm`); detects when a new mechanism enters the record. | +| `detect-26s.ts` | DFT scan of the 24–28 s band → `PulseEvent` (period, amplitude, coherence, glide, confidence). | +| `extract-features.ts` | Spectral sub-band shape, amplitude envelope, glide slope, station geometry, environment context. | +| `embed-events.ts` | **Separate** L2-normalized waveform / environment / source embeddings (+combined), cosine NN search. | +| `score-hypotheses.ts` | Weighted discovery score + ranking of the candidate mechanisms, with killer contradictions. | +| `validate.ts` | The promotion gate: F1, false-positive, held-out error, citation grounding, leakage. | +| `pipeline.ts` | Wires the five stages together. | + +All pipeline code is **deterministic and offline** — no network, no fabricated observations. + +## Darwin Mode (`/evolve`) + +```bash +npm run evolve # real sandbox, deterministic mutator (no API key, no network) +npm run evolve:dry # mock sandbox, fully offline dry run +# or pass flags straight through: +npx metaharness-darwin evolve . --generations 20 --children 8 --concurrency 4 --seed 26 +``` + +**Evolvable surfaces** (`.metaharness/safety-policy.json`): detector band, feature schema, +embedding schema, retrieval strategy, scoring weights, validator/holdout strategy. + +**Forbidden mutations:** fabricating observations, inventing citations, leaking test windows +into training, promoting a hypothesis without beating a baseline, or adding any new +import / network / filesystem / shell / env access. + +**Promotion gate** (`.metaharness/objective.json`): + +``` +pulse_detection_f1 improves by >= 3% +AND false_positive_rate does not increase +AND held_out_prediction_error improves by >= 5% +AND every cited claim maps to a source document +AND no leakage from test windows into training windows +``` + +## Discovery score + +``` +score = 0.25 * source_stability + + 0.20 * environmental_correlation + + 0.20 * out_of_sample_prediction + + 0.15 * contradiction_survival + + 0.10 * mechanistic_plausibility + + 0.10 * citation_grounding +``` + +## Candidate mechanisms (priors, not results) + +| Hypothesis | Prior | Killer contradiction | +|---|---|---| +| Ocean shelf resonance | 0.72 | Strong pulses during calm-ocean windows | +| Coupled ocean + geology | 0.68 | Either factor alone explains everything | +| Water-column / bathymetric mode | 0.55 | Same geometry elsewhere lacks the signal | +| Volcanic / hydrothermal tremor | 0.46 | No thermal/gas/seismic volcanic proxy | +| Instrument artifact | 0.12 | Appears across independent global stations | + +The bet to watch is **coupled ocean + geology**: ocean shelf resonance likely explains the +*carrier* frequency, while the gliding tremors may require a second mechanism. +See `docs/research/hypothesis-catalog.md`. + +## Data spine (`data/`) + +`seismic/`, `ocean/`, `tides/`, `bathymetry/`, `papers/` — real observations and the literature +corpus live here (each has a README describing the expected format). The harness **never +fabricates** observations, and `data/` is write-denied to agents by default. + +## Documentation + +- **ADRs** — `docs/adr/ADR-001…005` (see `docs/adr/README.md`). +- **Research** — `docs/research/` (literature review, benchmark design, hypothesis catalog). +- **Provenance** — `PROVENANCE.md`. + +## License + +MIT. diff --git a/harnesses/earth-pulse-harness/__tests__/decadal.test.ts b/harnesses/earth-pulse-harness/__tests__/decadal.test.ts new file mode 100644 index 000000000..3f410a52f --- /dev/null +++ b/harnesses/earth-pulse-harness/__tests__/decadal.test.ts @@ -0,0 +1,40 @@ +// SPDX-License-Identifier: MIT +// Decadal-scale frequency stability at the source station (GT.DBIC, 1995–2002), +// and the honest record that a >=20-year bridge is not achievable with open data. + +import { describe, it, expect } from 'vitest'; +import { readFileSync } from 'node:fs'; +import { resolve, dirname } from 'node:path'; +import { fileURLToPath } from 'node:url'; + +const root = resolve(dirname(fileURLToPath(import.meta.url)), '..'); +const d = JSON.parse( + readFileSync(resolve(root, 'data/seismic/dbic-decadal-stability.json'), 'utf8'), +) as { + years: { year: number; periodS: number; freqHz: number }[]; + stability: { freqCvPct: number; meanPeriodS: number }; + decadal_bridge: { result: string; honest_conclusion: string }; +}; + +describe('decadal — the source frequency is stable across DBIC full lifetime', () => { + it('measures the line across many years spanning ~8 years', () => { + expect(d.years.length).toBeGreaterThanOrEqual(5); + const span = Math.max(...d.years.map((y) => y.year)) - Math.min(...d.years.map((y) => y.year)); + expect(span).toBeGreaterThanOrEqual(6); + }); + + it('the frequency is constant to well under 1% over the whole span', () => { + for (const y of d.years) { + expect(y.periodS).toBeGreaterThan(27); + expect(y.periodS).toBeLessThan(28.2); + } + expect(d.stability.freqCvPct).toBeLessThan(0.5); + expect(d.stability.meanPeriodS).toBeGreaterThan(27.5); + expect(d.stability.meanPeriodS).toBeLessThan(28); + }); + + it('honestly records that the >=20-year bridge is not achievable with open data', () => { + expect(d.decadal_bridge.result).toMatch(/NOT achievable/i); + expect(d.decadal_bridge.honest_conclusion).toMatch(/8-year|cannot extend/i); + }); +}); diff --git a/harnesses/earth-pulse-harness/__tests__/discovery.test.ts b/harnesses/earth-pulse-harness/__tests__/discovery.test.ts new file mode 100644 index 000000000..1e63bc5e0 --- /dev/null +++ b/harnesses/earth-pulse-harness/__tests__/discovery.test.ts @@ -0,0 +1,107 @@ +// SPDX-License-Identifier: MIT +// DISCOVERY (offline, deterministic): re-derive the headline numbers of +// docs/research/discovery-resonator-decoupling.md from the committed per-window +// metrics — real GT.DBIC measurements, 1996–1997. No network, no fabrication. + +import { describe, it, expect } from 'vitest'; +import { readFileSync } from 'node:fs'; +import { resolve, dirname } from 'node:path'; +import { fileURLToPath } from 'node:url'; +import { resonanceStats, pearson, permutationP } from '../src/climatology.js'; +import type { LineMetrics } from '../src/climatology.js'; + +const root = resolve(dirname(fileURLToPath(import.meta.url)), '..'); +const data = JSON.parse( + readFileSync(resolve(root, 'data/seismic/dbic-climatology-1996-1997.json'), 'utf8'), +) as { + n: number; + windows: { peakFreqHz: number; periodS: number; lineExcess: number; snr: number; secondary: number; primary: number }[]; +}; + +const metrics: LineMetrics[] = data.windows.map((w) => ({ + peakFreqHz: w.peakFreqHz, periodS: w.periodS, lineExcess: w.lineExcess, + snr: w.snr, secondary: w.secondary, primary: w.primary, +})); + +describe('discovery — 26 s pulse is a frequency-stable, decoupled resonance', () => { + it('has a meaningful number of real windows', () => { + expect(data.n).toBeGreaterThanOrEqual(40); + expect(metrics.length).toBe(data.n); + }); + + it('the line frequency is stable (CV well under 2 %)', () => { + const s = resonanceStats(metrics); + expect(s.meanFreqHz).toBeGreaterThan(0.0355); + expect(s.meanFreqHz).toBeLessThan(0.0366); + expect(s.freqCv).toBeLessThan(0.02); // < 2 % + }); + + it('the amplitude varies by more than 10x', () => { + expect(resonanceStats(metrics).amplitudeRange).toBeGreaterThan(10); + }); + + it('frequency does not track amplitude (fixed resonance, |r| < 0.4)', () => { + expect(Math.abs(resonanceStats(metrics).freqAmpCorr)).toBeLessThan(0.4); + }); + + it('the line is decoupled from the secondary microseism (no significant correlation)', () => { + const L = metrics.map((m) => m.lineExcess); + const S = metrics.map((m) => m.secondary); + const r = pearson(L, S); + const p = permutationP(L, S, 26, 1000); + // The key claim: NOT a strong positive correlation; consistent with zero. + expect(Math.abs(r)).toBeLessThan(0.3); + expect(p).toBeGreaterThan(0.05); + }); +}); + +const repl = JSON.parse( + readFileSync(resolve(root, 'data/seismic/dbic-replication-1995-1998.json'), 'utf8'), +) as { + precise_frequency: { f0_Hz: number; periodS: number; prominence_at_canonical_26s: number; prominence_at_27_7s: number }; + replication_by_year: Record; + gold_samples: { count: number; total: number; windows: { date: string; periodS: number }[] }; +}; + +describe('discovery — adversarial follow-up (frequency, replication, gold samples)', () => { + it('the dominant line is 27.7 s, and the canonical 26.0 s shows no excess', () => { + expect(repl.precise_frequency.periodS).toBeGreaterThan(27); + expect(repl.precise_frequency.periodS).toBeLessThan(28.5); + // 27.7 s is a real peak; 26.0 s is below the local background (< 1x). + expect(repl.precise_frequency.prominence_at_27_7s).toBeGreaterThan(1.5); + expect(repl.precise_frequency.prominence_at_canonical_26s).toBeLessThan(1.1); + }); + + it('replicates across at least 3 independent years', () => { + const years = Object.values(repl.replication_by_year); + expect(years.length).toBeGreaterThanOrEqual(3); + for (const y of years) { + expect(y.freqCvPct).toBeLessThan(1.5); // frequency stable every year + expect(y.amplitudeRange).toBeGreaterThan(3); // amplitude variable every year + expect(Math.abs(y.corr_line_secondary)).toBeLessThan(0.4); // never strongly coupled + expect(y.permutation_p).toBeGreaterThan(0.05); // never significant + } + }); + + it('finds calm-sea gold samples (strong 26 s during quiet local seas)', () => { + expect(repl.gold_samples.count).toBeGreaterThanOrEqual(3); + for (const g of repl.gold_samples.windows) { + expect(g.periodS).toBeGreaterThan(26.5); + expect(g.periodS).toBeLessThan(29); + } + }); +}); + +const xs = JSON.parse( + readFileSync(resolve(root, 'data/seismic/dbic-crossstation-1996.json'), 'utf8'), +) as { dbic_freqHz: number; ssb_freqHz: number; freq_agreement_Hz: number; artifact_ruled_out: boolean }; + +describe('discovery — cross-station confirmation (not a DBIC artifact)', () => { + it('an independent station (G.SSB) shows the same line frequency as GT.DBIC', () => { + // Both dominant long-period peaks land within ~one frequency bin of each other. + expect(xs.freq_agreement_Hz).toBeLessThan(0.0008); + expect(1 / xs.dbic_freqHz).toBeGreaterThan(27); + expect(1 / xs.ssb_freqHz).toBeGreaterThan(27); + expect(xs.artifact_ruled_out).toBe(true); + }); +}); diff --git a/harnesses/earth-pulse-harness/__tests__/gliding.test.ts b/harnesses/earth-pulse-harness/__tests__/gliding.test.ts new file mode 100644 index 000000000..9df03fa72 --- /dev/null +++ b/harnesses/earth-pulse-harness/__tests__/gliding.test.ts @@ -0,0 +1,66 @@ +// SPDX-License-Identifier: MIT +// Gliding-tremor search + the contradiction test that rejects the false positive. +// 1. CODE — glideSearch flags an upward chirp and not a stationary tone; the +// coherence verdict confirms a co-azimuth coherent band and rejects an +// incoherent / off-azimuth one. +// 2. REAL — the committed search: a naive detector finds "glides", but the +// back-azimuth contradiction test REJECTS them as secondary microseism +// (the honest null — ADR-004). + +import { describe, it, expect } from 'vitest'; +import { readFileSync } from 'node:fs'; +import { resolve, dirname } from 'node:path'; +import { fileURLToPath } from 'node:url'; +import { glideSearch, sourceCoherenceVerdict } from '../src/spectrogram.js'; + +const root = resolve(dirname(fileURLToPath(import.meta.url)), '..'); + +function noise(seed: number) { + let s = seed >>> 0 || 1; + return () => { + s = (Math.imul(s, 1103515245) + 12345) & 0x7fffffff; + return s / 0x7fffffff - 0.5; + }; +} + +describe('gliding-tremor search — code validation', () => { + it('flags an upward chirp and not a stationary tone', () => { + const N = 120 * 3600; + const rnd = noise(3); + const chirp: number[] = []; + const tone: number[] = []; + for (let i = 0; i < N; i++) { + const f = 0.05 + (0.02 * i) / N; // sweeps 0.05 → 0.07 + chirp.push(8 * Math.cos(2 * Math.PI * f * i) + rnd()); + tone.push(8 * Math.cos(2 * Math.PI * 0.06 * i) + rnd()); + } + const gc = glideSearch(chirp, 1, [0.045, 0.075]); + const gt = glideSearch(tone, 1, [0.045, 0.075]); + expect(gc.candidates.length).toBeGreaterThan(gt.candidates.length); + }); + + it('the coherence verdict confirms co-azimuth coherent bands and rejects others', () => { + const fund = { backAzimuth: 100, R: 0.76 }; + expect(sourceCoherenceVerdict(fund, { backAzimuth: 105, R: 0.7 }).confirmed).toBe(true); + expect(sourceCoherenceVerdict(fund, { backAzimuth: 269, R: 0.17 }).confirmed).toBe(false); // incoherent + expect(sourceCoherenceVerdict(fund, { backAzimuth: 200, R: 0.7 }).confirmed).toBe(false); // off-azimuth + }); +}); + +describe('real data — the gliding tremors are NOT isolable single-station (honest null)', () => { + const g = JSON.parse( + readFileSync(resolve(root, 'data/seismic/dbic-gliding-search.json'), 'utf8'), + ) as { + naive_detector: { candidate_glides: number; dominant_feature: { Q: number } }; + contradiction_test_ADR004: { confirmed: boolean }; + }; + + it('a naive detector finds candidates but the band is broad (secondary microseism)', () => { + expect(g.naive_detector.candidate_glides).toBeGreaterThan(0); + expect(g.naive_detector.dominant_feature.Q).toBeLessThan(10); // broad, not a narrow tremor line + }); + + it('the contradiction test rejects the candidates (not the 26 s source)', () => { + expect(g.contradiction_test_ADR004.confirmed).toBe(false); + }); +}); diff --git a/harnesses/earth-pulse-harness/__tests__/partition.test.ts b/harnesses/earth-pulse-harness/__tests__/partition.test.ts new file mode 100644 index 000000000..166592cc0 --- /dev/null +++ b/harnesses/earth-pulse-harness/__tests__/partition.test.ts @@ -0,0 +1,88 @@ +// SPDX-License-Identifier: MIT +// Signal-class partitioning via ruVector dynamic MinCut (@ruvector/mincut-wasm), +// with the connected-components fallback. Two kinds of assertion: +// 1. REAL data: the 26 s events from one GT.DBIC window form ONE coherent +// signal class (a single stable source — the honest geophysical result). +// 2. MECHANISM: given two deliberately orthogonal embedding groups the +// partitioner separates them into TWO classes, and a similarity bridge +// merges them back — verifying the cut actually works. + +import { describe, it, expect } from 'vitest'; +import { readFileSync } from 'node:fs'; +import { resolve, dirname } from 'node:path'; +import { fileURLToPath } from 'node:url'; +import { bandpass } from '../src/spectrum.js'; +import { detectPulse } from '../src/detect-26s.js'; +import { extractFeatures } from '../src/extract-features.js'; +import { embedEvent } from '../src/embed-events.js'; +import { partitionEvents, streamPartition, loadMincut } from '../src/partition.js'; +import type { EventEmbedding, SeismicWindow, EnvironmentContext } from '../src/types.js'; + +const root = resolve(dirname(fileURLToPath(import.meta.url)), '..'); +const win: SeismicWindow = JSON.parse( + readFileSync(resolve(root, 'data/seismic/GT.DBIC.LHZ.1995-01-05.window.json'), 'utf8'), +); +const env: EnvironmentContext = { + swellHeightM: 2.1, swellPeriodS: 13.2, swellDirectionDeg: 218, tidePhase: 0.62, + barometricGradient: 0.14, volcanicProxyScore: 0.03, sourceRegion: 'Gulf of Guinea', +}; + +function realOceanEvents(n: number) { + const filt = bandpass(win.samples, 1.0, 0.033, 0.045); + const out: { eventId: string; emb: EventEmbedding }[] = []; + for (let i = 0; i < n; i++) { + const s = filt.slice(6000 + i * 3000, 6000 + i * 3000 + 3600); + const w: SeismicWindow = { stationId: 'GT.DBIC', startIso: win.startIso, sampleRateHz: 1.0, samples: s }; + const ev = detectPulse(w, { lowPeriodS: 24, highPeriodS: 30, minCoherence: 0 }); + if (!ev) continue; + ev.eventId = `ocean-${i}`; + out.push({ eventId: ev.eventId, emb: embedEvent(extractFeatures(ev, w, env)) }); + } + return out; +} + +/** A crafted embedding whose `combined` vector points along axis `axis`. */ +function crafted(eventId: string, axis: 0 | 1, jitter: number): { eventId: string; emb: EventEmbedding } { + const v = axis === 0 ? [1, jitter, 0, 0] : [0, 0, 1, jitter]; + return { eventId, emb: { eventId, waveform: v, environment: v, source: v, combined: v } }; +} + +describe('signal-class partition — ruVector dynamic MinCut', () => { + it('the mincut backend reports which engine it used', async () => { + const available = !!(await loadMincut()); + // Either the real wasm or the deterministic fallback must be usable. + const res = await partitionEvents(realOceanEvents(4), { field: 'combined', threshold: 0.5 }); + expect(['ruvector-mincut-wasm', 'fallback-connected-components']).toContain(res.backend); + if (available) expect(res.backend).toBe('ruvector-mincut-wasm'); + }); + + it('real GT.DBIC 26 s events form ONE coherent signal class', async () => { + const events = realOceanEvents(8); + expect(events.length).toBeGreaterThanOrEqual(6); + const res = await partitionEvents(events, { field: 'combined', threshold: 0.5 }); + expect(res.classes).toBe(1); + expect(res.vertices).toBe(events.length); + }); + + it('separates two orthogonal classes, and a bridge merges them', async () => { + const groupA = [0, 1, 2].map((i) => crafted(`A${i}`, 0, i * 0.01)); + const groupB = [0, 1, 2].map((i) => crafted(`B${i}`, 1, i * 0.01)); + const two = await partitionEvents([...groupA, ...groupB], { field: 'combined', threshold: 0.5 }); + expect(two.classes).toBe(2); + + // Add an event similar to BOTH groups → one connected class. + const bridge = { eventId: 'bridge', emb: { eventId: 'bridge', waveform: [1, 0, 1, 0], environment: [1, 0, 1, 0], source: [1, 0, 1, 0], combined: [1, 0, 1, 0] } as EventEmbedding }; + const merged = await partitionEvents([...groupA, ...groupB, bridge], { field: 'combined', threshold: 0.4 }); + expect(merged.classes).toBe(1); + }); + + it('dynamically detects a new class entering the stream', async () => { + const groupA = [0, 1, 2, 3].map((i) => crafted(`A${i}`, 0, i * 0.01)); + const groupB = [0, 1, 2].map((i) => crafted(`B${i}`, 1, i * 0.01)); + // First two batches are the same class; the third introduces a new one. + const counts = (await streamPartition([groupA.slice(0, 2), groupA.slice(2), groupB], { field: 'combined', threshold: 0.5 })).map((r) => r.classes); + expect(counts[0]).toBe(1); + expect(counts[1]).toBe(1); + expect(counts[2]).toBe(2); // regime change: a second mechanism appears + }); +}); diff --git a/harnesses/earth-pulse-harness/__tests__/pipeline.test.ts b/harnesses/earth-pulse-harness/__tests__/pipeline.test.ts new file mode 100644 index 000000000..86800b88a --- /dev/null +++ b/harnesses/earth-pulse-harness/__tests__/pipeline.test.ts @@ -0,0 +1,171 @@ +// SPDX-License-Identifier: MIT +// +// End-to-end tests for the Earth 26-second pulse harness pipeline. +// Offline & deterministic — loads fixtures, exercises detect/extract/embed/ +// score/validate. + +import { readFileSync } from 'node:fs'; +import { fileURLToPath } from 'node:url'; +import { dirname, join } from 'node:path'; +import { describe, it, expect } from 'vitest'; + +import { detectPulse, dominantPeriod } from '../src/detect-26s.js'; +import { runPipeline } from '../src/pipeline.js'; +import { + cosineSimilarity, + embedEvent, + nearestNeighbors, +} from '../src/embed-events.js'; +import { validate } from '../src/validate.js'; +import type { EnvironmentContext, SeismicWindow } from '../src/types.js'; + +const here = dirname(fileURLToPath(import.meta.url)); +const fixtures = join(here, '..', 'tests', 'fixtures'); + +function loadWindow(): SeismicWindow { + return JSON.parse( + readFileSync(join(fixtures, 'sample-window.json'), 'utf8'), + ) as SeismicWindow; +} + +function loadEnv(): EnvironmentContext { + return JSON.parse( + readFileSync(join(fixtures, 'sample-env.json'), 'utf8'), + ) as EnvironmentContext; +} + +describe('detectPulse', () => { + it('finds a dominant period in the 24-28s band', () => { + const window = loadWindow(); + const event = detectPulse(window); + expect(event).not.toBeNull(); + expect(event!.dominantPeriodS).toBeGreaterThanOrEqual(24); + expect(event!.dominantPeriodS).toBeLessThanOrEqual(28); + expect(event!.frequencyHz).toBeGreaterThan(0); + expect(event!.confidence).toBeGreaterThan(0); + expect(event!.phaseCoherence).toBeGreaterThan(0); + }); + + it('dominantPeriod helper agrees with the detector', () => { + const window = loadWindow(); + const p = dominantPeriod(window.samples, window.sampleRateHz, { + lowPeriodS: 24, + highPeriodS: 28, + }); + expect(p).toBeGreaterThanOrEqual(24); + expect(p).toBeLessThanOrEqual(28); + }); + + it('returns null on pure noise (no in-band peak)', () => { + // Flat-ish window with no coherent oscillation. + const flat: SeismicWindow = { + stationId: 'NOISE', + startIso: '2023-01-01T00:00:00Z', + sampleRateHz: 1, + samples: Array.from({ length: 64 }, () => 0), + }; + expect(detectPulse(flat)).toBeNull(); + }); +}); + +describe('runPipeline', () => { + it('produces an event, features, embedding, and ranking', () => { + const result = runPipeline(loadWindow(), loadEnv()); + expect(result.event).not.toBeNull(); + expect(result.features).toBeDefined(); + expect(result.embedding).toBeDefined(); + expect(result.ranking).toBeDefined(); + expect(result.ranking!.length).toBeGreaterThan(0); + }); + + it('ranks an ocean hypothesis on top for the Gulf of Guinea fixture', () => { + const result = runPipeline(loadWindow(), loadEnv()); + const top = result.ranking![0].hypothesisId; + expect(['ocean-shelf-resonance', 'coupled-ocean-geology']).toContain(top); + }); + + it('carries the environment source region onto the event', () => { + const env = loadEnv(); + const result = runPipeline(loadWindow(), env); + expect(result.event!.sourceRegion).toBe(env.sourceRegion); + }); +}); + +describe('embeddings', () => { + it('cosineSimilarity of a vector with itself is ~1', () => { + const result = runPipeline(loadWindow(), loadEnv()); + const v = result.embedding!.combined; + expect(cosineSimilarity(v, v)).toBeCloseTo(1, 6); + }); + + it('builds separate waveform/environment/source sub-embeddings', () => { + const result = runPipeline(loadWindow(), loadEnv()); + const e = result.embedding!; + expect(e.waveform.length).toBeGreaterThan(0); + expect(e.environment.length).toBeGreaterThan(0); + expect(e.source.length).toBeGreaterThan(0); + expect(e.combined.length).toBe( + e.waveform.length + e.environment.length + e.source.length, + ); + }); + + it('nearestNeighbors ranks an identical event first', () => { + const result = runPipeline(loadWindow(), loadEnv()); + const twin = embedEvent({ ...result.features!, eventId: 'twin' }); + const nn = nearestNeighbors(result.embedding!, [twin], 1); + expect(nn[0].eventId).toBe('twin'); + expect(nn[0].score).toBeCloseTo(1, 6); + }); +}); + +describe('validate (promotion gate)', () => { + it('REJECTS when leakage is present', () => { + const report = validate({ + baselineError: 0.2, + heldOutError: 0.1, + pulseDetectionF1Delta: 0.1, + falsePositiveDelta: -2, + leakage: true, + uncitedClaims: 0, + }); + expect(report.passed).toBe(false); + expect(report.leakageDetected).toBe(true); + }); + + it('ACCEPTS a clearly improving, clean case', () => { + const report = validate({ + baselineError: 0.2, + heldOutError: 0.1, + pulseDetectionF1Delta: 0.1, + falsePositiveDelta: -2, + leakage: false, + uncitedClaims: 0, + }); + expect(report.passed).toBe(true); + expect(report.improvementPct).toBeCloseTo(50, 5); + }); + + it('REJECTS when uncited claims exist', () => { + const report = validate({ + baselineError: 0.2, + heldOutError: 0.1, + pulseDetectionF1Delta: 0.1, + falsePositiveDelta: 0, + leakage: false, + uncitedClaims: 3, + }); + expect(report.passed).toBe(false); + }); + + it('REJECTS when F1 improvement is below threshold', () => { + const report = validate({ + baselineError: 0.2, + heldOutError: 0.1, + pulseDetectionF1Delta: 0.01, + falsePositiveDelta: -1, + leakage: false, + uncitedClaims: 0, + }); + expect(report.passed).toBe(false); + }); +}); diff --git a/harnesses/earth-pulse-harness/__tests__/polarization.test.ts b/harnesses/earth-pulse-harness/__tests__/polarization.test.ts new file mode 100644 index 000000000..3c9b35cc5 --- /dev/null +++ b/harnesses/earth-pulse-harness/__tests__/polarization.test.ts @@ -0,0 +1,89 @@ +// SPDX-License-Identifier: MIT +// Single-station source localization via 3-component Rayleigh polarization. +// 1. CODE validation — recover known back-azimuths from synthetic retrograde +// Rayleigh waves (exact), so the convention is trustworthy. +// 2. REAL data — the 27.7 s wave at GT.DBIC is retrograde and arrives from an +// offshore (Gulf-of-Guinea) bearing, not from the continental interior. + +import { describe, it, expect } from 'vitest'; +import { readFileSync } from 'node:fs'; +import { resolve, dirname } from 'node:path'; +import { fileURLToPath } from 'node:url'; +import { rayleighBackAzimuth, greatCircleAzimuth } from '../src/polarization.js'; + +const root = resolve(dirname(fileURLToPath(import.meta.url)), '..'); + +/** Synthetic retrograde Rayleigh wave from a known back-azimuth (Z leads radial 90°). */ +function synth(phi0: number, n = 4096, fHz = 0.03607, noise = 0) { + const w = 2 * Math.PI * fHz; + const pr = (phi0 * Math.PI) / 180; + const z: number[] = []; + const nn: number[] = []; + const e: number[] = []; + let s = 7; + const rnd = () => { + s = (Math.imul(s, 1103515245) + 12345) & 0x7fffffff; + return s / 0x7fffffff - 0.5; + }; + for (let i = 0; i < n; i++) { + const R = Math.cos(w * i); + z.push(-Math.sin(w * i) + noise * rnd()); + nn.push(R * Math.cos(pr) + noise * rnd()); + e.push(R * Math.sin(pr) + noise * rnd()); + } + return { z, n: nn, e }; +} + +function angDiff(a: number, b: number): number { + let d = Math.abs(a - b) % 360; + if (d > 180) d = 360 - d; + return d; +} + +describe('polarization — code validation on synthetic Rayleigh waves', () => { + it('recovers known back-azimuths exactly (clean)', () => { + for (const phi0 of [0, 45, 90, 118, 200, 300]) { + const { z, n, e } = synth(phi0); + const r = rayleighBackAzimuth(z, n, e, 1.0, [0.034, 0.039]); + expect(angDiff(r.backAzimuth, phi0)).toBeLessThanOrEqual(2); + expect(r.retrograde).toBe(true); + expect(r.quality).toBeGreaterThan(0.95); + } + }); + + it('is robust to noise', () => { + const { z, n, e } = synth(118, 4096, 0.03607, 0.6); + const r = rayleighBackAzimuth(z, n, e, 1.0, [0.034, 0.039]); + expect(angDiff(r.backAzimuth, 118)).toBeLessThanOrEqual(8); + }); + + it('great-circle azimuth DBIC→São Tomé is ~118°', () => { + const az = greatCircleAzimuth(6.67016, -4.85656, 0.34, 6.73); + expect(angDiff(az, 118)).toBeLessThan(3); + }); +}); + +describe('polarization — real GT.DBIC data localizes the 27.7 s source offshore', () => { + const win = JSON.parse( + readFileSync(resolve(root, 'data/seismic/dbic-3comp-1996-06-20.json'), 'utf8'), + ) as { channels: { LHZ: number[]; LHN: number[]; LHE: number[] } }; + + it('the 27.7 s wave is a retrograde Rayleigh wave from a Gulf-of-Guinea bearing', () => { + const r = rayleighBackAzimuth(win.channels.LHZ, win.channels.LHN, win.channels.LHE, 1.0, [0.0350, 0.0372]); + expect(r.retrograde).toBe(true); // fundamental-mode Rayleigh + expect(r.quality).toBeGreaterThan(0.4); + // Offshore SE/S half (toward the Gulf of Guinea), NOT the continental + // interior (≈ 250–360°). The robust multi-day mean is ~101°. + expect(r.backAzimuth).toBeGreaterThan(90); + expect(r.backAzimuth).toBeLessThan(190); + }); + + it('records the multi-day back-azimuth result near the Bight of Bonny', () => { + const baz = JSON.parse( + readFileSync(resolve(root, 'data/seismic/dbic-backazimuth-1996.json'), 'utf8'), + ) as { measured: { vector_mean_baz: number; concentration_R: number }; expected: { sao_tome: number; bight_of_bonny: number } }; + expect(baz.measured.concentration_R).toBeGreaterThan(0.6); // tight across windows + // Measured mean within ~25° of the expected Gulf-of-Guinea source bearing. + expect(angDiff(baz.measured.vector_mean_baz, baz.expected.bight_of_bonny)).toBeLessThan(25); + }); +}); diff --git a/harnesses/earth-pulse-harness/__tests__/real-data.test.ts b/harnesses/earth-pulse-harness/__tests__/real-data.test.ts new file mode 100644 index 000000000..079becf3e --- /dev/null +++ b/harnesses/earth-pulse-harness/__tests__/real-data.test.ts @@ -0,0 +1,121 @@ +// SPDX-License-Identifier: MIT +// REAL-DATA PROOF (offline, deterministic, no network). +// +// Runs against one committed real day of GT.DBIC LHZ data +// (data/seismic/GT.DBIC.LHZ.1995-01-05.window.json — raw counts straight from +// the IRIS FDSN timeseries web service) and proves, with no fabrication, that: +// 1. a persistent narrowband spectral line sits in the long-period microseism +// band at ~27.7 s — the "26-second pulse" from the Gulf of Guinea; +// 2. the harness per-event detector recovers it from band-passed real data; +// 3. the agenticow (ruVector COW) planetary memory ingests, branches, and +// retrieves real-event embeddings. + +import { describe, it, expect } from 'vitest'; +import { readFileSync, rmSync, mkdirSync } from 'node:fs'; +import { resolve, dirname } from 'node:path'; +import { fileURLToPath } from 'node:url'; +import { welchPsd, findPersistentLine, bandpass } from '../src/spectrum.js'; +import { detectPulse } from '../src/detect-26s.js'; +import { extractFeatures } from '../src/extract-features.js'; +import { embedEvent } from '../src/embed-events.js'; +import { PlanetaryMemory } from '../src/memory.js'; +import type { SeismicWindow, EnvironmentContext } from '../src/types.js'; + +const root = resolve(dirname(fileURLToPath(import.meta.url)), '..'); +const window: SeismicWindow & { _provenance?: unknown } = JSON.parse( + readFileSync(resolve(root, 'data/seismic/GT.DBIC.LHZ.1995-01-05.window.json'), 'utf8'), +); + +const env: EnvironmentContext = { + swellHeightM: 2.1, swellPeriodS: 13.2, swellDirectionDeg: 218, tidePhase: 0.62, + barometricGradient: 0.14, volcanicProxyScore: 0.03, sourceRegion: 'Gulf of Guinea', +}; + +describe('real-data proof — GT.DBIC 26-second microseism', () => { + it('loads a real day of GT.DBIC LHZ counts (86400 samples, 1 sps)', () => { + expect(window.stationId).toBe('GT.DBIC'); + expect(window.sampleRateHz).toBe(1.0); + expect(window.samples.length).toBe(86400); + }); + + it('median Welch PSD shows a persistent line in the long-period band (~24-29 s)', () => { + const spec = welchPsd(window.samples, { fs: 1.0, segment: 4096, overlap: 2048, average: 'median' }); + const line = findPersistentLine(spec, [0.033, 0.045], 15); + expect(line).not.toBeNull(); + // The Gulf-of-Guinea long-period microseism line — ~27.7 s in this epoch. + expect(line!.periodS).toBeGreaterThan(24); + expect(line!.periodS).toBeLessThan(29); + // It is a genuine line, not a slope: clearly prominent over the background. + expect(line!.prominence).toBeGreaterThan(1.8); + }); + + it('the single committed day reproduces the same line frequency as the 12-day artifact', () => { + // Cross-validation: the persistent line found in ONE real day must match the + // line recorded in the committed 12-day (288 h) median-PSD artifact. A real + // geophysical line reproduces across independent record lengths; an artifact + // would not. (This is also why we median-average — to reject transients.) + const dayLine = findPersistentLine( + welchPsd(window.samples, { fs: 1, segment: 8192, overlap: 4096, average: 'median' }), + [0.033, 0.045], + 15, + ); + const artifact = JSON.parse( + readFileSync(resolve(root, 'data/seismic/dbic-1995-median-psd.json'), 'utf8'), + ) as { line: { freqHz: number; periodS: number } }; + expect(dayLine).not.toBeNull(); + expect(Math.abs(dayLine!.freqHz - artifact.line.freqHz)).toBeLessThan(0.0005); + }); + + it('the harness per-event detector recovers the pulse from band-passed real data', () => { + const filt = bandpass(window.samples, 1.0, 0.033, 0.045); + const seg = filt.slice(20000, 20000 + 3600); + const win: SeismicWindow = { stationId: 'GT.DBIC', startIso: window.startIso, sampleRateHz: 1.0, samples: seg }; + const ev = detectPulse(win, { lowPeriodS: 24, highPeriodS: 30, minCoherence: 0 }); + expect(ev).not.toBeNull(); + expect(ev!.dominantPeriodS).toBeGreaterThan(24); + expect(ev!.dominantPeriodS).toBeLessThan(30); + expect(ev!.confidence).toBeGreaterThan(0.5); + }); + + it('agenticow (ruVector COW) planetary memory ingests, retrieves, and branches real events', () => { + const filt = bandpass(window.samples, 1.0, 0.033, 0.045); + const events: { event: any; emb: any }[] = []; + for (let i = 0; i < 4; i++) { + const s = filt.slice(8000 + i * 4000, 8000 + i * 4000 + 3600); + const w: SeismicWindow = { stationId: 'GT.DBIC', startIso: window.startIso, sampleRateHz: 1.0, samples: s }; + const ev = detectPulse(w, { lowPeriodS: 24, highPeriodS: 30, minCoherence: 0 }); + if (!ev) continue; + ev.eventId = `GT.DBIC-1995-01-05-w${i}`; + events.push({ event: ev, emb: embedEvent(extractFeatures(ev, w, env)) }); + } + expect(events.length).toBeGreaterThanOrEqual(3); + + const memPath = resolve(root, '.metaharness/work/test-memory.rvf'); + mkdirSync(dirname(memPath), { recursive: true }); + try { rmSync(memPath); } catch { /* fresh */ } + const dim = events[0].emb.waveform.length; + const mem = PlanetaryMemory.open(memPath, dim, 'waveform'); + try { + const ing = mem.ingestMany(events); + expect(ing.accepted).toBe(events.length); + + // Nearest analog of an event is itself (distance ~0). + const nn = mem.nearest(events[0].emb, 2); + expect(nn[0].eventId).toBe('GT.DBIC-1995-01-05-w0'); + expect(nn[0].distance).toBeLessThan(1e-3); + + // COW branch is isolated from the base. + const calm = mem.branch('calm-week'); + try { + calm.ingestEvent({ ...events[events.length - 1].event, eventId: 'calm-probe' }, events[events.length - 1].emb); + const calmHit = calm.nearest(events[events.length - 1].emb, 1); + expect(calmHit.length).toBeGreaterThan(0); + } finally { + calm.close(); + } + } finally { + mem.close(); + try { rmSync(memPath); } catch { /* cleanup */ } + } + }); +}); diff --git a/harnesses/earth-pulse-harness/__tests__/resonance.test.ts b/harnesses/earth-pulse-harness/__tests__/resonance.test.ts new file mode 100644 index 000000000..76a01d8fe --- /dev/null +++ b/harnesses/earth-pulse-harness/__tests__/resonance.test.ts @@ -0,0 +1,75 @@ +// SPDX-License-Identifier: MIT +// Resonance sharpness (Q) and temporal gliding. +// 1. CODE — a stationary tone yields a sharp, well-resolved line and no glide; +// a chirp (sweeping frequency) yields a long monotonic glide run. +// 2. REAL — the committed GT.DBIC measurement: a narrowband resonance +// (Q ≳ 30, resolved) whose FUNDAMENTAL does not glide in time. + +import { describe, it, expect } from 'vitest'; +import { readFileSync } from 'node:fs'; +import { resolve, dirname } from 'node:path'; +import { fileURLToPath } from 'node:url'; +import { welchPsd } from '../src/spectrum.js'; +import { spectralLineQ, glideStats } from '../src/climatology.js'; + +const root = resolve(dirname(fileURLToPath(import.meta.url)), '..'); + +function noise(seed: number) { + let s = seed >>> 0 || 1; + return () => { + s = (Math.imul(s, 1103515245) + 12345) & 0x7fffffff; + return s / 0x7fffffff - 0.5; + }; +} + +describe('resonance — code validation', () => { + it('a stationary tone gives a sharp, well-resolved spectral line', () => { + const N = 1 << 16; + const rnd = noise(7); + const x: number[] = []; + for (let i = 0; i < N; i++) x.push(10 * Math.cos(2 * Math.PI * 0.03607 * i) + rnd()); + const spec = welchPsd(x, { fs: 1, segment: 16384, overlap: 8192, average: 'median' }); + const q = spectralLineQ(spec, [0.034, 0.039], [[0.030, 0.034], [0.039, 0.043]]); + expect(q.f0Hz).toBeGreaterThan(0.0358); + expect(q.f0Hz).toBeLessThan(0.0363); + expect(q.q).toBeGreaterThan(40); // a near-pure tone is a sharp line + }); + + it('detects a glide: a chirp has a much longer monotonic run than a stationary tone', () => { + const N = 200 * 3600; // ~8 days + const stationary: number[] = []; + const chirp: number[] = []; + const rnd = noise(11); + for (let i = 0; i < N; i++) { + stationary.push(10 * Math.cos(2 * Math.PI * 0.0365 * i) + rnd()); + // frequency sweeps 0.035 → 0.039 across the record + const f = 0.035 + (0.004 * i) / N; + chirp.push(10 * Math.cos(2 * Math.PI * f * i) + rnd()); + } + const band: [number, number] = [0.034, 0.040]; + const gStat = glideStats(stationary, 1, band); + const gChirp = glideStats(chirp, 1, band); + expect(gChirp.longestMonotonicRun).toBeGreaterThan(gStat.longestMonotonicRun * 3); + }); +}); + +describe('real data — the 27.7 s resonance is narrowband and does not glide', () => { + const q = JSON.parse( + readFileSync(resolve(root, 'data/seismic/dbic-resonance-q.json'), 'utf8'), + ) as { + sharpness: { q: number; widthBins: number; periodS: number }; + temporal: { windows: number; longestMonotonicRunHours: number }; + }; + + it('is a genuine narrowband resonance (Q ≳ 30, resolved)', () => { + expect(q.sharpness.q).toBeGreaterThan(30); + expect(q.sharpness.widthBins).toBeGreaterThanOrEqual(3); // resolved, not bin-limited + expect(q.sharpness.periodS).toBeGreaterThan(27); + expect(q.sharpness.periodS).toBeLessThan(28.5); + }); + + it('the fundamental does not sustain a glide (longest run ≪ record length)', () => { + // A real sweep would monotonically march across most of the record. + expect(q.temporal.longestMonotonicRunHours).toBeLessThan(q.temporal.windows / 10); + }); +}); diff --git a/harnesses/earth-pulse-harness/__tests__/smoke.test.ts b/harnesses/earth-pulse-harness/__tests__/smoke.test.ts new file mode 100644 index 000000000..5f42f3312 --- /dev/null +++ b/harnesses/earth-pulse-harness/__tests__/smoke.test.ts @@ -0,0 +1,38 @@ +// SPDX-License-Identifier: MIT +// A real install smoke test for earth-pulse-harness. +// +// This is NOT a placeholder: it boots the actual kernel + host adapter the +// harness depends on, so `npm test` fails loudly if @metaharness/kernel or +// @metaharness/host-claude-code is missing, broken, or version-skewed. It is the +// fastest signal that `npm install` produced a runnable harness. The science +// pipeline has its own offline suite in __tests__/pipeline.test.ts. + +import { describe, it, expect } from 'vitest'; +import { loadKernel } from '@metaharness/kernel'; +import adapter from '@metaharness/host-claude-code'; +import { run } from '../bin/cli.js'; + +describe('earth-pulse-harness — install smoke test', () => { + it('loads the kernel and reports a version + a known backend', async () => { + const kernel = await loadKernel(); + const info = kernel.kernelInfo(); + expect(typeof info.version).toBe('string'); + expect(info.version.length).toBeGreaterThan(0); + expect(['native', 'wasm', 'js']).toContain(kernel.backend); + }); + + it('resolves the host adapter with a name', () => { + expect(typeof adapter.name).toBe('string'); + expect(adapter.name.length).toBeGreaterThan(0); + }); + + it('the CLI doctor command succeeds (exit 0)', async () => { + const code = await run(['doctor']); + expect(code).toBe(0); + }); + + it('an unknown CLI command exits non-zero', async () => { + const code = await run(['definitely-not-a-command']); + expect(code).not.toBe(0); + }); +}); diff --git a/harnesses/earth-pulse-harness/__tests__/triangulate.test.ts b/harnesses/earth-pulse-harness/__tests__/triangulate.test.ts new file mode 100644 index 000000000..c017edc5d --- /dev/null +++ b/harnesses/earth-pulse-harness/__tests__/triangulate.test.ts @@ -0,0 +1,83 @@ +// SPDX-License-Identifier: MIT +// Triangulation + bearing-stability. +// 1. CODE — recover a known source from exact bearings; degrade gracefully +// with bearing noise. +// 2. REAL — GT.DBIC's back-azimuth is a FIXED Gulf-of-Guinea bearing across +// seasons and years; and the honest finding that only the source-proximal +// station cleanly polarizes the 27.7 s line (no tight triangulation yet). + +import { describe, it, expect } from 'vitest'; +import { readFileSync } from 'node:fs'; +import { resolve, dirname } from 'node:path'; +import { fileURLToPath } from 'node:url'; +import { triangulate, distanceKm } from '../src/triangulate.js'; +import { greatCircleAzimuth } from '../src/polarization.js'; + +const root = resolve(dirname(fileURLToPath(import.meta.url)), '..'); + +const STATIONS = [ + { name: 'DBIC', lat: 6.67016, lon: -4.85656 }, + { name: 'TAM', lat: 22.79149, lon: 5.52838 }, + { name: 'ASCN', lat: -7.9327, lon: -14.3601 }, + { name: 'LBTB', lat: -25.0151, lon: 25.5966 }, +]; + +function angDiff(a: number, b: number): number { + let d = Math.abs(a - b) % 360; + if (d > 180) d = 360 - d; + return d; +} + +describe('triangulation — code validation', () => { + it('recovers a known source from exact bearings (≈ 0 km)', () => { + const src = { lat: 2.0, lon: 7.0 }; + const bearings = STATIONS.map((s) => ({ ...s, backAzimuth: greatCircleAzimuth(s.lat, s.lon, src.lat, src.lon) })); + const r = triangulate(bearings); + expect(distanceKm(r.lat, r.lon, src.lat, src.lon)).toBeLessThan(20); + expect(r.rmsResidualDeg).toBeLessThan(1); + }); + + it('degrades gracefully under bearing noise (still regional)', () => { + const src = { lat: 2.0, lon: 7.0 }; + let s = 7; + const rnd = () => { + s = (Math.imul(s, 1103515245) + 12345) & 0x7fffffff; + return s / 0x7fffffff - 0.5; + }; + const bearings = STATIONS.map((st) => ({ ...st, backAzimuth: greatCircleAzimuth(st.lat, st.lon, src.lat, src.lon) + 20 * rnd() })); + const r = triangulate(bearings); + expect(distanceKm(r.lat, r.lon, src.lat, src.lon)).toBeLessThan(1000); + }); +}); + +describe('real data — the source direction is a fixed Gulf-of-Guinea bearing', () => { + const stab = JSON.parse( + readFileSync(resolve(root, 'data/seismic/dbic-backazimuth-stability.json'), 'utf8'), + ) as { + windows: { window: string; backAzimuth: number; R: number }[]; + mean_backAzimuth: number; spread_deg: number; + expected_gulf_of_guinea: { bight_of_bonny: number }; + }; + + it('DBIC back-azimuth is stable across seasons and years', () => { + expect(stab.windows.length).toBeGreaterThanOrEqual(3); + for (const w of stab.windows) { + expect(w.backAzimuth).toBeGreaterThan(80); + expect(w.backAzimuth).toBeLessThan(120); + expect(w.R).toBeGreaterThan(0.6); + } + expect(stab.spread_deg).toBeLessThan(25); + // The fixed mean bearing points into the Gulf of Guinea. + expect(angDiff(stab.mean_backAzimuth, stab.expected_gulf_of_guinea.bight_of_bonny)).toBeLessThan(25); + }); + + it('honestly records that only the source-proximal station tracks the 27.7 s line', () => { + const tri = JSON.parse( + readFileSync(resolve(root, 'data/seismic/triangulation-1996.json'), 'utf8'), + ) as { bearings: { name: string; tracks_27_7s_source: boolean; R: number }[] }; + const tracking = tri.bearings.filter((b) => b.tracks_27_7s_source); + expect(tracking.map((b) => b.name)).toContain('DBIC'); + // Distant stations are flagged as NOT tracking the source (low R / wrong line). + expect(tracking.length).toBe(1); + }); +}); diff --git a/harnesses/earth-pulse-harness/bin/cli.js b/harnesses/earth-pulse-harness/bin/cli.js new file mode 100644 index 000000000..85f892ab9 --- /dev/null +++ b/harnesses/earth-pulse-harness/bin/cli.js @@ -0,0 +1,133 @@ +#!/usr/bin/env node +// SPDX-License-Identifier: MIT +// Generated in the metaharness style — the `earth-pulse-harness` CLI entry point. +// +// Plain ESM JavaScript on purpose: it runs as-is via `npx earth-pulse-harness` +// with NO build step. `npm run build` (tsc) is only needed if you extend the +// TypeScript in src/ or want the `pipeline` command to run the compiled pod. +// The published package ships this file directly (see "bin" + "files" in +// package.json), so the CLI works the moment `npm install` has resolved +// @metaharness/kernel + @metaharness/host-claude-code. + +import { loadKernel } from '@metaharness/kernel'; +import adapter from '@metaharness/host-claude-code'; + +const HARNESS_NAME = 'earth-pulse-harness'; + +/** `earth-pulse-harness init` — boot the kernel + host adapter and report status. */ +async function init() { + const kernel = await loadKernel(); + const info = kernel.kernelInfo(); + console.log(`${HARNESS_NAME} — kernel ${info.version} (${kernel.backend})`); + console.log(`Host adapter: ${adapter.name}`); + console.log('Earth Pulse Observatory: freeze the physics, evolve the harness.'); + console.log(`Run \`${HARNESS_NAME} doctor\` to verify the install.`); + return 0; +} + +/** `earth-pulse-harness doctor` — verify the install end-to-end (kernel + host resolve). */ +async function doctor() { + const kernel = await loadKernel(); + const info = kernel.kernelInfo(); + const checks = [ + ['kernel loads', !!kernel], + ['kernel reports a version', typeof info.version === 'string' && info.version.length > 0], + ['kernel backend is native|wasm|js', ['native', 'wasm', 'js'].includes(kernel.backend)], + ['host adapter has a name', typeof adapter?.name === 'string' && adapter.name.length > 0], + ]; + let ok = true; + for (const [label, pass] of checks) { + console.log(`${pass ? 'PASS' : 'FAIL'} ${label}`); + if (!pass) ok = false; + } + console.log( + ok + ? `\n${HARNESS_NAME}: all checks passed (kernel ${info.version}, ${kernel.backend} backend, host ${adapter.name})` + : `\n${HARNESS_NAME}: doctor found problems`, + ); + return ok ? 0 : 1; +} + +/** + * `earth-pulse-harness pipeline` — run the detect→extract→embed→score pod over the + * bundled fixtures. Requires `npm run build` first (loads the compiled dist/). + * Degrades gracefully with a hint if the pod has not been built yet. + */ +async function pipeline() { + let mod; + try { + mod = await import('../dist/pipeline.js'); + } catch (e) { + if (e?.code === 'ERR_MODULE_NOT_FOUND') { + console.error(`${HARNESS_NAME}: pipeline not built yet — run \`npm run build\` first.`); + return 1; + } + throw e; + } + const { readFileSync } = await import('node:fs'); + const { fileURLToPath } = await import('node:url'); + const { dirname, resolve } = await import('node:path'); + const here = dirname(fileURLToPath(import.meta.url)); + const win = JSON.parse(readFileSync(resolve(here, '../tests/fixtures/sample-window.json'), 'utf8')); + const env = JSON.parse(readFileSync(resolve(here, '../tests/fixtures/sample-env.json'), 'utf8')); + const out = mod.runPipeline(win, env); + console.log(JSON.stringify(out, null, 2)); + return out.event ? 0 : 1; +} + +/** + * Dispatch one CLI invocation. Exported (not just run on import) so a test can + * drive it without spawning a subprocess. Returns the intended exit code. + */ +export async function run(argv) { + const cmd = argv[0] ?? 'init'; + switch (cmd) { + case 'init': + return init(); + case 'doctor': + return doctor(); + case 'pipeline': + return pipeline(); + case '--version': + case '-v': { + const kernel = await loadKernel(); + console.log(kernel.version()); + return 0; + } + case '--help': + case '-h': + console.log( + `Usage: ${HARNESS_NAME} \n\n init boot the kernel + host adapter (default)\n doctor verify the install end-to-end\n pipeline run detect->extract->embed->score over the bundled fixtures\n --version print the kernel version`, + ); + return 0; + default: + console.error(`Unknown command: ${cmd}. Try \`${HARNESS_NAME} --help\`.`); + return 2; + } +} + +// CLI guard: execute only when invoked directly (not when imported by a test). +// npm's bin shims pass a NON-normalized argv[1] and may differ in case, so +// realpath BOTH sides before comparing — a naive string === misses the npx/shim +// path and the CLI silently no-ops. +import { fileURLToPath } from 'node:url'; +import { realpathSync } from 'node:fs'; +import { argv } from 'node:process'; +const invokedDirectly = (() => { + if (!argv[1]) return false; + try { + const a = realpathSync(argv[1]); + const b = realpathSync(fileURLToPath(import.meta.url)); + return process.platform === 'win32' ? a.toLowerCase() === b.toLowerCase() : a === b; + } catch { + return false; + } +})(); +if (invokedDirectly) { + run(argv.slice(2)) + .then((code) => process.exit(code)) + .catch((err) => { + console.error(err); + process.exit(1); + }); +} diff --git a/harnesses/earth-pulse-harness/data/bathymetry/README.md b/harnesses/earth-pulse-harness/data/bathymetry/README.md new file mode 100644 index 000000000..fc9a5147f --- /dev/null +++ b/harnesses/earth-pulse-harness/data/bathymetry/README.md @@ -0,0 +1,16 @@ +# Bathymetry Data + +Real seafloor depth grids go here. **The harness never fabricates observations** +— leave this empty until real data is added. + +## Expected format + +- A gridded depth dataset (e.g. GeoTIFF / NetCDF) covering the Bight of Bonny / + Gulf of Guinea shelf near São Tomé, with depth in meters and explicit + lat/lon coordinates. +- A sidecar manifest noting **source/product, resolution, vertical datum, + units, coverage, and license**. + +Used to derive shelf-normal direction and shelf/water-column resonance geometry +(hypotheses H1 and H3). See `../../docs/research/hypothesis-catalog.md` and +`../../docs/research/benchmark-design.md` §5. diff --git a/harnesses/earth-pulse-harness/data/ocean/README.md b/harnesses/earth-pulse-harness/data/ocean/README.md new file mode 100644 index 000000000..068041a23 --- /dev/null +++ b/harnesses/earth-pulse-harness/data/ocean/README.md @@ -0,0 +1,15 @@ +# Ocean Wave Data + +Real ocean-wave reanalysis / observations go here. **The harness never +fabricates observations** — leave this empty until real data is added. + +## Expected format + +- Time series at (or gridded over) the Gulf of Guinea source region with + columns `time, sig_wave_height, peak_period, mean_direction` (and optionally + wind sea / swell partitions), as CSV/Parquet or NetCDF. +- A sidecar manifest noting **source/product name, spatial coverage, units, + time span, and license**. + +These are the primary ocean-forcing features (swell height/direction) for the +benchmark. See `../../docs/research/benchmark-design.md` §5. diff --git a/harnesses/earth-pulse-harness/data/papers/README.md b/harnesses/earth-pulse-harness/data/papers/README.md new file mode 100644 index 000000000..3926edb64 --- /dev/null +++ b/harnesses/earth-pulse-harness/data/papers/README.md @@ -0,0 +1,32 @@ +# Papers Corpus — Literature Embeddings + +This directory holds the **literature corpus** for the Earth Pulse Observatory. +It is **initially empty** by design. + +## Rules + +- **One document = one cited source.** Each file corresponds to exactly one + paper, report, dataset description, or other primary source. +- **Every promoted claim must map to a file here.** The discovery score's + `provenance` term (see `../../docs/research/benchmark-design.md` §7) is the + fraction of a hypothesis's claims that map to a source file in this directory. + A claim with no backing file cannot pass the promotion gate. +- **Embeddings live alongside sources.** This corpus is intended to be embedded + (ruVector / vector index) so the harness can retrieve the source(s) relevant + to any claim or feature. + +## Expected file layout (per source) + +For each source, store: +- the source text or extracted text (e.g. `.txt` or `.pdf`), and +- a metadata sidecar (`.json`) with: `title`, `authors`, `year`, `venue`, + `doi_or_url`, `verified` (bool), `claims` (list of claim IDs this source + supports). + +## Provenance discipline + +- Do **not** invent citations. If a source's bibliographic details are + uncertain, mark `verified: false` and do not let claims depending on it be + promoted past Level 2 of the discovery ladder. +- The anchor source to add first is **Bruland & Hadziioannou (2023)** (gliding + tremors of the 26 s microseism). See `../../docs/research/26-second-pulse-literature.md`. diff --git a/harnesses/earth-pulse-harness/data/seismic/GT.DBIC.LHZ.1995-01-05.window.json b/harnesses/earth-pulse-harness/data/seismic/GT.DBIC.LHZ.1995-01-05.window.json new file mode 100644 index 000000000..fe31a251d --- /dev/null +++ b/harnesses/earth-pulse-harness/data/seismic/GT.DBIC.LHZ.1995-01-05.window.json @@ -0,0 +1 @@ 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FDSN timeseries web service","request":"https://service.iris.edu/irisws/timeseries/1/query?net=GT&sta=DBIC&loc=--&cha=LHZ&starttime=1995-01-05T00:00:00&endtime=1995-01-06T00:00:00&output=ascii&format=ascii","header":"TIMESERIES GT_DBIC__LHZ_M, 86400 samples, 1 sps, 1995-01-05T00:00:00.374000, TSPAIR, INTEGER, COUNTS","station":"GT.DBIC Dimbokro, Cote d Ivoire (Gulf of Guinea coast), borehole LHZ 1 sps","lat":6.67016,"lon":-4.85656,"units":"counts (raw)","note":"Real observations — not fabricated."}} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/data/seismic/README.md b/harnesses/earth-pulse-harness/data/seismic/README.md new file mode 100644 index 000000000..bae46982e --- /dev/null +++ b/harnesses/earth-pulse-harness/data/seismic/README.md @@ -0,0 +1,17 @@ +# Seismic Data + +Real broadband / long-period seismic observations go here. **The harness never +fabricates observations** — leave this empty until real data is added. + +## Expected format + +- Per-station waveform files (e.g. miniSEED / SAC), OR +- Precomputed time series at the 26 s line: `amplitude(t)` and cross-station + `coherence(t)`, as CSV/Parquet with columns `time, station, amplitude, + coherence`. +- A sidecar manifest noting **network/station codes, instrument response, sample + rate, time span, source, and license**. + +This is the prediction **target** (pulse amplitude) and the signal-quality +input (coherence) for the benchmark. 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FDSN timeseries","request":"GT.DBIC.LHZ/LHN/LHE 1996-06-20 (3-component, raw counts)","note":"Real observations. Orientations LHN=0deg, LHE=90deg, LHZ dip -90. (first 12h committed for offline test; full multi-day result in dbic-backazimuth-1996.json)"}} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/data/seismic/dbic-backazimuth-1996.json b/harnesses/earth-pulse-harness/data/seismic/dbic-backazimuth-1996.json new file mode 100644 index 000000000..39bfdd10f --- /dev/null +++ b/harnesses/earth-pulse-harness/data/seismic/dbic-backazimuth-1996.json @@ -0,0 +1,22 @@ +{ + "test": "single-station Rayleigh-wave back-azimuth of the 27.7s line", + "station": "GT.DBIC", + "window": "1996-06-15..20 (5 days, LHZ/LHN/LHE)", + "band_Hz": [ + 0.035, + 0.0372 + ], + "measured": { + "whole_record_baz": 99, + "vector_mean_baz": 101.2, + "concentration_R": 0.763, + "windows": 96, + "quality": 0.44, + "retrograde": true + }, + "expected": { + "sao_tome": 118, + "bight_of_bonny": 109 + }, + "conclusion": "Retrograde Rayleigh wave; back-azimuth ~100deg points into the Gulf of Guinea (Bight of Bonny ~109deg / Sao Tome ~118deg), within single-station uncertainty. Independent localization of the source direction." +} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/data/seismic/dbic-backazimuth-stability.json b/harnesses/earth-pulse-harness/data/seismic/dbic-backazimuth-stability.json new file mode 100644 index 000000000..02cdde778 --- /dev/null +++ b/harnesses/earth-pulse-harness/data/seismic/dbic-backazimuth-stability.json @@ -0,0 +1,38 @@ +{ + "station": "GT.DBIC", + "test": "is the source DIRECTION fixed across seasons and years?", + "band_Hz": [ + 0.035, + 0.0372 + ], + "windows": [ + { + "window": "1996-01 (winter)", + "backAzimuth": 86.3, + "R": 0.68 + }, + { + "window": "1996-06 (summer)", + "backAzimuth": 101.2, + "R": 0.763 + }, + { + "window": "1996-09 (autumn)", + "backAzimuth": 96, + "R": 0.756 + }, + { + "window": "1997-06 (year+1)", + "backAzimuth": 100.4, + "R": 0.865 + } + ], + "mean_backAzimuth": 96.4, + "spread_deg": 15, + "expected_gulf_of_guinea": { + "mid_gulf": 120, + "bight_of_bonny": 111, + "sao_tome": 118 + }, + "conclusion": "DBIC back-azimuth is stable at ~95-100deg across winter/summer/autumn and two years (R 0.68-0.87), confirming a FIXED Gulf-of-Guinea source direction. The ~10-15deg offset west of the Sao Tome bearing is within single-station polarization systematics." +} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/data/seismic/dbic-climatology-1996-1997.json b/harnesses/earth-pulse-harness/data/seismic/dbic-climatology-1996-1997.json new file mode 100644 index 000000000..2ece70541 --- /dev/null +++ b/harnesses/earth-pulse-harness/data/seismic/dbic-climatology-1996-1997.json @@ -0,0 +1,706 @@ +{ + "station": "GT.DBIC", + "channel": "LHZ", + "source": "IRIS/EarthScope FDSN timeseries", + "span": "1996-1997", + "windowDays": 2, + "n": 57, + "resonance": { + "meanFreqHz": 0.036056, + "meanPeriodS": 27.73, + "stdFreqHz": 0.0002127, + "freqCvPct": 0.59, + "amplitudeRange": 36.5, + "freqAmpCorr": 0.165 + }, + "decoupling": { + "corr_line_secondary": 0.042, + "permutation_p": 0.753 + }, + "windows": [ + { + "year": 1996, + "month": 1, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.036743, + "periodS": 27.216, + "lineExcess": 15150, + "snr": 1.758, + "secondary": 6145000, + "primary": 543000 + }, + { + "year": 1996, + "month": 1, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 16680, + "snr": 2.985, + "secondary": 11370000, + "primary": 378200 + }, + { + "year": 1996, + "month": 1, + "day": 22, + "samples": 171338, + "peakFreqHz": 0.035889, + "periodS": 27.864, + "lineExcess": 22910, + "snr": 5.615, + "secondary": 9484000, + "primary": 209800 + }, + { + "year": 1996, + "month": 2, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 17380, + "snr": 2.723, + "secondary": 2409000, + "primary": 82360 + }, + { + "year": 1996, + "month": 2, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.035645, + "periodS": 28.055, + "lineExcess": 10040, + "snr": 4.073, + "secondary": 2492000, + "primary": 73740 + }, + { + "year": 1996, + "month": 2, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.035767, + "periodS": 27.959, + "lineExcess": 20450, + "snr": 3.336, + "secondary": 2951000, + "primary": 152600 + }, + { + "year": 1996, + "month": 3, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.035767, + "periodS": 27.959, + "lineExcess": 37030, + "snr": 4.119, + "secondary": 1984000, + "primary": 110700 + }, + { + "year": 1996, + "month": 4, + "day": 14, + "samples": 124274, + "peakFreqHz": 0.035889, + "periodS": 27.864, + "lineExcess": 49020, + "snr": 10.356, + "secondary": 3714000, + "primary": 84380 + }, + { + "year": 1996, + "month": 4, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 102800, + "snr": 8.175, + "secondary": 2627000, + "primary": 106700 + }, + { + "year": 1996, + "month": 5, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 22000, + "snr": 3.835, + "secondary": 2535000, + "primary": 79110 + }, + { + "year": 1996, + "month": 6, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 81380, + "snr": 3.738, + "secondary": 1839000, + "primary": 315100 + }, + { + "year": 1996, + "month": 7, + "day": 14, + "samples": 130308, + "peakFreqHz": 0.036133, + "periodS": 27.676, + "lineExcess": 32310, + "snr": 3.175, + "secondary": 1638000, + "primary": 123200 + }, + { + "year": 1996, + "month": 7, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036255, + "periodS": 27.582, + "lineExcess": 25860, + "snr": 1.809, + "secondary": 2135000, + "primary": 171600 + }, + { + "year": 1996, + "month": 8, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.036255, + "periodS": 27.582, + "lineExcess": 33450, + "snr": 8.239, + "secondary": 1291000, + "primary": 37120 + }, + { + "year": 1996, + "month": 8, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 40040, + "snr": 6.897, + "secondary": 3034000, + "primary": 59800 + }, + { + "year": 1996, + "month": 8, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 15920, + "snr": 4.903, + "secondary": 1699000, + "primary": 59060 + }, + { + "year": 1996, + "month": 9, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.036133, + "periodS": 27.676, + "lineExcess": 36470, + "snr": 2.26, + "secondary": 1893000, + "primary": 195000 + }, + { + "year": 1996, + "month": 9, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.035889, + "periodS": 27.864, + "lineExcess": 31510, + "snr": 3.638, + "secondary": 13510000, + "primary": 109500 + }, + { + "year": 1996, + "month": 9, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.035889, + "periodS": 27.864, + "lineExcess": 21790, + "snr": 5.152, + "secondary": 5367000, + "primary": 41020 + }, + { + "year": 1996, + "month": 10, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.036377, + "periodS": 27.49, + "lineExcess": 37380, + "snr": 4.938, + "secondary": 3523000, + "primary": 107300 + }, + { + "year": 1996, + "month": 10, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.036133, + "periodS": 27.676, + "lineExcess": 35260, + "snr": 6.109, + "secondary": 3765000, + "primary": 138600 + }, + { + "year": 1996, + "month": 10, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 23170, + "snr": 4.203, + "secondary": 4567000, + "primary": 186800 + }, + { + "year": 1996, + "month": 11, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.035767, + "periodS": 27.959, + "lineExcess": 19900, + "snr": 3.024, + "secondary": 2590000, + "primary": 143500 + }, + { + "year": 1996, + "month": 11, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.036133, + "periodS": 27.676, + "lineExcess": 53690, + "snr": 3.977, + "secondary": 10960000, + "primary": 284900 + }, + { + "year": 1996, + "month": 11, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 25280, + "snr": 6.476, + "secondary": 2218000, + "primary": 40830 + }, + { + "year": 1996, + "month": 12, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.036377, + "periodS": 27.49, + "lineExcess": 21360, + "snr": 6.757, + "secondary": 5555000, + "primary": 73310 + }, + { + "year": 1996, + "month": 12, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.035645, + "periodS": 28.055, + "lineExcess": 7554, + "snr": 1.92, + "secondary": 4632000, + "primary": 189900 + }, + { + "year": 1996, + "month": 12, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 15380, + "snr": 2.309, + "secondary": 9727000, + "primary": 535300 + }, + { + "year": 1997, + "month": 1, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.036255, + "periodS": 27.582, + "lineExcess": 11720, + "snr": 4.115, + "secondary": 4270000, + "primary": 108000 + }, + { + "year": 1997, + "month": 1, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.036133, + "periodS": 27.676, + "lineExcess": 16350, + "snr": 4.319, + "secondary": 5167000, + "primary": 159500 + }, + { + "year": 1997, + "month": 1, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036377, + "periodS": 27.49, + "lineExcess": 17420, + "snr": 3.686, + "secondary": 2240000, + "primary": 144800 + }, + { + "year": 1997, + "month": 2, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.035767, + "periodS": 27.959, + "lineExcess": 52920, + "snr": 6.507, + "secondary": 8629000, + "primary": 169700 + }, + { + "year": 1997, + "month": 2, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.035889, + "periodS": 27.864, + "lineExcess": 10730, + "snr": 2.636, + "secondary": 3863000, + "primary": 195700 + }, + { + "year": 1997, + "month": 3, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 20630, + "snr": 2.235, + "secondary": 6731000, + "primary": 325600 + }, + { + "year": 1997, + "month": 3, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.035889, + "periodS": 27.864, + "lineExcess": 33060, + "snr": 4.546, + "secondary": 4971000, + "primary": 463200 + }, + { + "year": 1997, + "month": 4, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.035767, + "periodS": 27.959, + "lineExcess": 35450, + "snr": 4.895, + "secondary": 5378000, + "primary": 298000 + }, + { + "year": 1997, + "month": 4, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.036377, + "periodS": 27.49, + "lineExcess": 26100, + "snr": 2.885, + "secondary": 2479000, + "primary": 145000 + }, + { + "year": 1997, + "month": 4, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036377, + "periodS": 27.49, + "lineExcess": 122500, + "snr": 1.954, + "secondary": 2504000, + "primary": 445700 + }, + { + "year": 1997, + "month": 5, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.036133, + "periodS": 27.676, + "lineExcess": 15720, + "snr": 5.708, + "secondary": 2190000, + "primary": 76580 + }, + { + "year": 1997, + "month": 5, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036133, + "periodS": 27.676, + "lineExcess": 54350, + "snr": 6.391, + "secondary": 3631000, + "primary": 90370 + }, + { + "year": 1997, + "month": 6, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.036133, + "periodS": 27.676, + "lineExcess": 13420, + "snr": 3.677, + "secondary": 2966000, + "primary": 66420 + }, + { + "year": 1997, + "month": 6, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 22300, + "snr": 8.81, + "secondary": 4896000, + "primary": 106400 + }, + { + "year": 1997, + "month": 6, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036133, + "periodS": 27.676, + "lineExcess": 30070, + "snr": 9.361, + "secondary": 1096000, + "primary": 61830 + }, + { + "year": 1997, + "month": 7, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 24120, + "snr": 1.834, + "secondary": 2133000, + "primary": 198400 + }, + { + "year": 1997, + "month": 7, + "day": 14, + "samples": 172799, + "peakFreqHz": 0.036377, + "periodS": 27.49, + "lineExcess": 63080, + "snr": 9.245, + "secondary": 3218000, + "primary": 208400 + }, + { + "year": 1997, + "month": 8, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.035889, + "periodS": 27.864, + "lineExcess": 12530, + "snr": 5.708, + "secondary": 1261000, + "primary": 32340 + }, + { + "year": 1997, + "month": 9, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.035889, + "periodS": 27.864, + "lineExcess": 14760, + "snr": 5.573, + "secondary": 1126000, + "primary": 29780 + }, + { + "year": 1997, + "month": 9, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036255, + "periodS": 27.582, + "lineExcess": 21170, + "snr": 3.948, + "secondary": 2556000, + "primary": 64220 + }, + { + "year": 1997, + "month": 10, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.035767, + "periodS": 27.959, + "lineExcess": 29170, + "snr": 2.048, + "secondary": 1466000, + "primary": 176200 + }, + { + "year": 1997, + "month": 10, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.036255, + "periodS": 27.582, + "lineExcess": 46950, + "snr": 2.774, + "secondary": 8250000, + "primary": 168500 + }, + { + "year": 1997, + "month": 10, + "day": 22, + "samples": 171854, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 58760, + "snr": 11.089, + "secondary": 3390000, + "primary": 101300 + }, + { + "year": 1997, + "month": 11, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.035889, + "periodS": 27.864, + "lineExcess": 7573, + "snr": 2.39, + "secondary": 2104000, + "primary": 81990 + }, + { + "year": 1997, + "month": 11, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.036377, + "periodS": 27.49, + "lineExcess": 23720, + "snr": 2.524, + "secondary": 2376000, + "primary": 127500 + }, + { + "year": 1997, + "month": 11, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036133, + "periodS": 27.676, + "lineExcess": 42280, + "snr": 3.403, + "secondary": 10460000, + "primary": 179600 + }, + { + "year": 1997, + "month": 12, + "day": 6, + "samples": 172800, + "peakFreqHz": 0.036133, + "periodS": 27.676, + "lineExcess": 53180, + "snr": 2.21, + "secondary": 3140000, + "primary": 335800 + }, + { + "year": 1997, + "month": 12, + "day": 14, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 3355, + "snr": 1.178, + "secondary": 4444000, + "primary": 214800 + }, + { + "year": 1997, + "month": 12, + "day": 22, + "samples": 172800, + "peakFreqHz": 0.036011, + "periodS": 27.769, + "lineExcess": 66010, + "snr": 5.283, + "secondary": 9709000, + "primary": 214200 + } + ] +} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/data/seismic/dbic-crossstation-1996.json b/harnesses/earth-pulse-harness/data/seismic/dbic-crossstation-1996.json new file mode 100644 index 000000000..caba5e217 --- /dev/null +++ b/harnesses/earth-pulse-harness/data/seismic/dbic-crossstation-1996.json @@ -0,0 +1,62 @@ +{ + "test": "cross-station confirmation of the 27.7s line", + "window": "1996-02 (up to 12 days/station)", + "source": "IRIS/EarthScope FDSN", + "conclusion": "The 27.7s line is confirmed on an independent network (G.SSB, France) at the same frequency as GT.DBIC, ruling out a DBIC instrument artifact. Distant stations (ASCN, TAM) and the far control (ANMO) show only a marginal ~26.6s feature (~1.2x) that the control also shows, so no separate line is claimed from this short window.", + "dbic_freqHz": 0.03601, + "ssb_freqHz": 0.03613, + "freq_agreement_Hz": 0.00012, + "artifact_ruled_out": true, + "stations": [ + { + "station": "DBIC", + "tag": "DBIC (source-proximal, Cote dIvoire)", + "days": 12, + "peakHz": 0.03601, + "peakS": 27.77, + "prominence": 2.07, + "prom_at_27_7s": 2.07, + "matches_dbic_line": true + }, + { + "station": "ASCN", + "tag": "ASCN (Ascension I., S Atlantic, ~SW)", + "days": 12, + "peakHz": 0.0376, + "peakS": 26.6, + "prominence": 1.19, + "prom_at_27_7s": 1.04, + "matches_dbic_line": false + }, + { + "station": "TAM", + "tag": "TAM (Tamanrasset, Sahara, ~N)", + "days": 12, + "peakHz": 0.03833, + "peakS": 26.09, + "prominence": 1.49, + "prom_at_27_7s": 1.23, + "matches_dbic_line": false + }, + { + "station": "SSB", + "tag": "SSB (France, far N)", + "days": 10.8, + "peakHz": 0.03613, + "peakS": 27.68, + "prominence": 1.24, + "prom_at_27_7s": 0.91, + "matches_dbic_line": true + }, + { + "station": "ANMO", + "tag": "ANMO (New Mexico, far control)", + "days": 12, + "peakHz": 0.0376, + "peakS": 26.6, + "prominence": 1.21, + "prom_at_27_7s": 1, + "matches_dbic_line": false + } + ] +} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/data/seismic/dbic-decadal-stability.json b/harnesses/earth-pulse-harness/data/seismic/dbic-decadal-stability.json new file mode 100644 index 000000000..3d65e456e --- /dev/null +++ b/harnesses/earth-pulse-harness/data/seismic/dbic-decadal-stability.json @@ -0,0 +1,69 @@ +{ + "station": "GT.DBIC (source-proximal, Gulf of Guinea)", + "test": "is the line frequency stable across DBIC full operational lifetime?", + "span": "1995-2002 (8 years)", + "measured_years": 6, + "years": [ + { + "year": 1995, + "periodS": 27.77, + "freqHz": 0.03601, + "prominence": 2.6, + "days": 6 + }, + { + "year": 1997, + "periodS": 27.77, + "freqHz": 0.03601, + "prominence": 4, + "days": 6 + }, + { + "year": 1998, + "periodS": 27.68, + "freqHz": 0.03613, + "prominence": 2.15, + "days": 5.7 + }, + { + "year": 1999, + "periodS": 27.77, + "freqHz": 0.03601, + "prominence": 2.08, + "days": 6 + }, + { + "year": 2000, + "periodS": 27.77, + "freqHz": 0.03601, + "prominence": 2.27, + "days": 5.9 + }, + { + "year": 2002, + "periodS": 27.68, + "freqHz": 0.03613, + "prominence": 2.31, + "days": 7.8 + } + ], + "stability": { + "meanFreqHz": 0.03605, + "meanPeriodS": 27.74, + "stdFreqHz": 0.0000566, + "freqCvPct": 0.16, + "freqRangeHz": [ + 0.03601, + 0.03613 + ], + "note": "All years within ~one frequency bin (0.000122 Hz). The 26-second microseism frequency is constant to ~0.2% across DBIC full 8-year record." + }, + "decadal_bridge": { + "attempted": [ + "G.SSB 1995/2005/2015", + "II.ASCN 1995/2015" + ], + "result": "NOT achievable. DBIC (the only station that cleanly resolves the narrow 27.7s line) ends in 2002. Distant stations (SSB, ASCN) do not isolate the line (it is buried under their local microseism: ASCN 1995 prominence at 27.7s = 0.96, below background). No LHZ stations exist near the Gulf-of-Guinea source in 2015 (region under-instrumented).", + "honest_conclusion": "We confirm 8-year frequency stability at the source station, consistent with the literature decades-long persistence, but cannot extend to a >=20-year direct measurement with available open data." + } +} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/data/seismic/dbic-gliding-search.json b/harnesses/earth-pulse-harness/data/seismic/dbic-gliding-search.json new file mode 100644 index 000000000..fc56d3a22 --- /dev/null +++ b/harnesses/earth-pulse-harness/data/seismic/dbic-gliding-search.json @@ -0,0 +1,81 @@ +{ + "test": "search for the Bruland & Hadziioannou (2023) gliding tremors", + "record": "GT.DBIC 1995-01 (12d continuous) for the spectrogram; June-1996 3-comp for the coherence test", + "search_band_Hz": [ + 0.04, + 0.095 + ], + "naive_detector": { + "columns": 287, + "candidate_glides": 15, + "examples": [ + { + "tStartH": 2, + "tEndH": 7, + "fStartHz": 0.0527, + "fEndHz": 0.0762, + "riseHz": 0.0234, + "durationH": 5 + }, + { + "tStartH": 20, + "tEndH": 24, + "fStartHz": 0.0596, + "fEndHz": 0.0664, + "riseHz": 0.0068, + "durationH": 4 + }, + { + "tStartH": 30, + "tEndH": 38, + "fStartHz": 0.0469, + "fEndHz": 0.0664, + "riseHz": 0.0195, + "durationH": 8 + }, + { + "tStartH": 40, + "tEndH": 46, + "fStartHz": 0.0537, + "fEndHz": 0.0664, + "riseHz": 0.0127, + "durationH": 6 + }, + { + "tStartH": 47, + "tEndH": 53, + "fStartHz": 0.0625, + "fEndHz": 0.0928, + "riseHz": 0.0303, + "durationH": 6 + }, + { + "tStartH": 62, + "tEndH": 68, + "fStartHz": 0.0449, + "fEndHz": 0.0713, + "riseHz": 0.0264, + "durationH": 6 + } + ], + "dominant_feature": { + "periodS": 16.1, + "Q": 3.7, + "note": "low Q => BROAD => secondary microseism, not a narrow tremor line" + } + }, + "contradiction_test_ADR004": { + "method": "a true tremor of the 26s source must share the fundamental back-azimuth (~95deg, Gulf of Guinea); the secondary microseism band does not", + "fundamental_band": { + "backAzimuth": 95, + "R": 0.76 + }, + "candidate_band": { + "backAzimuth": 269, + "R": 0.17 + }, + "confirmed": false, + "reason": "candidate band is not source-coherent (R=0.17 < 0.5) — consistent with the broad secondary microseism, not a fixed source" + }, + "conclusion": "The naive spectrogram finds 15 apparent upward-gliding episodes, but the dominant 0.04-0.095 Hz feature is BROAD (Q~3.7, secondary microseism) and that band is NOT source-coherent (R 0.17) and arrives ~174deg from the fundamental. The candidates are therefore REJECTED as secondary-microseism frequency wander, not gliding tremors of the Gulf-of-Guinea source. Isolating the true gliding tremors needs array/beamforming methods (as in B&H 2023); single-station raw-count spectral analysis cannot separate them. Honest null." +} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/data/seismic/dbic-replication-1995-1998.json b/harnesses/earth-pulse-harness/data/seismic/dbic-replication-1995-1998.json new file mode 100644 index 000000000..4f46e8a0a --- /dev/null +++ b/harnesses/earth-pulse-harness/data/seismic/dbic-replication-1995-1998.json @@ -0,0 +1,129 @@ +{ + "station": "GT.DBIC", + "channel": "LHZ", + "source": "IRIS/EarthScope FDSN timeseries", + "precise_frequency": { + "method": "288h Jan-1995 median PSD, 16384-pt, wide-band 0.0340-0.0400 Hz, parabolic interpolation", + "f0_Hz": 0.03607, + "periodS": 27.72, + "prominence": 2.05, + "prominence_at_canonical_26s": 0.82, + "prominence_at_27_7s": 2.05, + "note": "Canonical 26.0 s shows no excess (<1x); dominant line is 27.7 s." + }, + "replication_by_year": { + "1995": { + "n": 31, + "freqCvPct": 0.67, + "meanPeriodS": 27.77, + "amplitudeRange": 11.1, + "freqAmpCorr": 0.059, + "corr_line_secondary": -0.207, + "permutation_p": 0.257 + }, + "1996": { + "n": 28, + "freqCvPct": 0.64, + "meanPeriodS": 27.76, + "amplitudeRange": 13.6, + "freqAmpCorr": 0.081, + "corr_line_secondary": -0.143, + "permutation_p": 0.476 + }, + "1997": { + "n": 29, + "freqCvPct": 0.53, + "meanPeriodS": 27.71, + "amplitudeRange": 36.5, + "freqAmpCorr": 0.247, + "corr_line_secondary": 0.247, + "permutation_p": 0.178 + }, + "1998": { + "n": 23, + "freqCvPct": 0.65, + "meanPeriodS": 27.71, + "amplitudeRange": 5.2, + "freqAmpCorr": 0.028, + "corr_line_secondary": 0.116, + "permutation_p": 0.591 + } + }, + "gold_samples": { + "rule": "lineExcess top-third AND secondary bottom-third (strong 26s during quiet local seas)", + "count": 10, + "total": 111, + "windows": [ + { + "date": "1995-06-14", + "periodS": 27.77, + "lineExcess": 82100, + "secondary": 1580000, + "snr": 9.5 + }, + { + "date": "1996-06-22", + "periodS": 27.77, + "lineExcess": 81400, + "secondary": 1840000, + "snr": 3.7 + }, + { + "date": "1995-08-14", + "periodS": 27.49, + "lineExcess": 60600, + "secondary": 1620000, + "snr": 7.2 + }, + { + "date": "1998-05-06", + "periodS": 27.77, + "lineExcess": 53600, + "secondary": 1510000, + "snr": 16.4 + }, + { + "date": "1995-11-22", + "periodS": 27.96, + "lineExcess": 40400, + "secondary": 2180000, + "snr": 2.6 + }, + { + "date": "1996-03-22", + "periodS": 27.96, + "lineExcess": 37000, + "secondary": 1980000, + "snr": 4.1 + }, + { + "date": "1996-09-06", + "periodS": 27.68, + "lineExcess": 36500, + "secondary": 1890000, + "snr": 2.3 + }, + { + "date": "1998-07-14", + "periodS": 27.68, + "lineExcess": 34200, + "secondary": 1550000, + "snr": 8.4 + }, + { + "date": "1996-08-06", + "periodS": 27.58, + "lineExcess": 33500, + "secondary": 1290000, + "snr": 8.2 + }, + { + "date": "1996-07-14", + "periodS": 27.68, + "lineExcess": 32300, + "secondary": 1640000, + "snr": 3.2 + } + ] + } +} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/data/seismic/dbic-resonance-q.json b/harnesses/earth-pulse-harness/data/seismic/dbic-resonance-q.json new file mode 100644 index 000000000..49696dcb4 --- /dev/null +++ b/harnesses/earth-pulse-harness/data/seismic/dbic-resonance-q.json @@ -0,0 +1,23 @@ +{ + "station": "GT.DBIC", + "window": "1995-01 (12d continuous)", + "sharpness": { + "f0Hz": 0.03607, + "periodS": 27.72, + "fwhmHz": 0.000549, + "q": 66, + "widthBins": 9, + "note": "Q is a LOWER bound: the 12-day-averaged line is broadened by slow frequency wander; the instantaneous resonance is sharper." + }, + "temporal": { + "windows": 285, + "windowHours": 4, + "peakFreqCvPct": 2.6, + "periodRangeS": [ + 25.9, + 29.3 + ], + "longestMonotonicRunHours": 3, + "note": "No sustained gliding of the fundamental (longest monotonic run is noise-level). The gliding tremors of Bruland & Hadziioannou 2023 are separate companion signals that glide UP from this stable fundamental." + } +} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/data/seismic/proof-summary.json b/harnesses/earth-pulse-harness/data/seismic/proof-summary.json new file mode 100644 index 000000000..a3a423ba7 --- /dev/null +++ b/harnesses/earth-pulse-harness/data/seismic/proof-summary.json @@ -0,0 +1,67 @@ +{ + "generatedFrom": "12 day(s) of GT.DBIC LHZ (boreal winter 1995, IRIS FDSN)", + "station": "GT.DBIC (Dimbokro, Côte d'Ivoire — Gulf of Guinea coast)", + "channel": "LHZ (1 sps, vertical)", + "windowDays": 12, + "totalSamples": 1036800, + "psd": { + "segments": 252, + "resolutionHz": 0.0001220703125, + "searchBandHz": [ + 0.033, + 0.045 + ] + }, + "persistentLine": { + "periodS": 27.676, + "freqHz": 0.03613, + "whitenedProminence": 2.16 + }, + "harnessDetector": { + "periodS": 27.51, + "coherence": 0.906, + "confidence": 0.937 + }, + "memory": { + "backend": "agenticow (ruVector COW)", + "ingested": 6, + "nearest": { + "eventId": "GT.DBIC-1995-01-05-w0", + "distance": 0, + "branch": "base" + }, + "baseStatus": { + "totalVectors": 0, + "totalSegments": 1, + "fileSize": 162, + "currentEpoch": 0, + "profileId": 0, + "compactionState": "idle", + "deadSpaceRatio": 0, + "readOnly": false, + "chainDepth": 2, + "dimension": 13, + "metric": "cosine" + }, + "calmStatus": { + "totalVectors": 1, + "totalSegments": 4, + "fileSize": 660, + "currentEpoch": 1, + "profileId": 0, + "compactionState": "idle", + "deadSpaceRatio": 0, + "readOnly": false, + "chainDepth": 2, + "dimension": 13, + "metric": "cosine" + } + }, + "partition": { + "backend": "ruvector-mincut-wasm", + "classes": 1, + "expanders": 2, + "vertices": 6, + "edges": 15 + } +} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/data/seismic/triangulation-1996.json b/harnesses/earth-pulse-harness/data/seismic/triangulation-1996.json new file mode 100644 index 000000000..c131b2e8d --- /dev/null +++ b/harnesses/earth-pulse-harness/data/seismic/triangulation-1996.json @@ -0,0 +1,57 @@ +{ + "test": "multi-station triangulation attempt for the 27.7s source", + "window": "1996 (June for DBIC; multi-day per station)", + "band_Hz": [ + 0.035, + 0.0372 + ], + "bearings": [ + { + "name": "DBIC", + "lat": 6.67016, + "lon": -4.85656, + "backAzimuth": 101.2, + "R": 0.763, + "expected_to_source": 111, + "tracks_27_7s_source": true + }, + { + "name": "TAM", + "lat": 22.79149, + "lon": 5.52838, + "backAzimuth": 233.5, + "R": 0.472, + "expected_to_source": 176, + "tracks_27_7s_source": false + }, + { + "name": "ASCN", + "lat": -7.9327, + "lon": -14.3601, + "backAzimuth": 17.8, + "R": 0.416, + "expected_to_source": 66, + "tracks_27_7s_source": false + }, + { + "name": "LBTB", + "lat": -25.0151, + "lon": 25.5966, + "backAzimuth": 144.6, + "R": 0.132, + "expected_to_source": 324, + "tracks_27_7s_source": false + }, + { + "name": "SSB", + "lat": 45.279, + "lon": 4.542, + "backAzimuth": 315.8, + "R": 0.393, + "expected_to_source": 176, + "tracks_27_7s_source": false + } + ], + "conclusion": "Only the source-proximal GT.DBIC cleanly polarizes the 27.7 s line (R 0.76, baz ~100deg toward the Gulf of Guinea). At distant stations the long-period band is dominated by OTHER sources (TAM/ASCN peak near 26.1-26.6s; SSB polarization points NW/N to North Atlantic sources) with low concentration R and bearings that do not point at the Gulf of Guinea. A tight point-triangulation is therefore not achievable with the sparse 1996-era 3-component network; the source DIRECTION from DBIC is the robust constraint.", + "takeaway": "The 27.7 s line is regionally concentrated near its source; it is not a globally-dominant, cleanly-polarized teleseismic arrival — consistent with the multi-line long-period microseism picture." +} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/data/tides/README.md b/harnesses/earth-pulse-harness/data/tides/README.md new file mode 100644 index 000000000..2e748536e --- /dev/null +++ b/harnesses/earth-pulse-harness/data/tides/README.md @@ -0,0 +1,15 @@ +# Tide Data + +Real tidal model output / gauge observations go here. **The harness never +fabricates observations** — leave this empty until real data is added. + +## Expected format + +- Time series near the source region with columns `time, tide_height, + tide_phase` (phase in radians or hours within the tidal cycle), as + CSV/Parquet. +- A sidecar manifest noting **tide model or gauge source, datum, units, time + span, and license**. + +Used for the tide-phase baseline (B3) and as a candidate feature. See +`../../docs/research/benchmark-design.md` §5. diff --git a/harnesses/earth-pulse-harness/docs/adr/ADR-001-freeze-physics-evolve-harness.md b/harnesses/earth-pulse-harness/docs/adr/ADR-001-freeze-physics-evolve-harness.md new file mode 100644 index 000000000..a10a9acc7 --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/adr/ADR-001-freeze-physics-evolve-harness.md @@ -0,0 +1,161 @@ +# ADR-001: Freeze the Physics, Evolve the Harness (MetaHarness Darwin Mode) + +## Status + +Accepted + +## Context + +The Earth Pulse Observatory investigates a genuinely puzzling natural +phenomenon: a remarkably stable, persistent microseismic signal with a +dominant period near 26 seconds, long associated with a source in the +Gulf of Guinea, and the *gliding tremors* documented by Bruland & +Hadziioannou (2023, "Characterizing the seismic gliding tremors +associated with the 26 s microseism"). The broader physical framing is +the established microseism theory of ocean-wave / seafloor coupling +(primary and secondary/double-frequency microseisms), in which ocean +swell loads the seafloor and radiates Rayleigh-wave energy detectable +on stations worldwide. + +We are building a *research harness*, not a model. The harness ingests +seismic windows plus oceanographic context, detects pulse events, +extracts features, embeds them into ruVector's planetary memory, scores +competing scientific hypotheses, and validates conclusions. Two things +are explicitly **frozen**: + +1. **The model** — the inference/embedding model is a FROZEN, pinned + artifact. We do not fine-tune it, swap it, or let any evolutionary + process touch its weights. This guarantees that a result is + attributable to the *workflow*, not to silent model drift. +2. **The physics / observations** — the seismic record and the + established physical theory are ground truth. The harness may + reinterpret, re-weight, and re-rank, but it may never invent or + alter an observation. + +What we *do* want to improve over time is the **investigation +workflow** itself: how we window the spectrum, how we check +source localization, how we shape embeddings, how we score hypotheses, +how we detect anomalies, how we generate reports, and how we detect our +own failures. MetaHarness Darwin Mode gives us a disciplined, +auditable way to evolve exactly those surfaces while leaving truth +untouched. + +This mirrors the sibling `harnesses/timesfm-harness`, which uses the +same `@metaharness/kernel` Darwin pattern (frozen TimesFM model, +evolvable engineering harness). The Earth Pulse harness applies the +same discipline to a scientific-discovery domain instead of a coding +domain. + +## Decision + +We adopt **MetaHarness Darwin Mode** with a strict separation between +the FROZEN substrate and the EVOLVABLE harness. + +### The 7 evolvable surfaces + +Darwin Mode (the `evolve` skill) is permitted to propose mutations to, +and only to, these seven surfaces: + +1. **Feature extraction** — spectral feature design, amplitude-envelope + shaping, glide-slope estimation in `src/extract-features.ts`. +2. **Source-localization checks** — beamforming parameters, array + geometry handling, and the source-stability tests that confirm the + Gulf of Guinea origin in `src/detect-26s.ts`. +3. **Embedding schemas** — the separated sub-embedding layout (waveform, + environment, source, literature) and normalization strategy in + `src/embed-events.ts` (see ADR-002). +4. **Hypothesis scoring** — the weighted discovery-score function and + evidence aggregation in `src/score-hypotheses.ts` (see ADR-003). +5. **Anomaly / contradiction tests** — the statistical tests that flag + surprising windows and the contradiction logger in `src/validate.ts` + (see ADR-004). +6. **Report generation** — how findings, contradictions, and citations + are assembled into an auditable report. +7. **Failure detection** — the self-checks that decide a harness run is + untrustworthy (leakage detected, baseline not beaten, citation + unmapped) before any promotion (see ADR-003, ADR-004). + +These surfaces are declared in `.metaharness/genome.json`; the +objective they optimize is declared in `.metaharness/objective.json`. + +### The FORBIDDEN mutations + +The following are hard-forbidden and enforced by the safety policy +(`.metaharness/safety-policy.json`, see ADR-005). A child harness that +performs any of these is rejected regardless of measured score: + +- **No fabricated seismic observations.** A mutation may not synthesize, + alter, interpolate-over, or delete entries in the observed record. + Observations are read-only inputs. +- **No invented citations.** Every cited claim must map to a real source + document already present in the literature corpus. Generating a + plausible-looking reference that does not exist is an automatic + rejection (citation grounding is also a scored component, ADR-003). +- **No test-label leakage.** A mutation may not let information from + held-out test windows (storm weeks, calm-sea weeks) influence + training/feature-fitting windows. Leakage is checked structurally by + `src/validate.ts`, not merely scored. +- **No promoting a hypothesis without beating a baseline.** A hypothesis + or a child harness may only be promoted if it beats the relevant + baselines (seasonal average, swell-only, tide-only) *out-of-sample*. + Promotion on in-sample fit alone is forbidden. + +### Why the model is frozen + +A frozen model is the control variable. If both the model and the +harness could change, an improvement in the objective could not be +attributed to better *methodology* versus a luckier *model*. By pinning +the model artifact: + +- Results are reproducible: re-running a promoted harness on the same + data yields the same conclusions. +- Darwin's selection pressure is applied purely to the workflow, which + is the thing we actually want to learn about. +- Scientific claims remain falsifiable: a contradiction logged today + remains a contradiction tomorrow unless the *data* changes. + +## Consequences + +### Positive + +- Clean attribution: every gain is a workflow gain, not model drift. +- Scientific integrity is structurally enforced, not merely encouraged — + the forbidden mutations are validator-checked, not vibes-checked. +- Reproducibility: a promoted harness + frozen model + dataset hash is a + fully replayable experiment. +- The same Darwin machinery already proven in `timesfm-harness` is + reused, lowering operational risk. + +### Negative + +- A frozen model caps absolute performance: if the model itself is the + bottleneck, the harness cannot route around that limit. This is an + accepted trade for trustworthiness. +- Maintaining the FORBIDDEN-mutation gates adds validator complexity and + some false-rejection risk for legitimate-but-unusual mutations. +- Evolution is slow by construction: each promotion requires + out-of-sample, leakage-free evidence. + +## Alternatives considered + +1. **Evolve the model too (full AutoML).** Rejected: destroys + attribution and reproducibility, and risks the model "learning" the + answer rather than the harness discovering it. +2. **Hand-tune the harness, no Darwin Mode.** Rejected: loses the + systematic, logged, gated search over the seven surfaces and makes + improvement ad hoc and hard to audit. +3. **Soft guidelines instead of hard forbidden-mutation gates.** + Rejected: in a discovery setting, the cost of a single fabricated + observation or invented citation is catastrophic to credibility, so + these must be hard structural rejections. + +## References + +- Bruland, A. & Hadziioannou, C. (2023). Gliding tremors associated with + the 26 s microseism. +- Microseism theory: ocean-wave / seafloor coupling (primary and + secondary/double-frequency microseisms). +- `.metaharness/genome.json`, `.metaharness/objective.json`, + `.metaharness/safety-policy.json` +- Sibling: `harnesses/timesfm-harness` (same Darwin kernel pattern) +- ADR-002, ADR-003, ADR-004, ADR-005 diff --git a/harnesses/earth-pulse-harness/docs/adr/ADR-002-ruvector-planetary-memory.md b/harnesses/earth-pulse-harness/docs/adr/ADR-002-ruvector-planetary-memory.md new file mode 100644 index 000000000..77dfd22e9 --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/adr/ADR-002-ruvector-planetary-memory.md @@ -0,0 +1,180 @@ +# ADR-002: ruVector as Planetary Memory with Separated Embedding Schemas + +## Status + +Accepted + +## Context + +Every detected 26-second pulse event is a small, dense bundle of +heterogeneous facts: a waveform shape, an oceanographic/environmental +context, a source geometry, and a thread of connection to the published +literature. We want to remember *all* of these events across years of +record so the harness can ask retrieval questions like: + +- "Find me pulses with waveform shape similar to this one." +- "Find me events from the Gulf of Guinea region during low-swell + windows." +- "Which events most resemble those Bruland & Hadziioannou (2023) + describe as gliding tremors?" +- "Give me contrastive pairs: events that look spectrally alike but + occurred under opposite ocean conditions." + +ruVector provides the planetary memory/embedding layer for this. The +central design risk is **collapsing distinct kinds of similarity into a +single vector**. If we concatenate-then-embed waveform, ocean context, +source geometry, and literature into one undifferentiated vector, the +nearest-neighbor metric averages over them. Two events that are +spectrally identical but environmentally opposite would land *close*, +because the environment dimensions get diluted. That produces **false +similarity** and corrupts every downstream causality search and scoring +decision (ADR-003). Causal questions require us to hold one facet +constant while varying another — impossible if the facets are +pre-mixed. + +## Decision + +Store every pulse event in ruVector as a context-embedded event object, +using **separate, independently normalized embedding schemas** for the +distinct facets. Embedding logic lives in `src/embed-events.ts`; the +event/embedding contracts are defined in `src/types.ts` +(`PulseEvent`, `EventEmbedding`, `EnvironmentContext`, `FeatureVector`). + +### Event object schema + +Each stored event carries (drawn from `PulseEvent` + +`EnvironmentContext` + `EventEmbedding`): + +```jsonc +{ + "eventId": "evt-2026-03-14T09:21:00Z-GUL", + "timestamp": "2026-03-14T09:21:00Z", + "dominantPeriodS": 26.1, // target band ~25-28s, hypothesis-framed + "amplitude": 0.0, // measured envelope amplitude (units per pipeline) + "phaseCoherence": 0.0, // [0,1], cross-station coherence + "sourceRegion": "gulf-of-guinea", + "swell": { "heightM": 0.0, "periodS": 0.0, "directionDeg": 0.0 }, + "tide": 0.0, // tidePhase in [0,1) + "barometric": 0.0, // barometricGradient + "volcanicProxy": 0.0, // volcanicProxyScore, [0,1] + "glideDetected": false, // Bruland & Hadziioannou gliding-tremor flag + "embedding": { + "waveform": [/* spectral shape + amplitude envelope */], + "environment": [/* swell, tide, barometric, season */], + "source": [/* beam azimuth, coherence, array geometry */], + "literature": [/* citation-grounded text embedding */], + "combined": [/* concatenation of the above, L2-normalized */] + } +} +``` + +### Separate embedding schemas + +Four sub-embeddings, **each independently L2-normalized**, are computed +and stored alongside an optional `combined` concatenation: + +1. **Waveform shape** — spectral features + amplitude-envelope shape + + glide slope. Answers "does this *look* like that pulse?" +2. **Environment / ocean context** — swell height/period/direction, + tide phase, barometric gradient, seasonal encoding. Answers "did + this happen under similar ocean conditions?" +3. **Source geometry** — beamforming azimuth, cross-station phase + coherence, array geometry descriptors. Answers "did this come from + the same place by the same path?" +4. **Literature** — citation-grounded text embedding tying the event to + relevant published claims (e.g., the Bruland & Hadziioannou gliding + tremor description). Answers "what does the literature say about + events like this?" + +The `combined` vector exists only for coarse first-pass recall; **fine +queries and all causal reasoning use the individual facets.** We never +let `combined` be the sole retrieval key. + +### Contrastive positive/negative pairing for causality search + +To support causal questions, we mine **contrastive pairs** from memory: + +- **Positive pairs**: events close in *waveform* space (high spectral + similarity). These probe "same signal" hypotheses. +- **Negative pairs**: events close in waveform space but *far* in + *environment* space (or vice versa). A pair that is spectrally + identical yet environmentally opposite is exactly what isolates + whether ocean conditions drive the pulse, because the only varying + facet is the environment. + +These pairs feed `environmentalCorrelation` and +`outOfSamplePrediction` evidence in `src/score-hypotheses.ts` +(ADR-003). + +### Nearest-neighbor retrieval by region + spectral similarity + +The primary retrieval path is a two-key query: filter/boost by +`sourceRegion` (e.g., `gulf-of-guinea`) and rank by **waveform** +(spectral) similarity. Region is a near-categorical prior; spectral +similarity is the fine ranker. Environment and literature facets are +applied as secondary re-rankers depending on the question. ruVector's +HNSW indexing keeps these queries fast enough to run interactively over +years of events. + +### Implementation: agenticow (ruVector COW) + +The planetary memory is implemented in `src/memory.ts` on top of +[`agenticow`](https://www.npmjs.com/package/agenticow) — ruvnet's +"Git for Agent Memory": Copy-On-Write vector branching over the +ruVector/`rvf` engine (HNSW, cosine). We chose it for one decisive +reason beyond fast nearest-neighbor search: **branch isolation**. + +ADR-004 requires testing a hypothesis against a counterfactual ocean +state (a "storm week" vs a "calm week") *without mutating the base +record of real events*. `agenticow.branch(label)` forks the event +memory in ~0.5 ms / 162 bytes regardless of base size, gives mutation +isolation, and lets us `diff()` / `promote()` a scenario back only if it +survives the gate — the freeze-the-physics / evolve-the-investigation +pattern, expressed in storage. The `rvf` engine keys vectors by integer +ids, so `PlanetaryMemory` maps each string `eventId` to a sequential id +(shared across branches) and carries the `eventId` in the text payload. + +This path is exercised on **real GT.DBIC data** in +`__tests__/real-data.test.ts` and `docs/research/real-data-proof.md`. + +## Consequences + +### Positive + +- No false similarity: holding one facet constant while varying another + becomes a first-class query, enabling honest causal search. +- Flexible retrieval: each scientific question selects the facet(s) it + needs rather than fighting a pre-mixed average. +- Contrastive mining is natural, directly powering ADR-003 evidence. +- The embedding schema is itself an evolvable surface (ADR-001 #3): the + *layout* can change, but the separation invariant cannot. + +### Negative + +- Higher storage and compute: four sub-embeddings plus a combined vector + per event, and multiple HNSW indices. +- Query construction is more complex than single-vector lookup; callers + must choose the right facet. +- Cross-facet normalization/weighting choices introduce their own tuning + surface (delegated to ADR-003 scoring and Darwin Mode). + +## Alternatives considered + +1. **Single concatenated-and-embedded vector.** Rejected: produces false + similarity and makes causal isolation impossible — the core failure + this ADR exists to prevent. +2. **Store raw features only, embed at query time.** Rejected: too slow + for interactive planetary-scale NN search and loses HNSW index + reuse. +3. **Separate databases per facet with no shared event id.** Rejected: + loses the ability to join facets for contrastive pairing; we keep one + event object with separated sub-embeddings instead. + +## References + +- `src/embed-events.ts`, `src/types.ts` + (`PulseEvent`, `EventEmbedding`, `EnvironmentContext`) +- Bruland, A. & Hadziioannou, C. (2023). Gliding tremors associated with + the 26 s microseism. +- ruVector planetary memory / HNSW retrieval layer +- ADR-001 (evolvable surface #3), ADR-003 (scoring consumes facets) diff --git a/harnesses/earth-pulse-harness/docs/adr/ADR-003-hypothesis-scoring-and-promotion-gate.md b/harnesses/earth-pulse-harness/docs/adr/ADR-003-hypothesis-scoring-and-promotion-gate.md new file mode 100644 index 000000000..5f104b318 --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/adr/ADR-003-hypothesis-scoring-and-promotion-gate.md @@ -0,0 +1,153 @@ +# ADR-003: Hypothesis Scoring Function and Promotion Gate + +## Status + +Accepted + +## Context + +The harness entertains several competing explanations for the 26-second +pulse and its gliding tremors — for example, a stable seafloor +resonance excited by Gulf-of-Guinea swell, a tide-modulated coupling, a +volcanic/hydrothermal contribution, or some combination. We need a +**single, transparent, reproducible** way to score how well each +hypothesis is supported by evidence, and a **hard gate** that decides +when a *child harness* produced by Darwin Mode (ADR-001) may replace its +parent. + +Two failure modes must be designed out: + +1. **Overfitting to in-sample fit.** A hypothesis can look great on the + data it was tuned against and fail to predict anything new. +2. **Ungrounded confidence.** A high score must never be achievable by + inventing citations or by ignoring contradictions. + +Scoring lives in `src/score-hypotheses.ts`; the promotion gate is +enforced by `src/validate.ts`. The relevant contracts are +`Hypothesis`, `HypothesisEvidence`, `HypothesisScore`, and +`ValidationReport` in `src/types.ts`. + +## Decision + +### Weighted discovery-score function + +Each hypothesis receives a scalar **discovery score** in `[0,1]`, a +weighted sum of six evidence components (all components in `[0,1]`, +weights sum to 1.0). Default weights live in +`.metaharness/objective.json` and may be overridden per hypothesis via +`Hypothesis.weights`: + +| Component | Weight | Meaning | +|----------------------------|:------:|---------| +| `sourceStability` | 0.25 | Consistency of the inferred source location/geometry over time (Gulf of Guinea persistence; beamforming azimuth stability). | +| `environmentalCorrelation` | 0.20 | Strength of the hypothesized ocean/tide/barometric coupling, measured via contrastive pairs (ADR-002). | +| `outOfSamplePrediction` | 0.20 | How well the hypothesis predicts *held-out* windows it was not fit on. | +| `contradictionSurvival` | 0.15 | Fraction of logged contradictions the hypothesis survives without special-casing (ADR-004). | +| `mechanisticPlausibility` | 0.10 | Consistency with established microseism physics (ocean-wave / seafloor coupling); parsimony. | +| `citationGrounding` | 0.10 | Fraction of the hypothesis's cited claims that map to real source documents in the corpus. | + +``` +discoveryScore = + 0.25 * sourceStability + + 0.20 * environmentalCorrelation + + 0.20 * outOfSamplePrediction + + 0.15 * contradictionSurvival + + 0.10 * mechanisticPlausibility + + 0.10 * citationGrounding +``` + +`src/score-hypotheses.ts` returns a `HypothesisScore` carrying the +scalar `score`, the per-component `components` breakdown (for audit), +and the list of `contradictions` encountered. The breakdown is +mandatory: a bare score with no component decomposition is treated as +invalid output. + +Note that two of the six components are *integrity* components: +`citationGrounding` rewards real references, and `contradictionSurvival` +penalizes hypotheses that only hold by ignoring inconvenient windows. +These weights make integrity part of the objective, not an +afterthought. + +### The promotion gate + +A child harness emitted by Darwin Mode is promoted over its parent +**only if ALL of the following hold** (evaluated by `src/validate.ts`, +producing a `ValidationReport`). This is an AND gate — any single +failure blocks promotion: + +1. **`pulse_detection_f1` improves by >= 3%** versus the parent on the + held-out evaluation set. +2. **`false_positive_rate` does not increase** (strictly: child FPR + <= parent FPR). Better recall must not be bought with more false + alarms. +3. **`held_out_prediction_error` improves by >= 5%** out-of-sample. + This is the anti-overfitting clause, tied to `outOfSamplePrediction`. +4. **Every cited claim maps to a source document.** Any unmapped + citation fails the gate outright (and is independently forbidden by + ADR-001 / ADR-005). +5. **No leakage from test windows into training windows.** Structural + leakage check in `src/validate.ts`; if `leakageDetected` is true the + gate fails regardless of every other metric (ADR-004). + +In pseudocode: + +``` +promote = + (childF1 - parentF1) / parentF1 >= 0.03 + && childFPR <= parentFPR + && (parentHeldOutErr - childHeldOutErr) / parentHeldOutErr >= 0.05 + && allCitationsMapped(child) + && !leakageDetected(child) +``` + +`ValidationReport.passed` is the conjunction above; +`improvementPct`, `heldOutError`, `baselineError`, and +`leakageDetected` are populated for the audit trail, and human-readable +reasons are appended to `notes`. + +## Consequences + +### Positive + +- One transparent number per hypothesis, fully decomposable into audited + components — no black-box ranking. +- The promotion gate makes "an improvement" a precise, multi-criteria, + out-of-sample claim rather than a hopeful in-sample number. +- Integrity (citations, contradiction survival) is baked into both the + score and the gate, so a harness cannot win by cutting corners. +- The weights themselves are an evolvable surface (ADR-001 #4), so the + objective can be refined under the same gated discipline. + +### Negative + +- Weight choices are inherently judgment calls; different weightings + could rank close hypotheses differently. Mitigated by versioning + weights in `.metaharness/objective.json` and recording them per run. +- The strict AND gate is conservative: a child that is much better on + F1 but flat on held-out error is rejected. This is intentional, but + it slows accepted progress. +- Computing `outOfSamplePrediction` and `contradictionSurvival` + honestly is expensive (requires held-out splits and replaying the + contradiction log). + +## Alternatives considered + +1. **Single metric (e.g., detection F1 only).** Rejected: rewards + overfitting and ignores source stability, environmental causality, + and integrity. +2. **Learned/auto-tuned scoring weights.** Rejected here: would couple + the scoring criterion to the data and undermine reproducibility; + weight changes instead go through the gated Darwin process, logged. +3. **OR-style gate (promote if any metric improves a lot).** Rejected: + lets a child trade away false-positive rate or out-of-sample + accuracy for a flashy single-metric win. + +## References + +- `src/score-hypotheses.ts`, `src/validate.ts`, `src/types.ts` + (`Hypothesis`, `HypothesisEvidence`, `HypothesisScore`, + `ValidationReport`) +- `.metaharness/objective.json` (default weights + gate thresholds) +- ADR-001 (forbidden mutations: no unmapped citations, no promotion + without beating baseline), ADR-002 (contrastive evidence), + ADR-004 (baselines, leakage, contradiction logs) diff --git a/harnesses/earth-pulse-harness/docs/adr/ADR-004-validation-leakage-contradiction-logging.md b/harnesses/earth-pulse-harness/docs/adr/ADR-004-validation-leakage-contradiction-logging.md new file mode 100644 index 000000000..3ef966c96 --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/adr/ADR-004-validation-leakage-contradiction-logging.md @@ -0,0 +1,138 @@ +# ADR-004: Validation — Leakage Control, Contradiction Logging, and the Discovery Ladder + +## Status + +Accepted + +## Context + +A scientific harness can fool itself in three classic ways: it can +**leak** the answer from test data into training data, it can manufacture +a **fake correlation** by only ever evaluating on convenient conditions, +and it can quietly **bury contradictions** that would falsify its +favored hypothesis. The 26-second pulse is especially prone to fake +correlation because both the pulse and ocean swell have strong seasonal +structure — almost anything correlates with almost anything else if you +only look at stormy months. + +We therefore need a validator that (a) constructs honest held-out splits +across *opposite* ocean regimes, (b) requires beating naive baselines +*out-of-sample*, and (c) logs every contradiction it finds so the +science stays auditable. Bruland & Hadziioannou (2023) report gliding +tremors associated with the 26 s microseism; a credible harness must be +able to say honestly when and how often those tremors *fail* to follow +the favored narrative. + +Validation logic lives in `src/validate.ts` and consumes the scores +from `src/score-hypotheses.ts`. The output contract is +`ValidationReport` in `src/types.ts`. + +## Decision + +### Held-out splits across opposite regimes + +The validator holds out **storm weeks AND calm-sea weeks** as separate +test partitions, never training/fitting on either: + +- Holding out *storm weeks* prevents the harness from learning only the + high-amplitude regime where the pulse is easy. +- Holding out *calm-sea weeks* is the key anti-fake-correlation control: + if a hypothesis claims swell drives the pulse, it must still predict + correctly when the sea is calm. A correlation that only exists in + storms is exactly the artifact we are guarding against. + +Test windows and training windows are kept structurally disjoint, and +`src/validate.ts` sets `leakageDetected = true` if any feature fitted on +a training window was derived using information from a test window +(this hard-fails the promotion gate, ADR-003). + +### Baselines that must be beaten out-of-sample + +No hypothesis or child harness is credited unless it beats **all** of +these naive baselines on the held-out partitions: + +- **Seasonal average** — predict the pulse from time-of-year alone. +- **Swell-only** — predict from swell height/period/direction alone. +- **Tide-only** — predict from tide phase alone. + +If a hypothesis cannot beat "it's just the season" or "it's just the +swell" out-of-sample, it has explained nothing. `ValidationReport` +records `baselineError` (best baseline) and `heldOutError` (the +hypothesis), with `improvementPct` between them. + +### Contradiction logging + +The validator emits a **contradiction log** — explicit, auditable +statements of where the data disagrees with the favored hypothesis, for +example: + +> "Gliding tremors appear during 18% of calm windows" (illustrative +> target/hypothesis, not a measured finding) + +Each contradiction is attached to the relevant `HypothesisScore` and +feeds the `contradictionSurvival` component (ADR-003). Contradictions +are never silently dropped; suppressing a contradiction is a validation +failure. This is what keeps the science honest: the harness must +publish its own counter-evidence. + +### The discovery ladder + +Hypotheses are assessed against a six-level **discovery ladder**. Each +level has an explicit acceptance test that must pass on held-out data +before the next level is attempted. Numbers below are *targets / +acceptance thresholds*, not measured results. + +| Level | Claim | Acceptance test | +|------:|-------|-----------------| +| **1 — Detection** | A stable ~26 s pulse exists and is reliably detected. | `pulse_detection_f1` beats seasonal baseline out-of-sample; FPR within budget. | +| **2 — Source stability** | The source is spatially stable (Gulf of Guinea). | Beamforming azimuth/coherence stable across held-out months; `sourceStability` above threshold. | +| **3 — Ocean coupling** | The pulse couples to ocean swell/tide. | Beats swell-only and tide-only baselines out-of-sample on *both* storm and calm partitions (no fake correlation). | +| **4 — Resonance mechanism** | A specific seafloor-resonance mechanism explains the period. | Mechanistic prediction matches held-out spectra better than a non-mechanistic fit; consistent with microseism theory. | +| **5 — Glide explanation** | The mechanism explains the gliding tremors (Bruland & Hadziioannou 2023). | Predicts glide-slope sign/magnitude on held-out glide events better than chance; contradictions logged and survived. | +| **6 — Causal ranking** | Competing causes are ranked by causal contribution. | Contrastive-pair causality estimates (ADR-002) are stable and beat baselines; ranking robust to leakage and holdout choice. | + +A hypothesis may only *claim* a level if every lower level's acceptance +test passes on held-out data. Reports state the highest honestly +achieved level, plus the contradiction log for that level. + +## Consequences + +### Positive + +- The calm-sea holdout directly kills the most likely false-positive + story (storm-only correlation). +- Forcing out-of-sample wins over seasonal/swell/tide baselines means a + "discovery" is a real lift over the obvious explanation. +- The contradiction log makes the harness self-auditing and gives + reviewers something concrete to challenge. +- The discovery ladder turns vague "we found a mechanism" claims into a + graded, testable progression. + +### Negative + +- Honest holdouts across opposite regimes shrink the usable training + data, especially for rare calm/glide windows. +- Maintaining and replaying the contradiction log adds bookkeeping cost. +- The ladder is strict: a genuinely promising Level-5 idea is blocked + until Levels 1-4 pass on held-out data, which can feel slow. + +## Alternatives considered + +1. **Random k-fold split.** Rejected: seasonal autocorrelation means + random folds leak regime information; the storm/calm split is the + point. +2. **No explicit baselines.** Rejected: without seasonal/swell/tide + baselines, ordinary seasonality masquerades as discovery. +3. **Track only confirming evidence.** Rejected: this is how harnesses + fool themselves; contradiction logging is mandatory and scored + (ADR-003 `contradictionSurvival`). + +## References + +- `src/validate.ts`, `src/score-hypotheses.ts`, `src/types.ts` + (`ValidationReport`, `HypothesisScore`) +- Bruland, A. & Hadziioannou, C. (2023). Gliding tremors associated with + the 26 s microseism. +- Microseism theory: ocean-wave / seafloor coupling. +- ADR-003 (promotion gate consumes leakage + baseline results), + ADR-002 (contrastive causality for Level 6) diff --git a/harnesses/earth-pulse-harness/docs/adr/ADR-005-darwin-mutation-surfaces-and-safety.md b/harnesses/earth-pulse-harness/docs/adr/ADR-005-darwin-mutation-surfaces-and-safety.md new file mode 100644 index 000000000..30e5b2b72 --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/adr/ADR-005-darwin-mutation-surfaces-and-safety.md @@ -0,0 +1,144 @@ +# ADR-005: Darwin Mutation Surfaces and Safety Policy + +## Status + +Accepted + +## Context + +ADR-001 establishes the principle: freeze the physics and the model, +evolve the harness. This ADR makes that operational by specifying +**exactly what Darwin Mode may mutate** and **what safety gate every +mutation must pass** before it can run, let alone be promoted. Darwin +Mode is invoked through the `evolve` skill (the same skill present in the +sibling `harnesses/timesfm-harness`, which uses an identical +deterministic-mutator-by-default setup under `@metaharness/kernel`). + +Letting an automated process rewrite parts of a scientific pipeline is +inherently risky: a mutation could quietly add a network call that +phones home with data, read a file outside the sandbox, shell out, pull +in an unpinned dependency, or — worst of all in this domain — fabricate +observations or citations. The safety policy exists to make all of those +structurally impossible, not merely discouraged. + +The mutable surfaces are declared in `.metaharness/genome.json`; the +safety gate is declared in `.metaharness/safety-policy.json`. + +## Decision + +### What Darwin Mode is allowed to mutate + +Darwin Mode may propose mutations to these seven surfaces (the concrete +expansion of the ADR-001 evolvable surfaces), and nothing else: + +1. **Spectral windows** — FFT/STFT window length, overlap, taper, and + the analyzed period band (the ~25-28 s region of interest) in + `src/detect-26s.ts`. +2. **Beamforming params** — array steering, azimuth resolution, and + coherence thresholds used for source localization in + `src/detect-26s.ts`. +3. **Feature schema** — which spectral/envelope/glide features are + computed and how they are normalized in `src/extract-features.ts`. +4. **ruVector retrieval strategy** — how the separated sub-embeddings + (ADR-002) are queried, weighted, and combined for nearest-neighbor + and contrastive retrieval in `src/embed-events.ts`. +5. **Scoring weights** — the discovery-score weights and evidence + aggregation in `src/score-hypotheses.ts` (defaults in + `.metaharness/objective.json`, ADR-003). +6. **Holdout strategy** — how storm/calm partitions are constructed in + `src/validate.ts`, subject to the invariant that test and train + windows stay disjoint (ADR-004). +7. **Contradiction detector** — the statistical tests that surface and + log contradictions in `src/validate.ts` (ADR-004). + +Anything outside this list is immutable: the frozen model, the observed +seismic record, the literature corpus, the FORBIDDEN-mutation rules +(ADR-001), and the structural leakage/citation checks themselves. + +### Safety policy + +The deterministic mutator is the **default**, and the policy is +air-gapped by design: + +- **Air-gapped / no key by default.** The default mutator is + deterministic and requires no API key and no network. Evolution can + run fully offline; an LLM-backed mutator is opt-in and still subject + to every gate below. +- **`validateGeneratedCode` gate on every mutation.** Before a mutated + child is executed, its generated code must pass a static gate. A + mutation is **rejected** if it introduces any of: + - **new imports** (no new modules beyond the existing allowlist), + - **network access** (no `fetch`, sockets, HTTP clients), + - **filesystem access** beyond the declared sandbox paths, + - **shell / process execution** (no `exec`, `spawn`, child processes), + - **environment access** (no reading `process.env` / secrets), + - **new dependencies** (no changes to `package.json` / lockfile). +- **Sandboxed execution.** Every child runs in a sandbox with read-only + access to the dataset and write access only to its own scratch and + report outputs. +- **Promote only on measured improvement.** A child that passes the + static gate still does nothing until it clears the ADR-003 promotion + gate (out-of-sample F1 / FPR / held-out error, citation mapping, no + leakage). Passing safety is necessary, not sufficient. + +These rules are encoded in `.metaharness/safety-policy.json` and +enforced by the `evolve` skill's kernel, so they cannot be bypassed by a +mutation editing its own policy (the policy file is outside the mutable +surface set). + +### Relationship to the sibling harness + +This mirrors `harnesses/timesfm-harness`: same `@metaharness/kernel`, +same `evolve` skill, same deterministic-default + `validateGeneratedCode` ++ sandbox + promote-on-measured-improvement discipline. The only +difference is the domain — timesfm evolves a coding/forecasting harness +around a frozen TimesFM model, while this harness evolves a +scientific-investigation workflow around a frozen embedding model. Reusing +the proven Darwin setup keeps operational and security behavior +identical across the harness family. + +## Consequences + +### Positive + +- A precise, declared mutation surface means evolution can never wander + into the frozen substrate or the integrity checks. +- The static `validateGeneratedCode` gate makes the dangerous classes + (network, fs, shell, env, deps, new imports) structurally + unreachable, independent of what a mutator "intended". +- Air-gapped default means evolution is reproducible and leaks nothing. +- Consistency with `timesfm-harness` reduces cognitive and security + surface across the family. + +### Negative + +- The static gate will sometimes reject a legitimate mutation that + happens to need a new utility import; such cases require a deliberate, + human-reviewed allowlist change rather than an automatic one. +- The deterministic mutator explores a narrower space than an + LLM-backed one; richer search requires opting into the gated LLM path. +- Sandbox + double gate (safety then promotion) adds latency per + generation. + +## Alternatives considered + +1. **Open-ended code mutation, review after the fact.** Rejected: + review-after-execution is too late once a mutation can touch the + network, filesystem, or the observed record. +2. **LLM mutator by default.** Rejected as default: introduces a key + requirement, network dependence, and non-determinism; kept as a + gated opt-in instead. +3. **Trust the mutator, skip the static gate.** Rejected: the entire + point is that no mutation, however generated, can introduce the + forbidden capabilities. + +## References + +- `.metaharness/safety-policy.json`, `.metaharness/genome.json`, + `.metaharness/objective.json` +- `src/detect-26s.ts`, `src/extract-features.ts`, `src/embed-events.ts`, + `src/score-hypotheses.ts`, `src/validate.ts` +- `evolve` skill (`@metaharness/kernel`) +- Sibling: `harnesses/timesfm-harness` (identical Darwin/safety setup) +- ADR-001 (frozen substrate + forbidden mutations), ADR-003 (promotion + gate), ADR-004 (holdout/leakage invariants) diff --git a/harnesses/earth-pulse-harness/docs/adr/ADR-006-mincut-signal-class-partition.md b/harnesses/earth-pulse-harness/docs/adr/ADR-006-mincut-signal-class-partition.md new file mode 100644 index 000000000..a3d2f8bee --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/adr/ADR-006-mincut-signal-class-partition.md @@ -0,0 +1,75 @@ +# ADR-006: Signal-Class Partition via ruVector Dynamic MinCut + +## Status + +Accepted + +## Context + +The original premise warns against assuming the 26-second pulse has a *single* +cause. The record may contain several overlapping phenomena: an ocean-forced +carrier, gliding tremors, shelf resonance, storm-amplified events, instrument +artifacts. We must be able to **partition the event population into signal +classes without forcing one theory too early** (the clustering step in the +project vision), and to notice — in real time — when a *new* class enters the +record (a second mechanism appearing). + +This is a graph-cut problem. Build a graph whose vertices are pulse events and +whose edges are embedding similarity (from the ruVector planetary memory, +ADR-002); a minimum cut separates weakly-connected sub-populations, and a +*dynamic* minimum cut maintains that separation as events stream in. + +## Decision + +Use **`@ruvector/mincut-wasm`** — ruVector's subpolynomial-time **dynamic +minimum cut** with φ-expander hierarchical decomposition (`crates/ruvector-mincut`, +arXiv:2512.13105) — as the partition engine, implemented in `src/partition.ts`. + +- Vertices = events; weighted edges = cosine similarity above a threshold over a + chosen embedding facet (default `waveform`; facets stay separate per ADR-002). +- `classes` = the hierarchy's **Level-2 cluster count** (`num_clusters`): 1 for a + coherent population, rising as genuinely separate classes appear. The + φ-expander count (`num_expanders`) is reported as a finer structural diagnostic, + not as the class count. +- `streamPartition()` re-decomposes after each incoming batch; a jump in `classes` + is a **regime change / anomaly** — the ADR-004 contradiction-logging hook for a + second mechanism. + +### Graceful degradation (ADR-150 pattern) + +The currently published wasm build panics on its *timed* code paths under the +Node wasm runtime (`std::time` is unimplemented there), so `WasmMinCut.insertEdge`, +`WasmMinCutWrapper.query`, and `globalMinCut()` are avoided; we drive the untimed +`WasmThreeLevelHierarchy`. If the module fails to initialize at all, +`partitionEvents()` falls back to an exact connected-components partition +(union-find) and reports `backend: 'fallback-connected-components'`. The harness +never hard-fails on an optional native/wasm dependency. + +## Consequences + +### Positive + +- Real ruVector dynamic-mincut decomposition over the actual event graph; proven + on real GT.DBIC events (`__tests__/partition.test.ts`): the 26 s population + forms **one** coherent class, and the mechanism separates two orthogonal + classes and detects a new class entering a stream. +- Theory-agnostic: classes emerge from similarity structure, not from a labeled + hypothesis — exactly the "don't force one cause" requirement. +- Dynamic: regime changes are first-class events, feeding anomaly detection. + +### Negative + +- The published wasm build's timed paths and `globalMinCut()` are unusable in + this runtime, so we use cluster *count* (not a weighted cut value) as the + signal and keep a fallback. A future build that compiles time for wasm (or a + node-napi binding) would unlock the exact s/t partition and cut value. +- Similarity threshold is a tuning knob (an evolvable surface, ADR-001/ADR-005): + too low merges classes, too high shatters a coherent one. + +## Alternatives considered + +- **Static global min cut (Stoer–Wagner) in TS** — exact and simple, but not + dynamic and not the ruVector library the project standardizes on. +- **k-means / HNSW clustering** — needs a preset k and a flat metric; the whole + point (ADR-002) is to avoid a single pre-mixed similarity. A cut respects the + graph's natural weak boundaries instead. diff --git a/harnesses/earth-pulse-harness/docs/adr/README.md b/harnesses/earth-pulse-harness/docs/adr/README.md new file mode 100644 index 000000000..2ca340e18 --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/adr/README.md @@ -0,0 +1,40 @@ +# Architecture Decision Records — Earth Pulse Observatory + +This directory records the architectural decisions for the **Earth Pulse +Observatory** harness, a MetaHarness Darwin-Mode bundle investigating +Earth's stable ~26-second microseism pulse (Gulf of Guinea source) and +the associated gliding tremors documented by Bruland & Hadziioannou +(2023). The model and the physics are **frozen**; the *harness* — +feature extraction, retrieval, scoring, validation, reporting — is what +evolves. ruVector provides the planetary memory/embedding layer. + +All ADRs use the standard format: Title, Status, Context, Decision, +Consequences (positive/negative), Alternatives considered. + +| ADR | Title | Status | Summary | +|-----|-------|--------|---------| +| [ADR-001](./ADR-001-freeze-physics-evolve-harness.md) | Freeze the Physics, Evolve the Harness | Accepted | Use Darwin Mode to evolve the investigation workflow across 7 surfaces; never the model, observations, or scientific truth (4 forbidden mutations). | +| [ADR-002](./ADR-002-ruvector-planetary-memory.md) | ruVector Planetary Memory with Separated Embeddings | Accepted | Store each pulse as a context-embedded event with separate waveform/environment/source/literature embeddings to avoid false similarity; contrastive pairing for causality. | +| [ADR-003](./ADR-003-hypothesis-scoring-and-promotion-gate.md) | Hypothesis Scoring and Promotion Gate | Accepted | Weighted six-component discovery score; promote a child only on out-of-sample F1 +3%, no FPR increase, held-out error -5%, mapped citations, and zero leakage. | +| [ADR-004](./ADR-004-validation-leakage-contradiction-logging.md) | Validation, Leakage Control, Contradiction Logging | Accepted | Hold out storm and calm-sea weeks, beat seasonal/swell/tide baselines out-of-sample, log contradictions; six-level discovery ladder with acceptance tests. | +| [ADR-005](./ADR-005-darwin-mutation-surfaces-and-safety.md) | Darwin Mutation Surfaces and Safety Policy | Accepted | Declare the 7 mutable surfaces; deterministic air-gapped mutator default; every mutation passes `validateGeneratedCode` (no new imports/network/fs/shell/env/deps), sandboxed, promote only on measured gain. | +| [ADR-006](./ADR-006-mincut-signal-class-partition.md) | Signal-Class Partition via ruVector Dynamic MinCut | Accepted | Partition the event-similarity graph into signal classes with `@ruvector/mincut-wasm` (dynamic min-cut / φ-expander hierarchy); `classes` = Level-2 cluster count; dynamic stream detects a new mechanism entering the record; graceful connected-components fallback. | + +## Pipeline reference + +- `src/detect-26s.ts` — spectral detection + source localization +- `src/extract-features.ts` — feature schema extraction +- `src/embed-events.ts` — separated ruVector embeddings (ADR-002) +- `src/score-hypotheses.ts` — weighted discovery score (ADR-003) +- `src/validate.ts` — holdout / leakage / contradiction validation (ADR-004) +- `.metaharness/objective.json` — scoring weights + gate thresholds +- `.metaharness/safety-policy.json` — mutation safety gate (ADR-005) +- `.metaharness/genome.json` — declared mutable surfaces (ADR-001, ADR-005) + +## References + +- Bruland, A. & Hadziioannou, C. (2023). Gliding tremors associated with + the 26 s microseism. +- Microseism theory: ocean-wave / seafloor coupling (primary and + secondary/double-frequency microseisms). +- Sibling harness: `harnesses/timesfm-harness` (same Darwin kernel). diff --git a/harnesses/earth-pulse-harness/docs/research/26-second-pulse-literature.md b/harnesses/earth-pulse-harness/docs/research/26-second-pulse-literature.md new file mode 100644 index 000000000..e7950bd64 --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/research/26-second-pulse-literature.md @@ -0,0 +1,215 @@ +# The 26-Second Microseism: Literature Review + +> Scope note. This review separates **established facts** (well-replicated +> across independent groups) from **open questions** (actively debated). Where +> exact citation details are uncertain, older work is framed generically rather +> than fabricated. The single firm modern anchor is Bruland & Hadziioannou +> (2023). Treat everything else as best-effort summary subject to revision when +> the papers corpus (`data/papers/`) is populated. + +## 1. What is the 26-second pulse? + +There is a persistent, narrowband seismic signal at a period of roughly +**26 seconds** (a frequency near **0.038 Hz**) that has been recorded on +broadband and long-period seismometers across multiple continents for decades. +It is not a one-off event: it recurs, it is remarkably stable in frequency, and +it has been observed in array studies to back-azimuth toward a fixed region in +the **Gulf of Guinea**, in the **Bight of Bonny near the island of São Tomé** +(off the coast of West Africa). + +The signal is weak — typically only resolvable by stacking, array beamforming, +or long-duration spectral analysis — but it is one of the most temporally +**persistent** narrowband microseisms known. This persistence and the fixed +source location are the two facts that make it scientifically interesting: most +microseism energy migrates seasonally with storm tracks and ocean-wave climate, +whereas this pulse stays put. + +### Established facts (high confidence) +- A narrowband signal exists at ~26 s period; it is **reproducible** across + independent stations and independent analysis groups. +- Source localization (multiple array studies) points to the **Gulf of + Guinea / Bight of Bonny** region, near São Tomé. +- The signal has been **observed for decades**, not a transient artifact of one + instrument generation. +- The amplitude is **time-varying** and appears to have seasonal structure. + +### Open questions (low/medium confidence) +- The **physical mechanism** generating the carrier frequency is unresolved. +- Whether the 26 s carrier and the associated **gliding tremors** share a + single source process or are two coupled processes. +- Why the frequency is so **stable** over decades despite a presumably + changing ocean/atmosphere forcing. + +## 2. Discovery history + +The 26 s signal was, by the generally repeated account in the literature, first +noted by **Jack Oliver** at the Lamont Geological Observatory in the **early +1960s**, in the course of cataloguing long-period background seismic noise. At +the time the global broadband network was sparse and the tools for +source localization were limited, so the observation remained a curiosity +rather than a research program. + +The signal was independently re-noticed and partially localized in the **2000s** +as digital broadband arrays and modern beamforming made it tractable to point a +back-azimuth at the Gulf of Guinea. A handful of array-seismology and +ambient-noise studies over the following two decades refined the source region +toward the Bight of Bonny and confirmed the long-term persistence. + +> Citation honesty: the Oliver attribution and the 2000s re-localization are +> reported consistently in secondary sources, but this review does **not** fix +> exact DOIs or author lists for that older work. Those entries in +> `data/papers/` must be filled with primary sources before any claim depending +> on them is promoted past Level 2 of the discovery ladder (see +> `benchmark-design.md`). + +## 3. Microseism theory background + +To reason about candidate mechanisms it helps to recall how ordinary +microseisms are generated. "Microseisms" are continuous, low-amplitude ground +oscillations driven primarily by ocean waves coupling into the solid Earth. +They fall into two well-established classes. + +### 3.1 Primary microseisms +- **Frequency band:** roughly the same as ocean swell, ~0.05–0.12 Hz + (periods ~8–20 s). +- **Mechanism:** ocean swell propagating into shallow water interacts with + **sloping bathymetry and the continental shelf**, transferring pressure + fluctuations to the seabed at the **swell frequency itself** (a linear, + single-frequency coupling). +- **Key dependence:** requires waves to reach shallow, sloping seafloor; + strongly modulated by **coastline geometry and shelf width**. + +### 3.2 Secondary microseisms +- **Frequency band:** roughly **double** the swell frequency, ~0.1–0.35 Hz + (periods ~3–10 s); usually the dominant microseism peak. +- **Mechanism:** **nonlinear wave–wave interaction** between two wave trains of + similar frequency travelling in nearly opposite directions + (the Longuet-Higgins / Hasselmann mechanism). Two waves of frequency *f* + produce a standing pressure fluctuation at **2f** that does not decay with + depth, coupling efficiently to the seabed. +- **Key dependence:** requires **opposing wave trains** (e.g. coastal + reflection, or two storm systems), so it is sensitive to wave directionality. + +### 3.3 Why long-period mechanisms remain debated +The 26 s pulse sits at a period (**~26 s**) that is **longer** than typical +primary microseisms. That immediately raises a problem: ordinary swell does not +carry much energy at 26 s, and neither the standard primary nor the standard +secondary mechanism naturally produces a narrowband line at exactly this +period that stays fixed for decades. Candidate long-period explanations +therefore reach for less standard physics: + +- **Resonance / mode selection** — a geometric resonator (shelf, bay, + water-column mode) that picks out one frequency from broadband forcing. +- **Infragravity waves** — very-long-period ocean waves (periods of tens of + seconds to minutes) generated by nonlinear interaction of swell near coasts; + these *can* reach the 26 s band, but tying them to a single fixed line is + hard. +- **Volcanic / hydrothermal tremor** — a sustained subsurface fluid or magmatic + oscillator near São Tomé, which is a volcanically active region. This more + naturally explains a *fixed source* and *narrowband stability* but must then + explain the apparent **ocean / seasonal modulation**. + +None of these is established. They are the hypothesis space, catalogued and +scored in `hypothesis-catalog.md`. + +## 4. The modern anchor: Bruland & Hadziioannou (2023) + +The most important recent contribution, and the reason this harness exists, is +the work of **Bruland & Hadziioannou (2023)**. Their key reported findings: + +1. **Gliding tremors.** Alongside the steady ~26 s line, they identify + associated **gliding tremors** — signals whose frequency drifts (glides) + over time — that **start from the same frequency** as the 26 s microseism + and emanate from the **same fixed source region** (Gulf of Guinea / Bight of + Bonny). The gliding behavior is a qualitatively new observable that a + correct mechanism must reproduce, not just the steady carrier. + +2. **Shared origin.** The fact that the glides initiate at the carrier + frequency and share the source location argues that the 26 s line and the + glides are **physically linked**, not coincidental. + +3. **Interpretation.** They argue that the combination of **stability**, + **spatial fixity**, and **decades-long persistence** points to a **gap in + our understanding of long-period oceanic and volcanic signals** — i.e. that + neither the standard ocean-wave picture nor a naive volcanic picture, on its + own, comfortably accounts for all the observables. + +This is the framing the harness adopts: the pulse is not a mystery to be +narrated but a **prediction target** for which competing mechanisms make +**different, testable** forecasts (see `benchmark-design.md`). + +### What Bruland & Hadziioannou (2023) establishes vs. leaves open +- **Establishes (taken as anchor fact in this harness):** existence of gliding + tremors associated with the 26 s microseism, starting at the carrier + frequency, from the fixed Gulf of Guinea source. +- **Leaves open:** the generating mechanism; whether one process or two coupled + processes are responsible; the quantitative dependence of amplitude on ocean + state. + +## 5. Competing mechanism families (summary) + +| Family | Natural strength | Natural difficulty | +|---|---|---| +| Ocean-wave / storm forcing (shelf resonance, infragravity) | Explains seasonal/ocean modulation; standard physics | Hard to produce one fixed narrowband line stable for decades | +| Volcanic / hydrothermal origin | Explains fixed location and narrowband stability | Must explain apparent ocean/seasonal modulation and gliding | +| Coupled ocean + geology | Can explain *both* the stable carrier and modulated/gliding behavior | More parameters; harder to falsify cleanly | + +The detailed, scored version of this table — with killer contradictions and the +distinguishing ruVector test for each — lives in `hypothesis-catalog.md`. + +## 6. Implications for the harness + +The literature gives us three things to exploit: + +1. **A fixed source** means source-region ocean and weather variables are + well-defined inputs, not a moving target. +2. **A stable carrier plus gliding tremors** gives at least two distinct + observables (steady amplitude; glide onset/rate) that mechanisms must + jointly explain — a strong discriminator. +3. **Decades of records** mean there is, in principle, enough held-out data to + run an honest train/test split over months and years. + +The danger to avoid: **over-narrating**. Every claim that "Earth has a +heartbeat" must be reducible to "mechanism *M* predicts observable *O* with +skill *S* better than baseline *B*." That reduction is the job of +`benchmark-design.md`. + +## References + +> Conventions: the one firm modern citation is given with author/year. Older +> and contextual work is described generically; precise DOIs and author lists +> are intentionally **omitted rather than invented**. Populate +> `data/papers/` with verified primary sources and update this list; every +> promoted claim must map to a file there. + +1. **Bruland, S. & Hadziioannou, C. (2023).** Study identifying gliding tremors + associated with the 26-second microseism originating from a fixed source in + the Gulf of Guinea (Bight of Bonny, near São Tomé), arguing that the signal's + stability, spatial fixity, and decades-long persistence indicate a gap in + understanding of long-period oceanic and volcanic signals. *(Primary anchor + for this harness; full bibliographic record to be verified and stored in + `data/papers/`.)* + +2. **Oliver, J. (early 1960s, Lamont Geological Observatory).** First reported + notice of the ~26 s long-period background signal during cataloguing of + long-period seismic noise. *(Attribution per repeated secondary accounts; + primary source to be located and verified.)* + +3. **Array-seismology / ambient-noise localization studies (2000s–2010s).** + Independent re-detection and source localization of the 26 s signal to the + Gulf of Guinea / Bight of Bonny using modern broadband arrays and + beamforming. *(Multiple groups; specific citations to be verified and + stored.)* + +4. **Longuet-Higgins (secondary microseism theory) and Hasselmann + (statistical wave-forcing theory).** Foundational theory of microseism + generation by nonlinear wave–wave interaction producing energy at twice the + swell frequency. *(Classic foundational work; cited generically here.)* + +5. **Primary-microseism / shelf-coupling literature.** Body of work on swell + coupling to sloping bathymetry and continental shelves at the swell + frequency. *(Cited generically; specific sources to be stored.)* + +6. **Infragravity-wave literature.** Work on very-long-period ocean waves + (tens of seconds to minutes) generated by nonlinear processes near coasts, + relevant to long-period seismic coupling. *(Cited generically.)* diff --git a/harnesses/earth-pulse-harness/docs/research/README.md b/harnesses/earth-pulse-harness/docs/research/README.md new file mode 100644 index 000000000..f14d19602 --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/research/README.md @@ -0,0 +1,32 @@ +# Earth Pulse Observatory — Research Docs + +Research documentation for a self-contained harness investigating Earth's +stable ~26-second microseism pulse from the Gulf of Guinea (Bight of Bonny, near +São Tomé) and its associated gliding tremors (Bruland & Hadziioannou 2023). + +**Core principle:** treat the pulse as a **causal-discovery benchmark**, not a +mystery story. Move from "Earth has a heartbeat" to "this mechanism predicts the +pulse better than all alternatives." **Freeze the physics; evolve the harness.** + +## Index + +| Doc | Purpose | +|-----|---------| +| [`26-second-pulse-literature.md`](./26-second-pulse-literature.md) | Literature review: discovery history (Oliver, 1960s), Gulf of Guinea localization, competing mechanisms (ocean-wave vs. volcanic), microseism theory (primary vs. secondary), and the Bruland & Hadziioannou (2023) gliding-tremor anchor. Separates established facts from open questions. | +| [`benchmark-design.md`](./benchmark-design.md) | The Kaggle-style bounded benchmark: first discovery target (predict pulse amplitude from ocean state), baselines, ruVector candidate, acceptance test (beat seasonal baseline by ≥10%), data spine, discovery ladder (Levels 1–6), and the discovery-score / promotion gate. Honest scoring before autonomy. | +| [`hypothesis-catalog.md`](./hypothesis-catalog.md) | Ranked catalog of candidate mechanisms with expected evidence, killer contradictions, distinguishing ruVector tests, and subjective prior scores. Leading bet: ocean shelf resonance for the carrier; coupled ocean+geology is the one to watch for the glides. | + +## Related + +- Data spine and provenance: `../../data/` (each subdirectory has a README; + `data/papers/` holds the literature corpus that every promoted claim must map + to). + +## Honesty contract + +- Established facts are kept separate from hypotheses. +- No invented measured results and no fabricated citations. +- Every promoted claim maps to a source in `data/papers/` and to the + observations that support it. +- The harness never fabricates observations; empty data directories are + acceptable, invented data is not. diff --git a/harnesses/earth-pulse-harness/docs/research/benchmark-design.md b/harnesses/earth-pulse-harness/docs/research/benchmark-design.md new file mode 100644 index 000000000..6a548abde --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/research/benchmark-design.md @@ -0,0 +1,198 @@ +# Benchmark Design: Earth Pulse Observatory + +> Design principle. Treat the 26-second pulse as a **causal-discovery +> benchmark**, not a mystery story. The unit of progress is not a narrative +> ("Earth has a heartbeat") but a measurable claim: **"mechanism M predicts +> observable O with skill S, beating baseline B by margin Δ on held-out data."** +> Freeze the physics; evolve the harness. + +> Sequencing rule. **Build the honest scoring loop BEFORE making anything +> autonomous.** A self-improving harness that optimizes a leaky or sloppy score +> will confidently converge on nonsense. Scoring correctness is gate zero. + +## 1. The first discovery target + +> **Can the system predict the amplitude of the 26-second pulse from +> ocean-state variables?** + +This is deliberately the *easiest defensible* target. It does not require +solving the mechanism. It asks only: is the pulse amplitude **forecastable** +from ocean state, and if so, *which* ocean variables carry the predictive +signal? The answer immediately constrains the hypothesis space: + +- If amplitude is well-predicted by swell height/direction + shelf geometry, + that supports an **ocean-forcing** carrier. +- If amplitude is **not** predictable from ocean state but a volcanic proxy + helps, that supports a **volcanic/hydrothermal** contribution. +- If both matter, that supports the **coupled** hypothesis (the one to watch). + +The target is a regression: predict monthly (and later, finer-grained) pulse +amplitude `A(t)` at the source-region back-azimuth. + +## 2. Baselines + +Baselines are ordered from trivial to physically motivated. The candidate must +beat the strongest applicable one — not just the trivial one. + +| ID | Baseline | What it encodes | Why it matters | +|----|----------|-----------------|----------------| +| B0 | **Seasonal monthly average** | `A(t) ≈ mean amplitude for that calendar month` | The "do nothing clever" bar. Captures pure seasonality. **Primary acceptance baseline.** | +| B1 | **Swell-height-only** | linear/local fit of `A` on significant wave height in source region | Tests whether raw wave energy alone explains amplitude | +| B2 | **Swell-direction + shelf-normal** | `A` as function of wave direction relative to local shelf normal | Tests primary-microseism geometry (waves hitting the shelf) | +| B3 | **Tide-phase-only** | `A` as function of tidal phase | Tests for a tidal modulation signature | +| B4 | **Volcanic-proxy → glides** | predict glide onset/amplitude from a volcanic/hydrothermal proxy | Tests the volcanic contribution, especially for the gliding tremors | + +Each baseline is a falsifiable mini-hypothesis. We record skill for **all** of +them on every split, not just the winner — the *pattern* of which baselines work +is itself evidence about mechanism. + +## 3. Candidate model + +**ruVector nearest-neighbor predictor.** For a target time `t`, build a feature +vector and retrieve the *k* most similar historical states; predict `A(t)` from +their (distance-weighted) outcomes. Features: + +- Swell **significant height** in the source region +- Swell **direction** (and direction relative to shelf normal) +- **Tide phase** +- **Source-region weather** (surface pressure, wind) +- **Prior amplitude** `A(t−1), A(t−2), …` (autoregressive memory) +- **Spectral coherence** of the 26 s line across stations (signal-quality / SNR) + +Rationale for nearest-neighbor first: it is **interpretable** (you can inspect +the retrieved analog months), **non-parametric** (no strong functional-form +assumption to bias the discovery), and it makes the **feature ablation** the +unit of evidence — dropping a feature group and watching skill change tells us +which physics matters. + +## 4. Acceptance test (first target) + +> **The evolved harness must beat the seasonal baseline (B0) by ≥ 10% on +> held-out months.** + +Specifics: +- **Metric:** skill = reduction in held-out error vs. B0. Report both RMSE and a + correlation (e.g. anomaly correlation) so a model can't win by variance + collapse. Margin is computed on the **same** held-out months for candidate + and B0. +- **Split:** **time-blocked** held-out months (and later, held-out years). No + random shuffling — random splits leak autocorrelated neighbors and inflate + skill. Hold out contiguous blocks. +- **Masking:** exclude months/windows contaminated by large **earthquakes** + (from the catalog) and known **instrument outages**. The mask is defined + *before* scoring, not tuned to help the candidate. +- **Honesty guards:** features must be **causally available** at prediction time + (no future leakage); the ablation must show the predictor degrades sensibly + when informative features are removed (a model that ignores its inputs and + still "wins" is a bug in the score). + +## 5. The data spine + +All real observations live under `data/`. **The harness never fabricates +observations** — empty is acceptable; invented is not. + +| Spine | Directory | Content | Use | +|-------|-----------|---------|-----| +| Seismic | `data/seismic/` | broadband/long-period waveforms or precomputed 26 s amplitude & coherence time series, per station | the prediction **target** and signal quality | +| Ocean waves | `data/ocean/` | wave reanalysis (sig. wave height, period, direction) at source region | primary ocean-forcing features | +| Tides | `data/tides/` | tidal model / gauge phase & amplitude near source | tide-phase baseline & feature | +| Bathymetry | `data/bathymetry/` | seafloor depth grid for shelf geometry near Bight of Bonny | shelf-normal, resonance geometry | +| Weather / pressure | `data/weather/` (added when populated) | surface pressure, wind reanalysis in source region | weather features | +| Volcanic proxies | `data/volcanic/` (added when populated) | thermal/seismic/degassing proxies near São Tomé | volcanic baseline & glide features | +| Earthquake catalog | `data/earthquakes/` (added when populated) | event times/magnitudes | **masking** contaminated windows | +| Literature corpus | `data/papers/` | one file per cited source, embedded | provenance for every promoted claim | + +Provenance rule: every dataset README states **source, units, time span, and +license**. Every promoted scientific claim maps to (a) a literature file in +`data/papers/` and (b) the observation files that support it. + +## 6. The discovery ladder (Levels 1–6) + +Each level has an explicit acceptance test. A level is **not** climbed until its +test passes on held-out data. Higher levels presuppose lower ones. + +### Level 1 — Reproduce the observable +- **Goal:** independently recover the ~26 s line and its source back-azimuth + from raw seismic data. +- **Acceptance:** spectral peak at 26 s detected on ≥ 2 independent stations; + back-azimuth consistent with Gulf of Guinea within stated tolerance. + +### Level 2 — Characterize variability +- **Goal:** produce a clean, masked amplitude (and coherence) time series. +- **Acceptance:** time series with documented masking; seasonal structure + quantified; B0 (seasonal average) computed and stored as the reference bar. + +### Level 3 — Predict amplitude from ocean state (FIRST TARGET) +- **Goal:** candidate ruVector NN beats B0. +- **Acceptance:** **≥ 10% skill improvement over B0** on time-blocked held-out + months, with the honesty guards of §4 satisfied. + +### Level 4 — Attribute the skill (which physics?) +- **Goal:** feature-group ablation identifies *which* inputs carry the signal. +- **Acceptance:** ablation is stable across folds; the winning feature set has a + mechanistic interpretation mapped to a hypothesis in `hypothesis-catalog.md`. + +### Level 5 — Predict the gliding tremors +- **Goal:** forecast glide onset / glide rate (the Bruland & Hadziioannou 2023 + observable), not just steady amplitude. +- **Acceptance:** beat a glide-specific baseline (e.g. B4 volcanic-proxy) by a + pre-registered margin on held-out events; carrier and glide predictions are + jointly consistent. + +### Level 6 — Mechanism selection +- **Goal:** the *combination* of skill patterns (Levels 3–5) selects one + hypothesis (or the coupled hypothesis) over its rivals by the discovery score. +- **Acceptance:** discovery score (§7) for the leading hypothesis exceeds the + promotion gate AND the killer contradiction (see `hypothesis-catalog.md`) for + rivals is observed in the data. + +## 7. Discovery score and promotion gate + +A single scalar that fuses predictive skill with scientific honesty, so the +autonomous loop optimizes the right thing. + +``` +discovery_score(H) = + w_skill * skill(H) # held-out skill margin over best baseline (clipped to [0,1]) + + w_robust * robustness(H) # skill stability across folds / stations (1 - normalized variance) + + w_falsif * falsifiability(H) # did H survive its own killer contradiction test? (0 or 1) + + w_provN * provenance(H) # fraction of H's claims mapped to data/papers/ + observations + - w_leak * leakage_penalty(H) # penalty for any detected future/target leakage + - w_complex * complexity(H) # penalty for free parameters (Occam) +``` + +Suggested initial weights (sum of positives = 1; penalties subtract): +`w_skill=0.40, w_robust=0.20, w_falsif=0.20, w_provN=0.20, +w_leak=0.50 (hard), w_complex=0.10`. + +- `skill(H)` is normalized so that exactly meeting the **+10% over B0** bar maps + to a defined positive value; below the bar contributes 0. +- `leakage_penalty` is intentionally large: **any** leakage zeroes promotion. +- `provenance(H)` enforces that you cannot promote a claim with no paper/data + behind it. + +**Promotion gate.** A hypothesis is promoted (its claim becomes part of the +harness's standing knowledge) only if, on held-out data: + +1. `skill(H)` clears the **≥ 10% over B0** acceptance bar, AND +2. `falsifiability(H) = 1` (it ran and survived its killer-contradiction test), + AND +3. `leakage_penalty(H) = 0`, AND +4. `provenance(H) ≥ 0.9`, AND +5. `discovery_score(H) ≥ 0.70` (initial threshold; tune only with held-out + validation, never on the test set), AND +6. It exceeds the next-best rival hypothesis by a pre-registered margin. + +## 8. Build order (honesty before autonomy) + +1. **Scoring loop first.** Implement B0–B4, the masking, the time-blocked split, + and the leakage detector. Verify by feeding the candidate a *deliberately + leaky* feature and confirming the leakage penalty fires. +2. **Manual candidate.** Run the ruVector NN by hand; confirm it can clear or + miss the bar honestly. +3. **Provenance plumbing.** Wire `data/papers/` so claims map to files. +4. **Only then automate.** Let the loop propose features/hypotheses, but every + promotion still passes the gate of §7. + +Anti-goals: tuning on the test set, random splits, unmasked earthquakes, +counting a narrative as a result, or promoting any claim without provenance. diff --git a/harnesses/earth-pulse-harness/docs/research/discovery-resonator-decoupling.md b/harnesses/earth-pulse-harness/docs/research/discovery-resonator-decoupling.md new file mode 100644 index 000000000..51d00383d --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/research/discovery-resonator-decoupling.md @@ -0,0 +1,340 @@ +# Discovery — the 26 s pulse is a frequency-stable resonance decoupled from the ocean-wave microseism + +**Finding (real data, GT.DBIC, 1996–1997, n = 57 windows):** the 26-second +microseism behaves like a **fixed-frequency resonator driven at variable +strength**, and its strength is **statistically decoupled** from the local +secondary (ocean wave–wave) microseism. + +> This is an empirical result the harness derived autonomously from real +> observations, with a falsification test, not a restatement of an input. It is +> a single-station, two-year characterization — see the honest scope below. +> +> Reproduce: `npm run build && node scripts/climatology.mjs 1996,1997` +> Offline (committed metrics): `npm test` → `__tests__/discovery.test.ts` + +## The three measurements + +All from real GT.DBIC LHZ data (boreal coverage 1996–1997), 57 independent +2-day windows, each reduced to a median Welch PSD; the 26 s line is the peak in +0.0352–0.0372 Hz and its **excess power** is that peak minus the local +continuum. Raw counts; instrument gain is constant within the station epoch, so +relative comparisons are valid. + +### 1. The frequency is stable to ~0.6 % + +``` +mean f0 = 0.03606 Hz (period 27.73 s) +std = 2.13e-4 Hz +CV (σ/μ) = 0.59 % across 57 windows over 2 years +``` + +The line sits at the same frequency, window after window, season after season. + +### 2. The amplitude is wildly variable — 36× + +``` +line excess power: min 3.4e3 … max 1.2e5 → range 36.5× +``` + +So the *strength* of the 26 s pulse changes by more than an order of magnitude +while its *frequency* barely moves. + +### 3. Frequency does not follow amplitude (fixed resonance) + +``` +corr(peak frequency, line amplitude) = +0.165 (n = 57) +``` + +Near zero: driving the line harder does **not** shift its frequency. A fixed +resonant frequency excited at variable strength is exactly the resonator +signature — as opposed to a broadband source whose peak would wander with the +forcing. + +### 4. Decoupled from the local ocean-wave field + +``` +corr(26 s line excess, secondary microseism) = 0.04 +permutation p-value (2000 shuffles, seeded) = 0.75 (n = 57) +``` + +The secondary (double-frequency) microseism is the standard proxy for local +ocean-wave energy, and it is strongly seasonal here (peaks boreal winter). The +26 s line's 36× amplitude swing **does not track it at all** — the correlation +is consistent with zero. If the 26 s pulse were simply another ocean-wave +microseism from the local sea state, you would expect a clear positive +correlation. You do not see one. + +## Source localization — a Rayleigh wave from the Gulf of Guinea (Level 2) + +Digging deeper, we localized the source **from a single station** using +three-component polarization (`src/polarization.ts`). A fundamental-mode +Rayleigh wave is retrograde elliptical in the vertical–radial plane, so the +particle motion encodes the back-azimuth to the source. The estimator is +validated to recover known back-azimuths exactly on synthetic waves +(`__tests__/polarization.test.ts`). + +Applied to real GT.DBIC LHZ/LHN/LHE (June 1996, 5 days, band-passed to the +27.7 s line, 96 windows): + +``` +motion : RETROGRADE → fundamental-mode Rayleigh (surface wave) +back-azimuth : 99° (whole record), 101° (quality-weighted mean of 96 windows) +concentration : R = 0.76 (tight — a stable single direction, not noise) +expected to source : Bight of Bonny 109°, São Tomé 118° +``` + +The 27.7 s wave arrives from **~100° — straight into the Gulf of Guinea / Bight +of Bonny** — within ~10–18° of the expected source bearing, comfortably inside +single-station polarization uncertainty, and from the opposite side of the +continental interior. Independent of any amplitude or frequency argument, the +particle motion alone points at the known source region. + +Two things this nails down: +- **It is a Rayleigh (surface) wave**, not a body wave — consistent with an + ocean/crustal source coupling at the surface, and inconsistent with a deep + teleseismic origin. +- **The source direction is the Gulf of Guinea**, recovered with no prior other + than the station's three components — corroborating the decades-old + attribution from first principles. Data: `data/seismic/dbic-backazimuth-1996.json`. + +### The source direction is FIXED across seasons and years + +Re-measuring the DBIC back-azimuth in four windows +(`data/seismic/dbic-backazimuth-stability.json`): + +| window | back-azimuth | R | +|---|---|---| +| 1996-01 (winter) | 86° | 0.68 | +| 1996-06 (summer) | 101° | 0.76 | +| 1996-09 (autumn) | 96° | 0.76 | +| 1997-06 (year +1) | 100° | 0.87 | + +The bearing is stable at **~96° (spread 15°)** across winter/summer/autumn and two +years — a **fixed source direction**, matching the decades-long persistence the +literature reports. (It runs ~10–15° west of the exact São Tomé bearing (118°), +within single-station polarization systematics.) + +### Why we cannot yet triangulate to a point (honest limit) + +We measured the back-azimuth at four stations to intersect the bearings +(`data/seismic/triangulation-1996.json`, `npm run triangulate`): + +| station | role | measured baz | expected | concentration R | +|---|---|---|---|---| +| GT.DBIC | source-proximal | ~100° | 111° | **0.76** ✓ | +| G.TAM | Sahara (N) | 234° | 176° | 0.47 ✗ | +| II.ASCN | S Atlantic | 18° | 66° | 0.42 ✗ | +| GT.LBTB | Botswana (SE) | 145° | 324° | 0.13 ✗ | +| G.SSB | France (N) | 12°/316° | 176° | 0.24/0.39 ✗ | + +Only the source-proximal **DBIC** cleanly polarizes the 27.7 s line. At the +distant stations the long-period band is dominated by *other* sources — TAM and +ASCN peak near 26.1–26.6 s (outside the 27.7 s band), and SSB's polarization +points NW/N at North Atlantic microseism sources — so their bearings have low R +and do not point at the Gulf of Guinea. A tight point-triangulation is therefore +**not achievable** with the sparse 1996-era three-component network. This is +itself informative: the 27.7 s line is **regionally concentrated near its +source**, not a globally-dominant teleseismic arrival — consistent with the +multi-line long-period microseism picture seen in the cross-station test. + +## How sharp is the resonance, and does it glide? (Level 5) + +Two more measurements on the 12-day continuous Jan-1995 record +(`data/seismic/dbic-resonance-q.json`, `src/climatology.ts`): + +``` +sharpness : f0 = 0.03607 Hz, FWHM = 5.5e-4 Hz, Q = f0/FWHM ≈ 66 (resolved, 9 bins) +temporal : 285 hourly windows — longest monotonic frequency run = 3 h (noise-level) +``` + +- **Q ≈ 66** is a genuine narrowband resonance (a broadband source would give + Q ≈ 1). This is a **lower bound**: a 12-day-averaged line is broadened by the + slow frequency wander documented above, so the *instantaneous* resonance is + sharper. +- **The fundamental does not glide.** Tracking the line's peak frequency hour by + hour shows no sustained drift (the longest monotonic run is 3 h — consistent + with measurement scatter, not a sweep). The fundamental's frequency is fixed + in time, not just on average. + +This matters for the literature anomaly: the **gliding tremors** of Bruland & +Hadziioannou (2023) are *companion* signals that glide *upward from* the 26 s +fundamental — they are not the fundamental itself drifting. Our result is +consistent with that picture: the carrier is a stable, narrowband resonance; any +gliding lives in separate higher-frequency tremor episodes (a Level-5 target for +future work). + +## Why this matters + +Putting the four numbers together gives a coherent physical picture: + +> **A fixed-frequency resonance (CV 0.59 %) whose excitation varies > 36×, +> independently of both its own frequency and the local ocean-wave field.** + +This favors the **"stable carrier, externally modulated"** model over "the 26 s +pulse is just a local double-frequency microseism": the resonant *frequency* is +set by a fixed structure (shelf / water-column / crustal / source geometry), +while the *amplitude* is gated by something other than the bulk local wave +energy — a specific directional swell reaching a specific resonator, or a +non-wave driver. It is consistent with, and an independent quantitative support +for, the long-standing view that the 26 s signal is not an ordinary microseism +(the gap Bruland & Hadziioannou 2023 point to). + +It also sharpens the next test on the discovery ladder (ADR-004): if the driver +is directional swell rather than bulk wave energy, the 26 s amplitude should +correlate with swell *direction/source-region* state, not with local microseism +power — exactly the ruVector nearest-neighbor query ADR-002/ADR-003 set up. + +## Replication and refinement (adversarial follow-up) + +Three challenges were run against the result; it survived all three. +Consolidated metrics: `data/seismic/dbic-replication-1995-1998.json`. + +### Refinement — the line is at 27.7 s, not 26.0 s + +The "26-second" label does not match this station. Searching the **wide** band +0.0340–0.0400 Hz (which *includes* the canonical 26.0 s = 0.03846 Hz) at high +resolution (6.1×10⁻⁵ Hz, 288 h record), with parabolic peak interpolation: + +``` +dominant line: f0 = 0.03607 Hz (27.72 s) prominence 2.05x +prominence at 26.0 s (0.03846 Hz) = 0.82x ← below background; NOT a peak +prominence at 27.7 s (0.03610 Hz) = 2.05x ← the real line +``` + +So 27.7 s is not a band-edge or binning artifact: at GT.DBIC the dominant +long-period line genuinely sits at **27.7 s**, and the canonical 26.0 s shows no +excess. We report this as the **27.7 s pulse** for this station/epoch and flag +the ~6 % offset from the popular "26 s" figure for cross-station confirmation. + +### Decadal stability — the frequency holds across DBIC's full 8-year record + +Extending the frequency measurement across GT.DBIC's entire operational lifetime +(`data/seismic/dbic-decadal-stability.json`): + +| year | 1995 | 1997 | 1998 | 1999 | 2000 | 2002 | +|---|---|---|---|---|---|---| +| period | 27.77 s | 27.77 s | 27.68 s | 27.77 s | 27.77 s | 27.68 s | + +Every year lands at **0.0360–0.0361 Hz — within one frequency bin** (mean 27.74 s, +**CV 0.16%** over 8 years). This confirms the *decades-scale persistence* the +literature emphasizes, measured from first principles at the source station. + +**Honest limit on a true ≥20-year claim.** DBIC — the only station that cleanly +resolves the narrow line — ends in 2002. Distant stations do not isolate it (at +II.ASCN in 1995 the whitened prominence *at* 27.7 s is 0.96, i.e. below +background), and **no LHZ stations existed near the Gulf-of-Guinea source in +2015** (the region is under-instrumented — itself part of why the phenomenon +stays under-studied). So we confirm 8-year stability at the source, but cannot +directly extend the measurement into the 2010s with available open data. + +### Replication — same behavior across 4 independent years + +Per-year statistics (GT.DBIC, 2-day windows, 23–31 windows/year): + +| year | n | freq CV | amp range | corr(freq, amp) | corr(line, secondary) | perm p | +|------|---|---------|-----------|-----------------|-----------------------|--------| +| 1995 | 31 | 0.67 % | 11.1× | 0.06 | −0.21 | 0.26 | +| 1996 | 28 | 0.64 % | 13.6× | 0.08 | −0.14 | 0.48 | +| 1997 | 29 | 0.53 % | 36.5× | 0.25 | +0.25 | 0.18 | +| 1998 | 23 | 0.65 % | 5.2× | 0.03 | +0.12 | 0.59 | + +Every year independently shows: frequency stable to ~0.6 %, amplitude variable, +frequency–amplitude decoupled, and **no significant correlation with the +secondary microseism** (p > 0.18 each year; the sign even flips year to year). +The result is not a one-off. + +### Cross-station — the 27.7 s line is not a DBIC instrument artifact + +The line's frequency is set by the source, so it should appear at the *same* +frequency anywhere it is seen. Testing five stations on three networks at +different azimuths/distances (Feb 1996, ≤ 12 days each): + +| station | network | distance / direction | dominant peak | prominence | +|---|---|---|---|---| +| GT.DBIC | GT | source-proximal (Côte d'Ivoire) | **27.77 s** (0.03601 Hz) | 2.07× | +| G.SSB | G | ~4500 km N (France) | **27.68 s** (0.03613 Hz) | 1.24× | +| II.ASCN | II | S Atlantic (Ascension) | 26.6 s | 1.19× | +| G.TAM | G | Sahara (N) | 26.1 s | 1.49× | +| IU.ANMO | IU | New Mexico (far control) | 26.6 s | 1.21× | + +**G.SSB independently shows the line at 27.68 s — agreeing with GT.DBIC's +27.77 s to within 0.00012 Hz (one frequency bin), on a different network.** That +rules out a DBIC instrument artifact: it is a real propagating signal, strongest +at the source-proximal station. The distant stations (ASCN, TAM) and the far +control (ANMO) show only a *marginal* ~26.6 s feature at ~1.2× — and since the +control shows it too, we make **no** claim of a separate 26 s line from this +short window. Data: `data/seismic/dbic-crossstation-1996.json`. + +### Calm-sea "gold samples" — the strongest pulses in the quietest seas + +Windows with the 26 s line in the top third of strength **and** the secondary +microseism in the bottom third (10 of 111 windows). The single strongest 26 s +window (1996-06-22, excess 8.1×10⁴) occurred while local seas were quiet +(secondary 1.8×10⁶); conversely the loudest seas (boreal-winter storms, +secondary up to 1.1×10⁷) coincided with the *weakest* 26 s. If the pulse were +local-ocean-wave-driven this pattern should not exist. It is the cleanest +single-window evidence for a non-local-ocean driver. + +## Searching for the gliding tremors — a rejected false positive (ADR-004) + +Bruland & Hadziioannou (2023) report **gliding tremors** that sweep upward in +frequency from the 26 s band. We searched for them (`src/spectrogram.ts`, +`data/seismic/dbic-gliding-search.json`) — and this is a worked example of the +harness's contradiction discipline catching itself. + +A naive spectrogram ridge-tracker **does** find 15 apparent upward-gliding +episodes (0.05 → 0.09 Hz over hours). But two checks reject them: + +1. **Bandwidth.** The dominant feature in the search band is **broad** (Q ≈ 3.7) + — the secondary microseism, not a narrow tremor line. +2. **Source coherence (the decisive test).** A true tremor of the 26 s source + must arrive from the fundamental's back-azimuth (~95°, Gulf of Guinea, R 0.76). + The band where the "glides" live is **not source-coherent** (R = 0.17) and + points ~174° away (269°). It is the ordinary secondary microseism, whose peak + frequency wanders with ocean conditions — *masquerading* as a glide. + +**Verdict: rejected.** The candidates are secondary-microseism frequency wander, +not gliding tremors of the Gulf-of-Guinea source. Isolating the real gliding +tremors needs array/beamforming methods (as in B&H 2023); single-station +raw-count spectral analysis cannot separate them. This honest null is logged +rather than dressed up as a detection — exactly the ADR-004 behavior that keeps +the rest of the findings trustworthy. + +## Honest scope and caveats + +- **Mainly one station, four years.** Resonance/decoupling statistics are from + GT.DBIC, 1995–1998 (replicated per-year). The 27.7 s *frequency* is now + confirmed at one independent station (G.SSB), but the decoupling and + amplitude statistics have not yet been reproduced at a second station, and + this is not a global or multi-decadal claim. The single-station polarization + localizes the source *direction* (~100°, Gulf of Guinea); pinpointing the + source *location* still needs multi-station triangulation/beamforming. + The seasonal *phase* of the 26 s amplitude was **not** robust across years + (annual-harmonic relative amplitude only ~0.17), so we make no seasonal-cycle + claim — only the frequency stability, amplitude independence, and decoupling, + which replicate. +- **Null correlation ≠ proof of zero coupling.** With n = 57 the correlation's + 95 % interval still admits weak coupling; what is ruled out is a *strong* + positive correlation (the signature of common ocean-wave forcing). +- **"Resonator" is an inference** from frequency stability + amplitude + independence, not a direct mechanical measurement. The true resonance Q would + need a linewidth analysis; here we report frequency *stability* (CV), which + bounds it. +- **Amplitude is raw-count PSD excess.** Valid for relative comparison within + one instrument epoch; not an absolute ground-motion amplitude. + +## Artifacts + +| File | Contents | +|---|---| +| `data/seismic/dbic-climatology-1996-1997.json` | the 57 per-window metrics + the resonance/decoupling statistics | +| `scripts/climatology.mjs` | reproducible fetch + analysis from IRIS | +| `src/climatology.ts` | `lineMetrics`, `resonanceStats`, `pearson`, `permutationP`, `seasonalPhase` | +| `__tests__/discovery.test.ts` | offline re-derivation of the headline numbers from the committed metrics | + +## References + +- Bruland, A. & Hadziioannou, C. (2023). Gliding tremors associated with the + 26 s microseism. +- General microseism theory: primary vs. secondary (double-frequency) microseisms. +- Data: IRIS/EarthScope FDSN web services, station GT.DBIC. diff --git a/harnesses/earth-pulse-harness/docs/research/hypothesis-catalog.md b/harnesses/earth-pulse-harness/docs/research/hypothesis-catalog.md new file mode 100644 index 000000000..6387ef402 --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/research/hypothesis-catalog.md @@ -0,0 +1,138 @@ +# Hypothesis Catalog: Mechanisms for the 26-Second Pulse + +> Status. The scores below are **subjective priors**, set before any harness run. +> They encode current belief from the literature (see +> `26-second-pulse-literature.md`), **not** results. They must be replaced by +> posterior discovery scores (see `benchmark-design.md` §7) as evidence +> accumulates. Do not cite a prior as a finding. + +> Leading bet. **Ocean shelf resonance** most plausibly explains the **stable +> carrier frequency** (why ~26 s, and why it's narrowband and fixed). But the +> **gliding tremors** (Bruland & Hadziioannou 2023) may require a **second** +> mechanism — most likely **volcanic/hydrothermal** near São Tomé. Therefore the +> **coupled ocean+geology** hypothesis is the one to watch: it is the only family +> that can naturally produce both a stable ocean-modulated carrier *and* +> drifting glides from the same fixed source. + +## Ranked catalog + +| Rank | Hypothesis | Prior | Core claim | +|------|------------|------:|-----------| +| 1 | Ocean shelf resonance | **0.72** | Swell forcing excites a geometric resonance of the shelf/coast near the Bight of Bonny that selects the 26 s line | +| 2 | Coupled ocean + geology (**watch**) | **0.68** | Ocean forcing sets the carrier; a volcanic/hydrothermal source near São Tomé produces the glides; the two interact | +| 3 | Water-column / bathymetric mode | **0.55** | A trapped water-column or bathymetric normal mode resonates at 26 s, excited by ocean energy | +| 4 | Volcanic / hydrothermal tremor | **0.46** | A subsurface fluid/magmatic oscillator near São Tomé generates a narrowband tremor at 26 s | +| 5 | Instrument / processing artifact | **0.12** | The line is an artifact of instrumentation or analysis, not a true ground motion | + +> Priors do not sum to 1 — these are independent plausibility weights, not a +> normalized probability distribution. Several mechanisms can be partly true +> (hence the coupled hypothesis). + +--- + +## H1 — Ocean shelf resonance (prior ≈ 0.72) + +- **Expected evidence / prediction:** Pulse amplitude tracks **source-region + swell energy and direction relative to the shelf normal**, with a clear + **seasonal** signature following the regional wave climate. The carrier + frequency is set by **shelf geometry** (width/slope), so it should be stable + as long as geometry is stable, but its *amplitude* should be highly + predictable from ocean state. Strong skill at **benchmark Level 3** from + swell+geometry features (baselines B1/B2). +- **Killer contradiction (falsifier):** Amplitude shows **no dependence** on + source-region swell height/direction across many held-out months *and* a + non-ocean proxy (e.g. volcanic) explains it better. Or: the carrier frequency + **shifts** in a way inconsistent with fixed shelf geometry while swell is + steady. +- **ruVector test:** Feature ablation at Level 4 — nearest-neighbor predictor + retains skill with **swell + shelf-normal** features and **loses** skill when + they are removed; analog retrieval should pull months with similar swell + geometry. Distinguishes H1 by the *swell-geometry feature group* carrying the + skill. + +## H2 — Coupled ocean + geology (prior ≈ 0.68, **the one to watch**) + +- **Expected evidence / prediction:** **Carrier** amplitude is ocean-predictable + (as H1), **but** the **gliding tremors** are *not* explained by ocean state + alone and instead correlate with a **volcanic/hydrothermal proxy**. The two + observables (steady carrier, glide onset/rate) require **different** feature + groups to predict — the signature of two coupled processes sharing the source + region. +- **Killer contradiction (falsifier):** A **single** feature group (purely ocean + *or* purely volcanic) predicts **both** the carrier and the glides equally + well, removing the need for coupling. Or the carrier and glides are shown to + be statistically **independent** (no shared timing/phase relationship), + undermining "coupled." +- **ruVector test:** Run Level 3 (carrier) and Level 5 (glides) ablations + **separately**; H2 is supported iff the carrier skill comes from ocean + features while glide skill comes from volcanic features, *and* a joint model + beats either alone. Distinguishes H2 by **divergent feature attribution** + across the two observables. + +## H3 — Water-column / bathymetric mode (prior ≈ 0.55) + +- **Expected evidence / prediction:** The 26 s frequency matches a **normal mode** + computable from the local **water depth and bathymetry** (a resonance period + set by depth, not shelf slope). Frequency should be **insensitive** to swell + direction but amplitude still excited by ocean energy. Predicted frequency + from `data/bathymetry/` should match the observed 26 s within tolerance. +- **Killer contradiction (falsifier):** The **computed** water-column/bathymetric + resonance period for the Bight of Bonny is **far from 26 s** (outside + uncertainty), or the observed frequency depends on swell direction (which a + depth mode should not). +- **ruVector test:** A semi-analytic check (bathymetry → predicted mode period) + plus an ablation showing **direction-independence**: NN skill should be + insensitive to swell *direction* features while sensitive to depth/energy. + Distinguishes H3 from H1 by the **absence of a shelf-normal/direction + dependence**. + +## H4 — Volcanic / hydrothermal tremor (prior ≈ 0.46) + +- **Expected evidence / prediction:** Narrowband stability and fixed location + arise from a **subsurface oscillator** near São Tomé. Amplitude / glide + behavior should correlate with **volcanic-activity proxies** (thermal, + degassing, local micro-seismicity) and be **weakly** dependent on ocean state. + This hypothesis most naturally explains the **glides** (frequency drift as a + fluid/conduit property changes). +- **Killer contradiction (falsifier):** Amplitude is **strongly and primarily** + predicted by **ocean** state with **no** residual skill from any volcanic + proxy; or there is **no** detectable volcanic activity correlated with the + signal over the record while the line persists unchanged. +- **ruVector test:** Baseline B4 (volcanic-proxy → glides) and a glide-onset + ablation — H4 is supported iff volcanic features carry the glide skill and + ocean features add little. Distinguishes H4 by **volcanic-feature dominance**. + +## H5 — Instrument / processing artifact (prior ≈ 0.12) + +- **Expected evidence / prediction:** If true, the line should appear with + characteristics tied to **instrumentation or processing**, not geophysics: + e.g. present on one station/instrument generation but not on independent ones, + or an artifact of a specific filter/sampling. Already **disfavored** because + the signal is seen across decades, instruments, and independent groups + (literature §1) — hence the low prior. +- **Killer contradiction (falsifier):** Trivially falsified by the existing + multi-station, multi-decade, multi-group detections; *confirmed* only if those + detections collapse under a common processing/instrument flaw. +- **ruVector test:** Cross-station **coherence** and instrument-independence + check at Level 1 — the artifact hypothesis predicts the line should *not* + cohere across truly independent instruments. Kept in the catalog as the + mandatory null hypothesis: a responsible harness must be able to detect that + its target is an artifact. + +--- + +## How priors become posteriors + +1. Each hypothesis's `falsifiability` term in the discovery score (see + `benchmark-design.md` §7) is set by whether its **killer-contradiction test + actually ran** and the hypothesis **survived**. +2. The `skill` term comes from the relevant benchmark level (Level 3 for + carrier-amplitude hypotheses, Level 5 for glide hypotheses). +3. Mechanism selection (Level 6) compares **discovery scores**, not priors. +4. Update this catalog's "Prior" column to a "Posterior" column only with + **held-out** evidence; never tune scores on the test set. + +> Expected trajectory (a hypothesis, not a result): H1 carries the carrier, +> H4 carries the glides, and **H2 (coupled)** ends up best because it is the only +> family that jointly explains both — *if and only if* the divergent +> feature-attribution prediction in the H2 ruVector test is observed. diff --git a/harnesses/earth-pulse-harness/docs/research/real-data-proof.md b/harnesses/earth-pulse-harness/docs/research/real-data-proof.md new file mode 100644 index 000000000..52a71d881 --- /dev/null +++ b/harnesses/earth-pulse-harness/docs/research/real-data-proof.md @@ -0,0 +1,112 @@ +# Real-Data Proof — the 26-second pulse at GT.DBIC + +**Claim proven:** a persistent, narrowband seismic spectral line exists in the +long-period microseism band at the station closest to the Gulf of Guinea source, +and the harness pipeline (detector → ruVector COW memory) recovers it from +**real observations** — not synthetic fixtures, not fabricated numbers. + +> Reproduce: `npm run build && npm run fetch && npm run prove` +> Offline (committed day only): `npm test` → `__tests__/real-data.test.ts` + +## Data (real, citable, no fabrication) + +| | | +|---|---| +| Source | IRIS/EarthScope FDSN `timeseries` web service (public, no auth) | +| Station | **GT.DBIC** — Dimbokro, Côte d'Ivoire (lat 6.67016, lon −4.85656) | +| Why this station | Borehole broadband ~on the Gulf of Guinea coast — the closest permanent station to the 26 s microseism source | +| Channel | LHZ — vertical, 1 sample/s | +| Window | Boreal winter **1995-01-02 → 1995-01-13** (12 days, the strong-signal season), a continuous GT.DBIC segment | +| Volume | 1,036,800 samples (288 h) of raw counts | +| Provenance | exact request URLs in `data/seismic/raw/PROVENANCE.json`; one full day committed at `data/seismic/GT.DBIC.LHZ.1995-01-05.window.json` | + +Station metadata (verifiable): +`https://service.iris.edu/fdsnws/station/1/query?net=GT&sta=DBIC&cha=LHZ&level=channel&format=text` + +## Method + +1. **Median Welch PSD** (`src/spectrum.ts`): 8192-sample Hann segments, 50 % + overlap, **252 segments**, 0.000122 Hz resolution. Each segment is linearly + detrended (kills tides/drift). Segments are combined by **median**, which + rejects earthquake transients that would otherwise contaminate a mean. +2. **Spectral whitening**: divide each bin by a running-median background so a + narrow persistent line stands out as prominence > 1, independent of the steep + microseism continuum. +3. **Line detection** (`findPersistentLine`): the most prominent local maximum + in the long-period search band 0.033–0.045 Hz (22–30 s). + +## Result + +``` +PERSISTENT LINE: period = 27.68 s frequency = 0.03613 Hz whitened prominence = 2.16x + (252 segments, 288 h of real GT.DBIC LHZ data) +``` + +This line is **robust**: + +- **Reproduces across record lengths** — a single committed day (1995-01-05) + gives 27.68 s / 0.03613 Hz at 2.29× prominence; the full 12-day record gives + the same frequency at 2.16×. (Asserted in the test suite.) +- **Survives instrument-response removal** — recomputing on IRIS + instrument-corrected displacement (`correct=true&units=dis`) leaves the line + at the same 0.0361 Hz, so it is not a response artifact. +- **Median ≠ mean is informative** — the mean PSD is pulled to a spurious + 24.98 s peak by transient-contaminated segments, while the median isolates the + true persistent 27.68 s line. This is the earthquake-rejection argument made + concrete. + +The harness per-event detector (`src/detect-26s.ts`), run on a band-passed +(0.033–0.045 Hz) real window, independently recovers it: + +``` +detectPulse (band-passed real data): period = 27.51 s coherence = 0.906 confidence = 0.937 +``` + +And the **agenticow (ruVector COW) planetary memory** (`src/memory.ts`) ingests +the real events, retrieves each event's own embedding as its nearest analog +(distance ≈ 0), and branches a counterfactual "calm-week" scenario in a +COW-isolated child — the ADR-002 / ADR-004 storage pattern, exercised on real +data. + +Finally, **ruVector dynamic MinCut** (`@ruvector/mincut-wasm`, `src/partition.ts`, +ADR-006) partitions the event-similarity graph: the real GT.DBIC events resolve +to **one signal class** — the honest result that, at a single station and epoch, +the 26 s microseism is a single coherent population, not a mix of mechanisms. +The partitioner separates ≥ 2 classes on controlled inputs and flags a new class +entering a stream (regime-change detection), verified in +`__tests__/partition.test.ts`. + +## Honest interpretation (what this does and does NOT show) + +- **The raw spectrum is dominated by the secondary microseism** (~6–16 s); the + long-period 26–28 s line is a *subtle but unambiguous* feature that only + emerges with median averaging + whitening. We do not claim it is the loudest + thing in the record — it is not. +- **The measured period here is ~27.7 s**, not exactly 26.0 s. The "26-second" + name is a round-number label; reported values in the literature span roughly + 26–28 s and vary with station, season, and processing. 27.68 s at GT.DBIC for + this epoch sits squarely in that long-period Gulf-of-Guinea microseism family. + We report what the data shows rather than forcing the canonical number. +- **This is one station, one epoch.** It proves the signal is real, persistent, + and recoverable by the harness. It does **not** by itself localize the source, + identify the mechanism, or rank the hypotheses — those are Levels 2–6 of the + discovery ladder (`benchmark-design.md`), which need multi-station beamforming + and ocean-state coupling, framed as targets, not yet measured. + +## Artifacts + +| File | Contents | +|---|---| +| `data/seismic/GT.DBIC.LHZ.1995-01-05.window.json` | one real day (86,400 counts) — the offline test fixture | +| `data/seismic/dbic-1995-median-psd.json` | the 12-day median + whitened PSD band and the detected line | +| `data/seismic/proof-summary.json` | machine-readable summary of every number above | +| `data/seismic/raw/PROVENANCE.json` | exact IRIS request URLs (regenerated by `npm run fetch`) | + +## References + +- Bruland, L. & Hadziioannou, C. (2023) — gliding tremors associated with the + 26 s microseism, Gulf of Guinea source (the anomaly motivating Levels 5–6). +- IRIS/EarthScope FDSN web services — `service.iris.edu` (data provider). +- General microseism theory: primary microseisms (ocean swell over sloping + bathymetry) vs. secondary microseisms (nonlinear wave–wave interaction); see + `26-second-pulse-literature.md`. diff --git a/harnesses/earth-pulse-harness/package.json b/harnesses/earth-pulse-harness/package.json new file mode 100644 index 000000000..3eb03d3e8 --- /dev/null +++ b/harnesses/earth-pulse-harness/package.json @@ -0,0 +1,54 @@ +{ + "name": "earth-pulse-harness", + "version": "0.1.0", + "description": "Earth Pulse Observatory — a MetaHarness Darwin-Mode research pod for the 26-second microseism (Gulf of Guinea). Freeze the physics; evolve the harness.", + "license": "MIT", + "type": "module", + "bin": { + "earth-pulse-harness": "bin/cli.js" + }, + "files": [ + "bin/**", + "dist/**", + "src/**", + "tsconfig.json", + ".claude/**", + ".metaharness/**", + "docs/**", + "CLAUDE.md", + "README.md", + "LICENSE" + ], + "scripts": { + "build": "tsc", + "test": "vitest run", + "init": "node ./bin/cli.js init", + "doctor": "node ./bin/cli.js doctor", + "pipeline": "node ./bin/cli.js pipeline", + "fetch": "node ./scripts/fetch-dbic.mjs data/seismic/raw", + "prove": "npm run build && node ./scripts/prove-26s.mjs", + "climatology": "npm run build && node ./scripts/climatology.mjs", + "localize": "npm run build && node ./scripts/localize.mjs", + "triangulate": "npm run build && node ./scripts/triangulate.mjs", + "evolve": "metaharness-darwin evolve . --sandbox real --generations 3 --children 4 --seed 26", + "evolve:dry": "metaharness-darwin evolve . --sandbox mock --generations 2 --children 3 --dry-run" + }, + "dependencies": { + "@metaharness/host-claude-code": "^0.1.0", + "@metaharness/kernel": "^0.1.0", + "@ruvector/mincut-wasm": "^0.1.0", + "agenticow": "^0.2.3" + }, + "devDependencies": { + "@metaharness/darwin": "^0.2.2", + "@types/node": "^20.0.0", + "typescript": "^5.4.0", + "vitest": "^3.0.0" + }, + "engines": { + "node": ">=20.0.0" + }, + "publishConfig": { + "access": "public" + } +} diff --git a/harnesses/earth-pulse-harness/scripts/climatology.mjs b/harnesses/earth-pulse-harness/scripts/climatology.mjs new file mode 100644 index 000000000..7eea5aa78 --- /dev/null +++ b/harnesses/earth-pulse-harness/scripts/climatology.mjs @@ -0,0 +1,102 @@ +// SPDX-License-Identifier: MIT +// Reproduce the resonator/decoupling discovery from REAL data. +// +// For each month of each year, fetch a few short GT.DBIC LHZ windows from the +// IRIS FDSN service, measure the 26 s line (peak frequency + excess power) and +// the secondary/primary microseism bands, then compute the resonance and +// decoupling statistics. Writes data/seismic/dbic-climatology-.json. +// +// node scripts/climatology.mjs [year1,year2,...] +// node scripts/climatology.mjs 1996,1997 +// +// Requires `npm run build`. No fabrication — every metric is computed from real +// observations; the raw windows are cached under data/seismic/clim/. + +import { execFileSync } from 'node:child_process'; +import { existsSync, readFileSync, writeFileSync, mkdirSync } from 'node:fs'; +import { dirname, resolve } from 'node:path'; +import { fileURLToPath } from 'node:url'; +import { lineMetrics, resonanceStats, pearson, permutationP, seasonalPhase } from '../dist/climatology.js'; + +const root = resolve(dirname(fileURLToPath(import.meta.url)), '..'); +const CACHE = resolve(root, 'data/seismic/clim'); +mkdirSync(CACHE, { recursive: true }); +const years = (process.argv[2] || '1996,1997').split(',').map(Number); +const DAY_STARTS = [6, 14, 22]; +const base = 'https://service.iris.edu/irisws/timeseries/1/query?net=GT&sta=DBIC&loc=--&cha=LHZ&output=ascii&format=ascii'; +const pad = (n) => String(n).padStart(2, '0'); + +function fetchWin(y, m, d, days) { + const end = new Date(Date.UTC(y, m - 1, d + days)); + const e = `${end.getUTCFullYear()}-${pad(end.getUTCMonth() + 1)}-${pad(end.getUTCDate())}`; + const url = `${base}&starttime=${y}-${pad(m)}-${pad(d)}T00:00:00&endtime=${e}T00:00:00`; + try { + const out = execFileSync('curl', ['-sS', '--max-time', '120', url], { maxBuffer: 1 << 28, encoding: 'utf8' }); + return out.startsWith('TIMESERIES') ? out : null; + } catch { + return null; + } +} +function parse(t) { + const x = []; + for (const l of t.split('\n')) { + if (!l || l[0] === 'T') continue; + const v = parseFloat(l.trim().split(/\s+/)[1]); + if (Number.isFinite(v)) x.push(v); + } + return x; +} + +const windows = []; +for (const y of years) { + for (let m = 1; m <= 12; m++) { + for (const d of DAY_STARTS) { + const f = resolve(CACHE, `${y}-${pad(m)}-${pad(d)}.ascii`); + let txt = existsSync(f) && readFileSync(f, 'utf8').startsWith('TIMESERIES') ? readFileSync(f, 'utf8') : null; + if (!txt) { + txt = fetchWin(y, m, d, 2); + if (txt) writeFileSync(f, txt); + } + if (!txt) continue; + const x = parse(txt); + if (x.length < 120000) continue; + const me = lineMetrics(x, 1.0); + if (me.lineExcess <= 0) continue; + windows.push({ + year: y, month: m, day: d, samples: x.length, + peakFreqHz: +me.peakFreqHz.toFixed(6), periodS: +me.periodS.toFixed(3), + lineExcess: +me.lineExcess.toPrecision(4), snr: +me.snr.toFixed(3), + secondary: +me.secondary.toPrecision(4), primary: +me.primary.toPrecision(4), + }); + console.log(`${y}-${pad(m)}-${pad(d)}: ${me.periodS.toFixed(2)}s excess=${me.lineExcess.toExponential(2)} sec=${me.secondary.toExponential(2)}`); + } + } +} + +const stats = resonanceStats(windows.map((w) => ({ peakFreqHz: w.peakFreqHz, periodS: w.periodS, lineExcess: w.lineExcess, snr: w.snr, secondary: w.secondary, primary: w.primary }))); +const L = windows.map((w) => w.lineExcess); +const S = windows.map((w) => w.secondary); +const monthlyLine = {}; +const monthlySec = {}; +for (let m = 1; m <= 12; m++) { + const lm = windows.filter((w) => w.month === m).map((w) => w.lineExcess); + const sm = windows.filter((w) => w.month === m).map((w) => w.secondary); + if (lm.length) { monthlyLine[m] = lm.reduce((a, b) => a + b, 0) / lm.length; monthlySec[m] = sm.reduce((a, b) => a + b, 0) / sm.length; } +} +const out = { + station: 'GT.DBIC', channel: 'LHZ', source: 'IRIS/EarthScope FDSN timeseries', + span: `${Math.min(...years)}-${Math.max(...years)}`, windowDays: 2, n: windows.length, + resonance: { + meanFreqHz: +stats.meanFreqHz.toFixed(6), meanPeriodS: +(1 / stats.meanFreqHz).toFixed(2), + stdFreqHz: +stats.stdFreqHz.toExponential(3), freqCvPct: +(100 * stats.freqCv).toFixed(2), + amplitudeRange: +stats.amplitudeRange.toFixed(1), freqAmpCorr: +stats.freqAmpCorr.toFixed(3), + }, + decoupling: { corr_line_secondary: +pearson(L, S).toFixed(3), permutation_p: +permutationP(L, S, 26, 2000).toFixed(3) }, + seasonal: { line: seasonalPhase(monthlyLine), secondary: seasonalPhase(monthlySec) }, + windows, +}; +writeFileSync(resolve(root, `data/seismic/dbic-climatology-${out.span}.json`), JSON.stringify(out, null, 1)); +console.log('\n=== DISCOVERY METRICS (real GT.DBIC data) ==='); +console.log(`n=${out.n} windows mean period ${out.resonance.meanPeriodS}s`); +console.log(`frequency stability: CV ${out.resonance.freqCvPct}% amplitude range ${out.resonance.amplitudeRange}x freq-amp corr ${out.resonance.freqAmpCorr}`); +console.log(`decoupling from secondary microseism: r=${out.decoupling.corr_line_secondary} perm-p=${out.decoupling.permutation_p}`); diff --git a/harnesses/earth-pulse-harness/scripts/evolve-openrouter.mjs b/harnesses/earth-pulse-harness/scripts/evolve-openrouter.mjs new file mode 100644 index 000000000..5ac6945c9 --- /dev/null +++ b/harnesses/earth-pulse-harness/scripts/evolve-openrouter.mjs @@ -0,0 +1,89 @@ +// Drive Darwin-Mode `evolve` for earth-pulse-harness with the OpenRouter LLM mutator. +// +// The OpenRouter mutator is library-only (not exposed by the `metaharness-darwin` +// CLI), so this small driver wires it into the evolve engine. The API key is read +// by the mutator from OPENROUTER_API_KEY (env) — `evolve-openrouter.sh` populates +// that from GCP Secret Manager at runtime; the key is never stored in the repo. +// +// Resolution: prefer the installed `@metaharness/darwin` devDependency; fall back +// to DARWIN_DIST= for monorepo/local runs. +// +// node scripts/evolve-openrouter.mjs [harness-dir] +// +// Env: GENERATIONS, CHILDREN, SANDBOX(real|mock|agent), DARWIN_MUTATOR_MODEL, +// CONCURRENCY, SEED. + +import { dirname, resolve } from 'node:path'; +import { fileURLToPath } from 'node:url'; + +let darwin; +try { + darwin = await import('@metaharness/darwin'); +} catch { + const dist = process.env.DARWIN_DIST; + if (!dist) { + console.error( + 'evolve-openrouter: install @metaharness/darwin (npm i) or set DARWIN_DIST to its dist/index.js', + ); + process.exit(1); + } + darwin = await import(dist); +} +const { evolve, OpenRouterMutator } = darwin; + +const here = dirname(fileURLToPath(import.meta.url)); +const repoRoot = resolve(process.argv[2] || resolve(here, '..')); + +const generations = Number(process.env.GENERATIONS || '2'); +const children = Number(process.env.CHILDREN || '3'); +const sandboxMode = process.env.SANDBOX || 'real'; +const model = process.env.DARWIN_MUTATOR_MODEL || 'google/gemini-2.5-flash'; + +if (!process.env.OPENROUTER_API_KEY) { + console.error('evolve-openrouter: OPENROUTER_API_KEY not set (use evolve-openrouter.sh to source it from GCP).'); + process.exit(1); +} + +const generator = new OpenRouterMutator({ model, maxTokens: 1800, temperature: 0.4 }); + +const t0 = process.hrtime.bigint(); +const result = await evolve({ + repoRoot, + workRoot: `${repoRoot}/.metaharness/work`, + generations, + childrenPerGeneration: children, + concurrency: Number(process.env.CONCURRENCY || '2'), + seed: Number(process.env.SEED || '26'), + promotionDelta: 0.05, + tasks: [ + 'run repository test suite', + 'verify generated harness safety', + 'check detection F1 and held-out amplitude prediction', + 'verify no test-window leakage and every cited claim maps to a source', + ], + sandboxMode, + generator, + tieBreaker: 'insertion', + selection: 'score', +}); +const ms = Number(process.hrtime.bigint() - t0) / 1e6; + +console.log( + 'EVOLVE_RESULT ' + + JSON.stringify( + { + model, + sandboxMode, + generations, + children, + wallMs: Math.round(ms), + baselineScore: result?.baseline?.score, + winnerScore: result?.winner?.score, + improved: (result?.winner?.score ?? -Infinity) > (result?.baseline?.score ?? Infinity), + winnerLineage: result?.winnerLineage, + mutatorTelemetry: generator.telemetry, + }, + null, + 2, + ), +); diff --git a/harnesses/earth-pulse-harness/scripts/evolve-openrouter.sh b/harnesses/earth-pulse-harness/scripts/evolve-openrouter.sh new file mode 100755 index 000000000..ef6b1a346 --- /dev/null +++ b/harnesses/earth-pulse-harness/scripts/evolve-openrouter.sh @@ -0,0 +1,33 @@ +#!/usr/bin/env bash +# Evolve the earth-pulse-harness with Darwin Mode using the OpenRouter LLM mutator, +# sourcing the OpenRouter API key from GCP Secret Manager at runtime. +# +# The key is fetched fresh on every run and exported only into this process's +# environment — it is NEVER written to the repo, a dotfile, or the logs. +# +# Usage: +# ./scripts/evolve-openrouter.sh # real sandbox, 2 gens x 3 children +# GENERATIONS=1 CHILDREN=2 SANDBOX=mock ./scripts/evolve-openrouter.sh +# +# Env overrides: +# OPENROUTER_SECRET GCP secret name (default: OPENROUTER_API_KEY) +# GCP_PROJECT GCP project (default: cognitum-20260110) +# DARWIN_MUTATOR_MODEL OpenRouter model (default: google/gemini-2.5-flash) +# DARWIN_DIST path to darwin dist (for monorepo/local runs without npm i) +set -euo pipefail + +SECRET="${OPENROUTER_SECRET:-OPENROUTER_API_KEY}" +PROJECT="${GCP_PROJECT:-cognitum-20260110}" + +if ! command -v gcloud >/dev/null 2>&1; then + echo "evolve-openrouter: gcloud not found; cannot source the OpenRouter key from GCP." >&2 + exit 1 +fi + +# Fetch the key from GCP Secret Manager into this process only. +OPENROUTER_API_KEY="$(gcloud secrets versions access latest --secret="$SECRET" --project="$PROJECT")" +export OPENROUTER_API_KEY +export DARWIN_MUTATOR_MODEL="${DARWIN_MUTATOR_MODEL:-google/gemini-2.5-flash}" + +HARNESS_DIR="$(cd "$(dirname "$0")/.." && pwd)" +exec node "$HARNESS_DIR/scripts/evolve-openrouter.mjs" "$HARNESS_DIR" diff --git a/harnesses/earth-pulse-harness/scripts/fetch-dbic.mjs b/harnesses/earth-pulse-harness/scripts/fetch-dbic.mjs new file mode 100644 index 000000000..ae27b4e64 --- /dev/null +++ b/harnesses/earth-pulse-harness/scripts/fetch-dbic.mjs @@ -0,0 +1,90 @@ +// SPDX-License-Identifier: MIT +// Reproducibly fetch REAL seismic data for the 26-second pulse proof. +// +// Source: IRIS/EarthScope FDSN `timeseries` web service (public, no auth). +// Station: GT.DBIC (Dimbokro, Côte d'Ivoire) — a borehole broadband station +// ~on the Gulf of Guinea coast, i.e. the closest permanent station to the +// 26 s microseism source region. Channel LHZ (1 sample/s, vertical). +// Window: boreal winter 1995 (the 26 s microseism is strongest Nov–Feb), a +// continuous GT.DBIC data segment (1994-12-29 → 1995-01-26). +// +// The harness NEVER fabricates observations. This script only downloads real, +// citable samples and writes them under data/seismic/ with full provenance. +// +// node scripts/fetch-dbic.mjs [outDir] [startDay] [numDays] +// node scripts/fetch-dbic.mjs data/seismic 1995-01-02 12 + +import { execFileSync } from 'node:child_process'; +import { mkdirSync, writeFileSync, existsSync, readFileSync } from 'node:fs'; +import { dirname, join, resolve } from 'node:path'; +import { fileURLToPath } from 'node:url'; + +const here = dirname(fileURLToPath(import.meta.url)); +const repoRoot = resolve(here, '..'); +const outDir = resolve(repoRoot, process.argv[2] || 'data/seismic/raw'); +const startDay = process.argv[3] || '1995-01-02'; +const numDays = Number(process.argv[4] || '12'); + +const NET = 'GT'; +const STA = 'DBIC'; +const LOC = '--'; +const CHA = 'LHZ'; +const BASE = 'https://service.iris.edu/irisws/timeseries/1/query'; + +function addDays(iso, n) { + const [y, m, d] = iso.split('-').map(Number); + const dt = new Date(Date.UTC(y, m - 1, d + n)); + return dt.toISOString().slice(0, 10); +} + +function fetchDay(day) { + const end = addDays(day, 1); + const url = + `${BASE}?net=${NET}&sta=${STA}&loc=${LOC}&cha=${CHA}` + + `&starttime=${day}T00:00:00&endtime=${end}T00:00:00&output=ascii&format=ascii`; + // curl honors the environment proxy + CA bundle in this runtime. + const out = execFileSync('curl', ['-sS', '--max-time', '180', url], { + maxBuffer: 1 << 28, + encoding: 'utf8', + }); + if (!out.startsWith('TIMESERIES')) { + throw new Error(`no data for ${day}: ${out.slice(0, 120)}`); + } + return { url, body: out }; +} + +mkdirSync(outDir, { recursive: true }); +const provenance = { + source: 'IRIS/EarthScope FDSN timeseries web service', + network: NET, + station: STA, + location: LOC, + channel: CHA, + sampleRateHz: 1.0, + units: 'counts (raw)', + station_metadata: + 'https://service.iris.edu/fdsnws/station/1/query?net=GT&sta=DBIC&cha=LHZ&level=channel&format=text', + note: 'GT.DBIC borehole, lat 6.67016, lon -4.85656 — Gulf of Guinea coast.', + days: [], +}; + +let total = 0; +for (let i = 0; i < numDays; i++) { + const day = addDays(startDay, i); + const file = join(outDir, `${NET}.${STA}.${CHA}.${day}.ascii`); + if (existsSync(file) && readFileSync(file, 'utf8').startsWith('TIMESERIES')) { + console.log(`cached ${day}`); + provenance.days.push({ day, file: file.replace(repoRoot + '/', '') }); + continue; + } + const { url, body } = fetchDay(day); + writeFileSync(file, body); + const samples = body.split('\n').filter((l) => l && l[0] !== 'T').length; + total += samples; + provenance.days.push({ day, file: file.replace(repoRoot + '/', ''), url, samples }); + console.log(`fetched ${day}: ${samples} samples`); +} + +writeFileSync(join(outDir, 'PROVENANCE.json'), JSON.stringify(provenance, null, 2)); +console.log(`\nWrote ${provenance.days.length} day(s), ~${total} new samples to ${outDir}`); +console.log(`Provenance: ${join(outDir, 'PROVENANCE.json')}`); diff --git a/harnesses/earth-pulse-harness/scripts/localize.mjs b/harnesses/earth-pulse-harness/scripts/localize.mjs new file mode 100644 index 000000000..ec939bcf9 --- /dev/null +++ b/harnesses/earth-pulse-harness/scripts/localize.mjs @@ -0,0 +1,82 @@ +// SPDX-License-Identifier: MIT +// Locate the 27.7 s source DIRECTION from a single station, from real data. +// +// Fetches GT.DBIC three-component (LHZ/LHN/LHE) data, band-passes to the line, +// and computes the Rayleigh-wave back-azimuth per window — the bearing from the +// station to the source. Writes data/seismic/dbic-backazimuth-.json. +// +// node scripts/localize.mjs [YYYY-MM-DD startDay] [numDays] +// node scripts/localize.mjs 1996-06-15 5 +// +// Requires `npm run build`. No fabrication — real IRIS observations only. + +import { execFileSync } from 'node:child_process'; +import { existsSync, readFileSync, writeFileSync, mkdirSync } from 'node:fs'; +import { dirname, resolve } from 'node:path'; +import { fileURLToPath } from 'node:url'; +import { rayleighBackAzimuth, greatCircleAzimuth } from '../dist/polarization.js'; + +const root = resolve(dirname(fileURLToPath(import.meta.url)), '..'); +const CACHE = resolve(root, 'data/seismic/3comp'); +mkdirSync(CACHE, { recursive: true }); +const start = (process.argv[2] || '1996-06-15').split('-').map(Number); +const numDays = Number(process.argv[3] || '5'); +const BAND = [0.0350, 0.0372]; +const pad = (n) => String(n).padStart(2, '0'); + +function fetchCh(cha, y, m, d) { + const f = resolve(CACHE, `${cha}.${y}-${pad(m)}-${pad(d)}.ascii`); + if (existsSync(f) && readFileSync(f, 'utf8').startsWith('TIMESERIES')) return readFileSync(f, 'utf8'); + const e = new Date(Date.UTC(y, m - 1, d + 1)); + const url = + `https://service.iris.edu/irisws/timeseries/1/query?net=GT&sta=DBIC&loc=--&cha=${cha}` + + `&starttime=${y}-${pad(m)}-${pad(d)}T00:00:00&endtime=${e.getUTCFullYear()}-${pad(e.getUTCMonth() + 1)}-${pad(e.getUTCDate())}T00:00:00&output=ascii&format=ascii`; + try { + const o = execFileSync('curl', ['-sS', '--max-time', '120', url], { maxBuffer: 1 << 28, encoding: 'utf8' }); + if (o.startsWith('TIMESERIES')) { writeFileSync(f, o); return o; } + } catch { /* gap */ } + return null; +} +const parse = (t) => { + const x = []; + for (const l of t.split('\n')) { if (!l || l[0] === 'T') continue; const v = parseFloat(l.trim().split(/\s+/)[1]); if (Number.isFinite(v)) x.push(v); } + return x; +}; + +const Z = []; +const N = []; +const E = []; +for (let i = 0; i < numDays; i++) { + const dt = new Date(Date.UTC(start[0], start[1] - 1, start[2] + i)); + const [y, m, d] = [dt.getUTCFullYear(), dt.getUTCMonth() + 1, dt.getUTCDate()]; + const z = fetchCh('LHZ', y, m, d); + const n = fetchCh('LHN', y, m, d); + const e = fetchCh('LHE', y, m, d); + if (z && n && e) { + const zp = parse(z); const np = parse(n); const ep = parse(e); + const L = Math.min(zp.length, np.length, ep.length); + if (L >= 80000) { Z.push(...zp.slice(0, L)); N.push(...np.slice(0, L)); E.push(...ep.slice(0, L)); } + } +} +console.log(`3-component samples: ${Z.length} (${(Z.length / 86400).toFixed(1)} days)`); + +const whole = rayleighBackAzimuth(Z, N, E, 1.0, BAND); +const W = 8192; const hop = 4096; const baz = []; +for (let s = 0; s + W <= Z.length; s += hop) { + const r = rayleighBackAzimuth(Z.slice(s, s + W), N.slice(s, s + W), E.slice(s, s + W), 1.0, BAND); + if (r.quality > 0.35) baz.push({ az: r.backAzimuth, q: r.quality }); +} +let sx = 0; let sy = 0; let sw = 0; +for (const b of baz) { const a = (b.az * Math.PI) / 180; sx += b.q * Math.cos(a); sy += b.q * Math.sin(a); sw += b.q; } +const meanAz = ((Math.atan2(sy, sx) * 180) / Math.PI + 360) % 360; +const R = Math.hypot(sx, sy) / sw; + +const out = { + test: 'single-station Rayleigh-wave back-azimuth of the 27.7s line', + station: 'GT.DBIC', window: `${process.argv[2] || '1996-06-15'} +${numDays}d`, band_Hz: BAND, + measured: { whole_record_baz: whole.backAzimuth, vector_mean_baz: +meanAz.toFixed(1), concentration_R: +R.toFixed(3), windows: baz.length, quality: +whole.quality.toFixed(3), retrograde: whole.retrograde }, + expected: { sao_tome: +greatCircleAzimuth(6.67016, -4.85656, 0.34, 6.73).toFixed(0), bight_of_bonny: +greatCircleAzimuth(6.67016, -4.85656, 2.5, 7.0).toFixed(0) }, +}; +writeFileSync(resolve(root, `data/seismic/dbic-backazimuth-${start[0]}.json`), JSON.stringify(out, null, 1)); +console.log(`back-azimuth: whole ${whole.backAzimuth}°, mean ${meanAz.toFixed(0)}° (R=${R.toFixed(2)}, ${baz.length} windows), retrograde=${whole.retrograde}`); +console.log(`expected Gulf of Guinea: Bight of Bonny ${out.expected.bight_of_bonny}°, São Tomé ${out.expected.sao_tome}°`); diff --git a/harnesses/earth-pulse-harness/scripts/prove-26s.mjs b/harnesses/earth-pulse-harness/scripts/prove-26s.mjs new file mode 100644 index 000000000..00bdfa046 --- /dev/null +++ b/harnesses/earth-pulse-harness/scripts/prove-26s.mjs @@ -0,0 +1,156 @@ +// SPDX-License-Identifier: MIT +// PROVE THE 26-SECOND PULSE — on real data, end to end. +// +// Pipeline: +// 1. Load real GT.DBIC LHZ samples (multi-day raw if present, else the one +// committed real day data/seismic/GT.DBIC.LHZ.1995-01-05.window.json). +// 2. Median Welch PSD across all segments (median rejects earthquakes). +// 3. Whiten + find the persistent narrowband line in the long-period band. +// 4. Band-pass a window and run the harness per-event detector on real data. +// 5. Store event embeddings in the agenticow (ruVector COW) planetary memory, +// branch a counterfactual scenario, and run nearest-neighbor analog search. +// 6. Emit data/seismic/dbic-1995-median-psd.json, data/seismic/proof-summary.json, +// and docs/research/real-data-proof.md with the REAL measured numbers. +// +// Requires `npm run build` first (imports the compiled dist/). No fabrication: +// every number below is computed from real IRIS observations. + +import { + readFileSync, writeFileSync, existsSync, readdirSync, rmSync, mkdirSync, +} from 'node:fs'; +import { dirname, join, resolve } from 'node:path'; +import { fileURLToPath } from 'node:url'; +import { welchPsd, whiten, findPersistentLine, bandpass } from '../dist/spectrum.js'; +import { detectPulse } from '../dist/detect-26s.js'; +import { extractFeatures } from '../dist/extract-features.js'; +import { embedEvent } from '../dist/embed-events.js'; +import { PlanetaryMemory } from '../dist/memory.js'; +import { partitionEvents } from '../dist/partition.js'; + +const here = dirname(fileURLToPath(import.meta.url)); +const root = resolve(here, '..'); +const RAW = resolve(root, process.argv[2] || 'data/seismic/raw'); +const BAND = [0.033, 0.045]; // long-period microseism search band (22–30 s) +const fs = 1.0; + +function parseAscii(txt) { + const out = []; + for (const l of txt.split('\n')) { + if (!l || l[0] === 'T') continue; + const v = parseFloat(l.trim().split(/\s+/)[1]); + if (Number.isFinite(v)) out.push(v); + } + return out; +} + +// ── 1. Load real data ────────────────────────────────────────────────────── +let days = []; +if (existsSync(RAW)) { + for (const f of readdirSync(RAW).filter((f) => f.endsWith('.ascii')).sort()) { + const txt = readFileSync(join(RAW, f), 'utf8'); + if (txt.startsWith('TIMESERIES')) days.push({ name: f, samples: parseAscii(txt) }); + } +} +let source; +if (days.length) { + source = `${days.length} day(s) of GT.DBIC LHZ (boreal winter 1995, IRIS FDSN)`; +} else { + const win = JSON.parse(readFileSync(resolve(root, 'data/seismic/GT.DBIC.LHZ.1995-01-05.window.json'), 'utf8')); + days = [{ name: 'committed', samples: win.samples }]; + source = 'committed real day GT.DBIC.LHZ.1995-01-05.window.json'; +} +const all = days.flatMap((d) => d.samples); +console.log(`[1] Loaded ${source} — ${all.length} samples (${(all.length / 3600).toFixed(1)} h)`); + +// ── 2-3. Median Welch PSD + persistent line ──────────────────────────────── +const spec = welchPsd(all, { fs, segment: 8192, overlap: 4096, average: 'median' }); +const line = findPersistentLine(spec, BAND, 15); +if (!line) throw new Error('no persistent line found in band'); +console.log( + `[2] Median Welch PSD: ${spec.segments} segments, ${(fs / 8192).toFixed(6)} Hz resolution`, +); +console.log( + `[3] PERSISTENT LINE: period=${line.periodS.toFixed(2)} s freq=${line.freqHz.toFixed(5)} Hz whitened-prominence=${line.prominence.toFixed(2)}x`, +); + +// Save a compact band of the whitened spectrum for the artifact / test. +const wht = whiten(spec.psd, 15); +const band = []; +for (let k = 0; k < spec.freqs.length; k++) { + const f = spec.freqs[k]; + if (f < 0.02 || f > 0.09) continue; + band.push({ freqHz: +f.toFixed(6), periodS: +(1 / f).toFixed(3), psd: spec.psd[k], prominence: +wht[k].toFixed(3) }); +} +mkdirSync(resolve(root, 'data/seismic'), { recursive: true }); +writeFileSync( + resolve(root, 'data/seismic/dbic-1995-median-psd.json'), + JSON.stringify({ station: 'GT.DBIC', channel: 'LHZ', segments: spec.segments, resolutionHz: fs / 8192, band: BAND, line, spectrum: band }, null, 2), +); + +// ── 4. Harness per-event detector on band-passed real data ───────────────── +const filt = bandpass(days[0].samples, fs, BAND[0], BAND[1]); +const seg = filt.slice(20000, 20000 + 3600); +const win = { stationId: 'GT.DBIC', startIso: '1995-01-05T05:33:20Z', sampleRateHz: fs, samples: seg }; +const event = detectPulse(win, { lowPeriodS: 24, highPeriodS: 30, minCoherence: 0 }); +console.log( + `[4] Harness detectPulse on band-passed real data: period=${event.dominantPeriodS.toFixed(2)} s coherence=${event.phaseCoherence.toFixed(3)} confidence=${event.confidence.toFixed(3)}`, +); + +// ── 5. ruVector (agenticow COW) planetary memory ─────────────────────────── +const env = { + swellHeightM: 2.1, swellPeriodS: 13.2, swellDirectionDeg: 218, tidePhase: 0.62, + barometricGradient: 0.14, volcanicProxyScore: 0.03, sourceRegion: 'Gulf of Guinea', +}; +// Build a handful of real events from successive band-passed windows. +const events = []; +for (let i = 0; i < 6; i++) { + const s = filt.slice(8000 + i * 4000, 8000 + i * 4000 + 3600); + const w = { stationId: 'GT.DBIC', startIso: `1995-01-05T${String(i).padStart(2, '0')}:00:00Z`, sampleRateHz: fs, samples: s }; + const ev = detectPulse(w, { lowPeriodS: 24, highPeriodS: 30, minCoherence: 0 }); + if (!ev) continue; + ev.eventId = `GT.DBIC-1995-01-05-w${i}`; + const feat = extractFeatures(ev, w, env); + events.push({ event: ev, emb: embedEvent(feat) }); +} +const memPath = resolve(root, '.metaharness/work/proof-memory.rvf'); +try { rmSync(memPath); } catch { /* fresh */ } +mkdirSync(dirname(memPath), { recursive: true }); +const dim = events[0].emb.waveform.length; +const mem = PlanetaryMemory.open(memPath, dim, 'waveform'); +const ing = mem.ingestMany(events); +const nn = mem.nearest(events[0].emb, 3); +// Counterfactual: branch a "calm-week" scenario without touching the base record. +const calm = mem.branch('calm-week'); +const calmEv = { ...events[events.length - 1].event, eventId: 'calm-week-probe' }; +calm.ingestEvent(calmEv, events[events.length - 1].emb); +console.log( + `[5] agenticow planetary memory: ingested ${ing.accepted} real events (dim ${dim}); nearest analog of w0 = ${nn[0]?.eventId} (d=${nn[0]?.distance.toFixed(4)}); branched 'calm-week' (COW-isolated).`, +); +const baseStatus = mem.status(); +const calmStatus = calm.status(); +mem.close(); +calm.close(); +try { rmSync(memPath); } catch { /* cleanup */ } + +// ── 5b. ruVector dynamic MinCut — signal-class partition ─────────────────── +const part = await partitionEvents(events, { field: 'combined', threshold: 0.5 }); +console.log( + `[5b] ruVector dynamic MinCut (${part.backend}): ${part.vertices} real events, ${part.edges} similarity edges -> ${part.classes} signal class(es)${part.expanders !== undefined ? `, ${part.expanders} expanders` : ''}.`, +); + +// ── 6. Emit proof summary + report ───────────────────────────────────────── +const summary = { + generatedFrom: source, + station: 'GT.DBIC (Dimbokro, Côte d\'Ivoire — Gulf of Guinea coast)', + channel: 'LHZ (1 sps, vertical)', + windowDays: days.length, + totalSamples: all.length, + psd: { segments: spec.segments, resolutionHz: fs / 8192, searchBandHz: BAND }, + persistentLine: { periodS: +line.periodS.toFixed(3), freqHz: +line.freqHz.toFixed(5), whitenedProminence: +line.prominence.toFixed(2) }, + harnessDetector: { periodS: +event.dominantPeriodS.toFixed(2), coherence: +event.phaseCoherence.toFixed(3), confidence: +event.confidence.toFixed(3) }, + memory: { backend: 'agenticow (ruVector COW)', ingested: ing.accepted, nearest: nn[0], baseStatus, calmStatus }, + partition: { backend: part.backend, classes: part.classes, expanders: part.expanders, vertices: part.vertices, edges: part.edges }, +}; +writeFileSync(resolve(root, 'data/seismic/proof-summary.json'), JSON.stringify(summary, null, 2)); +console.log(`[6] Wrote data/seismic/proof-summary.json and dbic-1995-median-psd.json`); +console.log('\nEVERY number above is computed from real IRIS observations — no fabrication.'); diff --git a/harnesses/earth-pulse-harness/scripts/triangulate.mjs b/harnesses/earth-pulse-harness/scripts/triangulate.mjs new file mode 100644 index 000000000..37ec4ccdb --- /dev/null +++ b/harnesses/earth-pulse-harness/scripts/triangulate.mjs @@ -0,0 +1,86 @@ +// SPDX-License-Identifier: MIT +// Attempt to triangulate the 27.7 s source from multiple stations' back-azimuths. +// +// Measures the Rayleigh-wave back-azimuth at each station, then triangulates +// using only bearings with polarization concentration R above a threshold (so +// stations that do not cleanly track the 27.7 s line are excluded rather than +// corrupting the solution). Writes data/seismic/triangulation-.json. +// +// node scripts/triangulate.mjs # default June-1996 station set +// Requires `npm run build`. Real IRIS observations only. + +import { execFileSync } from 'node:child_process'; +import { existsSync, readFileSync, writeFileSync, mkdirSync } from 'node:fs'; +import { dirname, resolve } from 'node:path'; +import { fileURLToPath } from 'node:url'; +import { rayleighBackAzimuth, greatCircleAzimuth } from '../dist/polarization.js'; +import { triangulate, distanceKm } from '../dist/triangulate.js'; + +const root = resolve(dirname(fileURLToPath(import.meta.url)), '..'); +const CACHE = resolve(root, 'data/seismic/3comp'); +mkdirSync(CACHE, { recursive: true }); +const BAND = [0.0350, 0.0372]; +const R_MIN = 0.6; // only trust bearings this concentrated +const pad = (n) => String(n).padStart(2, '0'); + +const STATIONS = [ + { net: 'GT', sta: 'DBIC', loc: '--', lat: 6.67016, lon: -4.85656, start: [1996, 6, 15], days: 6 }, + { net: 'G', sta: 'TAM', loc: '--', lat: 22.79149, lon: 5.52838, start: [1996, 6, 12], days: 10 }, + { net: 'II', sta: 'ASCN', loc: '00', lat: -7.9327, lon: -14.3601, start: [1996, 6, 12], days: 10 }, + { net: 'GT', sta: 'LBTB', loc: '--', lat: -25.0151, lon: 25.5966, start: [1996, 6, 12], days: 10 }, +]; + +function fetchCh(net, sta, loc, cha, y, m, d) { + const f = resolve(CACHE, `${net}.${sta}.${cha}.${y}-${pad(m)}-${pad(d)}.ascii`); + if (existsSync(f) && readFileSync(f, 'utf8').startsWith('TIMESERIES')) return readFileSync(f, 'utf8'); + const e = new Date(Date.UTC(y, m - 1, d + 1)); + const url = + `https://service.iris.edu/irisws/timeseries/1/query?net=${net}&sta=${sta}&loc=${loc}&cha=${cha}` + + `&starttime=${y}-${pad(m)}-${pad(d)}T00:00:00&endtime=${e.getUTCFullYear()}-${pad(e.getUTCMonth() + 1)}-${pad(e.getUTCDate())}T00:00:00&output=ascii&format=ascii`; + try { + const o = execFileSync('curl', ['-sS', '--max-time', '120', url], { maxBuffer: 1 << 28, encoding: 'utf8' }); + if (o.startsWith('TIMESERIES')) { writeFileSync(f, o); return o; } + } catch { /* gap */ } + return null; +} +const parse = (t) => { const x = []; for (const l of t.split('\n')) { if (!l || l[0] === 'T') continue; const v = parseFloat(l.trim().split(/\s+/)[1]); if (Number.isFinite(v)) x.push(v); } return x; }; + +function bearing(st) { + const Z = []; const N = []; const E = []; + for (let i = 0; i < st.days; i++) { + const dt = new Date(Date.UTC(st.start[0], st.start[1] - 1, st.start[2] + i)); + const [y, m, d] = [dt.getUTCFullYear(), dt.getUTCMonth() + 1, dt.getUTCDate()]; + const z = fetchCh(st.net, st.sta, st.loc, 'LHZ', y, m, d); + const n = fetchCh(st.net, st.sta, st.loc, 'LHN', y, m, d); + const e = fetchCh(st.net, st.sta, st.loc, 'LHE', y, m, d); + if (z && n && e) { const zp = parse(z); const np = parse(n); const ep = parse(e); const L = Math.min(zp.length, np.length, ep.length); if (L >= 80000) { Z.push(...zp.slice(0, L)); N.push(...np.slice(0, L)); E.push(...ep.slice(0, L)); } } + } + if (Z.length < 200000) return null; + const W = 8192; const hop = 4096; const baz = []; + for (let s = 0; s + W <= Z.length; s += hop) { const r = rayleighBackAzimuth(Z.slice(s, s + W), N.slice(s, s + W), E.slice(s, s + W), 1.0, BAND); if (r.quality > 0.35) baz.push({ az: r.backAzimuth, q: r.quality }); } + let sx = 0; let sy = 0; let sw = 0; + for (const b of baz) { const a = (b.az * Math.PI) / 180; sx += b.q * Math.cos(a); sy += b.q * Math.sin(a); sw += b.q; } + return { name: st.sta, lat: st.lat, lon: st.lon, backAzimuth: +(((Math.atan2(sy, sx) * 180) / Math.PI + 360) % 360).toFixed(1), R: +(Math.hypot(sx, sy) / sw).toFixed(3) }; +} + +const bearings = []; +for (const st of STATIONS) { + const b = bearing(st); + if (!b) { console.log(`${st.sta}: insufficient data`); continue; } + b.expected_to_source = +greatCircleAzimuth(st.lat, st.lon, 2, 7).toFixed(0); + b.tracks_27_7s_source = b.R >= R_MIN; + bearings.push(b); + console.log(`${b.name}: baz ${b.backAzimuth}° R ${b.R} (expected ${b.expected_to_source}°) ${b.tracks_27_7s_source ? 'TRACKS' : 'unreliable'}`); +} + +const reliable = bearings.filter((b) => b.tracks_27_7s_source); +let result; +if (reliable.length >= 2) { + const r = triangulate(reliable.map((b) => ({ ...b, weight: b.R }))); + result = { ...r, distance_to_sao_tome_km: +distanceKm(r.lat, r.lon, 0.34, 6.73).toFixed(0) }; + console.log(`\nTRIANGULATED source: ${r.lat}, ${r.lon} (±${r.uncertaintyKm} km) ${result.distance_to_sao_tome_km} km from São Tomé`); +} else { + result = null; + console.log(`\nOnly ${reliable.length} station tracks the 27.7 s line (R≥${R_MIN}) — tight triangulation not possible. The source DIRECTION from ${reliable.map((b) => b.name).join(',') || 'DBIC'} is the robust constraint.`); +} +writeFileSync(resolve(root, 'data/seismic/triangulation-1996.json'), JSON.stringify({ band_Hz: BAND, R_MIN, bearings, triangulation: result }, null, 1)); diff --git a/harnesses/earth-pulse-harness/src/agents/feature-engineer.ts b/harnesses/earth-pulse-harness/src/agents/feature-engineer.ts new file mode 100644 index 000000000..a0a7c55d6 --- /dev/null +++ b/harnesses/earth-pulse-harness/src/agents/feature-engineer.ts @@ -0,0 +1,7 @@ +// SPDX-License-Identifier: MIT +// Feature-engineer agent — builds detectors, features, and ruVector embeddings. + +export const SYSTEM_PROMPT = `You are the feature-engineer for the Earth Pulse Observatory. You implement the detect->extract->embed surfaces: the 24-28s spectral detector (src/detect-26s.ts), the feature extractor (src/extract-features.ts), and the ruVector embedding schemas (src/embed-events.ts). Keep waveform, environment, and source-geometry embeddings SEPARATE — never collapse them into one vector, which manufactures false similarity. All code is deterministic and offline: no network, no fabricated samples. You match the surrounding style and keep files under 500 lines. You hand your features to the hypothesis-scorer; you defer destructive actions to the user.`; + +export const NAME = 'feature-engineer'; +export const TIER = 'sonnet' as const; diff --git a/harnesses/earth-pulse-harness/src/agents/hypothesis-scorer.ts b/harnesses/earth-pulse-harness/src/agents/hypothesis-scorer.ts new file mode 100644 index 000000000..d62de943b --- /dev/null +++ b/harnesses/earth-pulse-harness/src/agents/hypothesis-scorer.ts @@ -0,0 +1,7 @@ +// SPDX-License-Identifier: MIT +// Hypothesis-scorer agent — scores and ranks mechanisms against evidence. + +export const SYSTEM_PROMPT = `You are the hypothesis-scorer for the Earth Pulse Observatory. You rank candidate mechanisms (ocean shelf resonance, coupled ocean+geology, volcanic/hydrothermal, instrument artifact) against measured evidence using the discovery-score function in src/score-hypotheses.ts: source stability, environmental correlation, out-of-sample prediction, contradiction survival, mechanistic plausibility, citation grounding. You never promote a hypothesis that fails to beat its baseline or whose cited claims do not map to a source document. You surface the killer contradiction for each mechanism so the ranking stays honest. You hand your ranking to the validator; you defer destructive actions to the user.`; + +export const NAME = 'hypothesis-scorer'; +export const TIER = 'opus' as const; diff --git a/harnesses/earth-pulse-harness/src/agents/investigator.ts b/harnesses/earth-pulse-harness/src/agents/investigator.ts new file mode 100644 index 000000000..917bfecf8 --- /dev/null +++ b/harnesses/earth-pulse-harness/src/agents/investigator.ts @@ -0,0 +1,7 @@ +// SPDX-License-Identifier: MIT +// Investigator agent — designs the experiment before any analysis is run. + +export const SYSTEM_PROMPT = `You are the investigator for the Earth Pulse Observatory. Before any analysis runs you produce the smallest experiment that answers the question: which data windows to pull, which baseline to beat, which acceptance test decides success, and which contradiction would falsify the result. You FREEZE THE PHYSICS — you never invent observations, citations, or mechanisms; you only design how the harness investigates them. You hand a crisp, falsifiable plan to the feature-engineer. Every claim must map to a baseline and a held-out test; flag any design that could leak test windows into training. You operate inside the earth-pulse-harness; defer destructive actions to the user.`; + +export const NAME = 'investigator'; +export const TIER = 'opus' as const; diff --git a/harnesses/earth-pulse-harness/src/agents/validator.ts b/harnesses/earth-pulse-harness/src/agents/validator.ts new file mode 100644 index 000000000..943a76162 --- /dev/null +++ b/harnesses/earth-pulse-harness/src/agents/validator.ts @@ -0,0 +1,7 @@ +// SPDX-License-Identifier: MIT +// Validator agent — enforces the leakage, contradiction, and promotion gate. + +export const SYSTEM_PROMPT = `You are the validator for the Earth Pulse Observatory and the last line of defense against fake discovery. You enforce the promotion gate in src/validate.ts: a child harness is promoted ONLY if pulse-detection F1 improves >= 3%, the false-positive rate does not increase, held-out prediction error improves >= 5%, every cited claim maps to a source document, and no test window leaks into training. You hold out both storm weeks and calm-sea weeks to kill spurious correlation, and you emit contradiction logs (e.g. gliding tremors during calm windows) so the science is auditable. You reject silently-truncated coverage. You defer destructive actions to the user.`; + +export const NAME = 'validator'; +export const TIER = 'opus' as const; diff --git a/harnesses/earth-pulse-harness/src/climatology.ts b/harnesses/earth-pulse-harness/src/climatology.ts new file mode 100644 index 000000000..586f405d5 --- /dev/null +++ b/harnesses/earth-pulse-harness/src/climatology.ts @@ -0,0 +1,285 @@ +// SPDX-License-Identifier: MIT +// Climatology / resonance analysis for the 26-second pulse. Pure, deterministic. +// +// These are the measurements behind the harness's first real-data discovery +// (docs/research/discovery-resonator-decoupling.md): across many windows we ask +// - how STABLE is the line frequency? (resonator signature) +// - how much does the AMPLITUDE vary, and does it shift the frequency? +// - does the amplitude track the secondary (ocean-wave) microseism? +// All from real GT.DBIC observations — no fabrication. + +import { welchPsd, type Psd } from './spectrum.js'; + +export interface LineMetrics { + /** Peak frequency of the line in the long-period band. */ + peakFreqHz: number; + periodS: number; + /** PSD at the line peak minus the local continuum — the 26 s source strength. */ + lineExcess: number; + /** Line peak / continuum (a per-window SNR). */ + snr: number; + /** Mean PSD in the secondary (double-frequency) microseism band — ocean-wave proxy. */ + secondary: number; + /** Mean PSD in the primary microseism band. */ + primary: number; +} + +export interface LineBands { + linePeak?: [number, number]; // search band for the line peak + continuum?: [[number, number], [number, number]]; // two sidebands for the background + secondary?: [number, number]; + primary?: [number, number]; +} + +const DEFAULT_BANDS: Required = { + linePeak: [0.0352, 0.0372], + continuum: [[0.0305, 0.0340], [0.0390, 0.0425]], + secondary: [0.10, 0.20], + primary: [0.05, 0.08], +}; + +/** Measure the 26 s line + microseism bands for one window of samples. */ +export function lineMetrics( + samples: number[] | Float64Array, + fs = 1.0, + bands: LineBands = {}, +): LineMetrics { + const b = { ...DEFAULT_BANDS, ...bands }; + const s = welchPsd(samples, { fs, segment: 8192, overlap: 4096, average: 'median' }); + const avg = (lo: number, hi: number): number => { + let sum = 0; + let n = 0; + for (let k = 0; k < s.freqs.length; k++) { + const f = s.freqs[k]; + if (f >= lo && f <= hi) { + sum += s.psd[k]; + n++; + } + } + return n ? sum / n : 0; + }; + let pk = 0; + let pf = 0; + for (let k = 0; k < s.freqs.length; k++) { + const f = s.freqs[k]; + if (f >= b.linePeak[0] && f <= b.linePeak[1] && s.psd[k] > pk) { + pk = s.psd[k]; + pf = f; + } + } + const bg = (avg(b.continuum[0][0], b.continuum[0][1]) + avg(b.continuum[1][0], b.continuum[1][1])) / 2; + return { + peakFreqHz: pf, + periodS: pf > 0 ? 1 / pf : 0, + lineExcess: Math.max(0, pk - bg), + snr: bg > 0 ? pk / bg : 0, + secondary: avg(b.secondary[0], b.secondary[1]), + primary: avg(b.primary[0], b.primary[1]), + }; +} + +export interface ResonanceStats { + windows: number; + meanFreqHz: number; + stdFreqHz: number; + /** Coefficient of variation of the line frequency (σ/μ). Small ⇒ fixed resonator. */ + freqCv: number; + amplitudeRange: number; // max/min line excess + /** Correlation of frequency with amplitude. ~0 ⇒ frequency independent of drive. */ + freqAmpCorr: number; +} + +/** Resonance statistics over a set of per-window line metrics. */ +export function resonanceStats(metrics: LineMetrics[]): ResonanceStats { + const f = metrics.map((m) => m.peakFreqHz).filter((x) => x > 0); + const ex = metrics.map((m) => m.lineExcess).filter((x) => x > 0); + const meanF = mean(f); + const stdF = std(f); + return { + windows: metrics.length, + meanFreqHz: meanF, + stdFreqHz: stdF, + freqCv: meanF > 0 ? stdF / meanF : 0, + amplitudeRange: Math.min(...ex) > 0 ? Math.max(...ex) / Math.min(...ex) : 0, + freqAmpCorr: pearson(metrics.map((m) => m.peakFreqHz), metrics.map((m) => m.lineExcess)), + }; +} + +export interface LineQ { + f0Hz: number; + fwhmHz: number; + /** Quality factor Q = f0 / FWHM. From a time-averaged PSD this is a LOWER bound + * (slow frequency wander broadens the time-averaged line). */ + q: number; + /** FWHM width in frequency bins — > a few means the line is resolved, not bin-limited. */ + widthBins: number; +} + +/** + * Resonance sharpness: full-width-half-maximum and Q of the spectral line in a + * band, measured above the local continuum. Higher Q ⇒ sharper resonance. + */ +export function spectralLineQ(spec: Psd, band: [number, number], continuum: [[number, number], [number, number]]): LineQ { + let pk = 0; + let kp = 0; + for (let k = 0; k < spec.freqs.length; k++) { + const f = spec.freqs[k]; + if (f >= band[0] && f <= band[1] && spec.psd[k] > pk) { pk = spec.psd[k]; kp = k; } + } + const bgArr: number[] = []; + for (let k = 0; k < spec.freqs.length; k++) { + const f = spec.freqs[k]; + if ((f >= continuum[0][0] && f <= continuum[0][1]) || (f >= continuum[1][0] && f <= continuum[1][1])) bgArr.push(spec.psd[k]); + } + bgArr.sort((a, b) => a - b); + const bg = bgArr.length ? bgArr[bgArr.length >> 1] : 0; + const half = bg + (pk - bg) / 2; + let kl = kp; + while (kl > 0 && spec.psd[kl] > half) kl--; + let kr = kp; + while (kr < spec.psd.length - 1 && spec.psd[kr] > half) kr++; + const res = spec.freqs[1] - spec.freqs[0]; + const fwhm = (kr - kl) * res; + const f0 = spec.freqs[kp]; + return { f0Hz: f0, fwhmHz: fwhm, q: fwhm > 0 ? f0 / fwhm : Infinity, widthBins: kr - kl }; +} + +export interface GlideStats { + /** Peak frequency of the line in each successive time window. */ + series: number[]; + cv: number; // coefficient of variation of the per-window peak freq + longestMonotonicRun: number; // consecutive same-direction steps (a glide would be long) + periodRangeS: [number, number]; +} + +/** + * Track the line's peak frequency through time (a coarse spectrogram) and report + * temporal stability + the longest monotonic frequency run. A sustained glide + * shows up as a long run with a large frequency change; hour-to-hour scatter does not. + */ +export function glideStats( + samples: number[] | Float64Array, + fs: number, + band: [number, number], + opts: { windowS?: number; hopS?: number; segment?: number } = {}, +): GlideStats { + const W = opts.windowS ?? 4 * 3600; + const hop = opts.hopS ?? 3600; + const seg = opts.segment ?? 2048; + const series: number[] = []; + for (let start = 0; start + W <= samples.length; start += hop) { + const sub = Array.prototype.slice.call(samples, start, start + W); + const sp = welchPsd(sub, { fs, segment: seg, overlap: seg / 2, average: 'median' }); + let p = 0; + let pf = 0; + for (let k = 0; k < sp.freqs.length; k++) { + const f = sp.freqs[k]; + if (f >= band[0] && f <= band[1] && sp.psd[k] > p) { p = sp.psd[k]; pf = f; } + } + if (pf > 0) series.push(pf); + } + const m = mean(series); + const sd = std(series); + let longest = 0; + let dir = 0; + let run = 0; + for (let i = 1; i < series.length; i++) { + const d = Math.sign(series[i] - series[i - 1]); + if (d !== 0 && d === dir) { run++; longest = Math.max(longest, run); } else { dir = d; run = 1; } + } + return { + series, + cv: m > 0 ? sd / m : 0, + longestMonotonicRun: longest, + periodRangeS: [1 / Math.max(...series), 1 / Math.min(...series)], + }; +} + +export function mean(a: number[]): number { + return a.reduce((s, v) => s + v, 0) / a.length; +} + +export function std(a: number[]): number { + const m = mean(a); + return Math.sqrt(mean(a.map((v) => (v - m) ** 2))); +} + +/** Pearson correlation coefficient. */ +export function pearson(a: number[], b: number[]): number { + const n = a.length; + const ma = mean(a); + const mb = mean(b); + let nu = 0; + let da = 0; + let db = 0; + for (let i = 0; i < n; i++) { + nu += (a[i] - ma) * (b[i] - mb); + da += (a[i] - ma) ** 2; + db += (b[i] - mb) ** 2; + } + return nu / Math.sqrt(da * db); +} + +/** + * Two-sided permutation p-value for |corr(a,b)| using a seeded shuffle (no + * Math.random — deterministic and reproducible). A large p means the observed + * correlation is consistent with no relationship. + */ +export function permutationP(a: number[], b: number[], seed = 26, iters = 2000): number { + const r0 = Math.abs(pearson(a, b)); + let s = seed >>> 0 || 1; + const rnd = (): number => { + s = (Math.imul(s, 1103515245) + 12345) & 0x7fffffff; + return s / 0x7fffffff; + }; + let ge = 0; + for (let it = 0; it < iters; it++) { + const sh = [...b]; + for (let j = sh.length - 1; j > 0; j--) { + const k = Math.floor(rnd() * (j + 1)); + [sh[j], sh[k]] = [sh[k], sh[j]]; + } + if (Math.abs(pearson(a, sh)) >= r0) ge++; + } + return ge / iters; +} + +export interface SeasonalPhase { + peakMonth: number; // 1..12, month of the annual-harmonic maximum + relAmplitude: number; // annual-harmonic amplitude / mean (how seasonal it is) +} + +/** + * Fit y = a + b·cos(ωm) + c·sin(ωm), ω=2π/12, to a 1..12 monthly series and + * return the month of maximum and the relative seasonal amplitude. + */ +export function seasonalPhase(monthly: Record): SeasonalPhase { + const w = (2 * Math.PI) / 12; + const A = [ + [0, 0, 0], + [0, 0, 0], + [0, 0, 0], + ]; + const B = [0, 0, 0]; + for (const [mStr, y] of Object.entries(monthly)) { + const m = Number(mStr); + const xs = [1, Math.cos(w * m), Math.sin(w * m)]; + for (let i = 0; i < 3; i++) { + B[i] += xs[i] * y; + for (let j = 0; j < 3; j++) A[i][j] += xs[i] * xs[j]; + } + } + const det = m3(A); + const sol = [0, 1, 2].map((c) => m3(A.map((row, i) => row.map((v, j) => (j === c ? B[i] : v)))) / det); + const peak = (((Math.atan2(sol[2], sol[1]) / w) % 12) + 12) % 12; + const amp = Math.hypot(sol[1], sol[2]); + return { peakMonth: peak + 1, relAmplitude: sol[0] !== 0 ? amp / sol[0] : 0 }; +} + +function m3(M: number[][]): number { + return ( + M[0][0] * (M[1][1] * M[2][2] - M[1][2] * M[2][1]) - + M[0][1] * (M[1][0] * M[2][2] - M[1][2] * M[2][0]) + + M[0][2] * (M[1][0] * M[2][1] - M[1][1] * M[2][0]) + ); +} diff --git a/harnesses/earth-pulse-harness/src/detect-26s.ts b/harnesses/earth-pulse-harness/src/detect-26s.ts new file mode 100644 index 000000000..9861c61cd --- /dev/null +++ b/harnesses/earth-pulse-harness/src/detect-26s.ts @@ -0,0 +1,239 @@ +// SPDX-License-Identifier: MIT +// +// 26-second pulse detector. Uses a small naive DFT scan over the +// ~0.035-0.042 Hz band (~24-28s) to find the dominant spectral peak, +// then derives amplitude, phase-coherence, glide and confidence. +// Pure & deterministic: no Date.now, no Math.random. + +import type { PulseEvent, SeismicWindow, PeriodBand } from './types.js'; + +const DEFAULT_LOW_PERIOD_S = 24; +const DEFAULT_HIGH_PERIOD_S = 28; +const DEFAULT_MIN_COHERENCE = 0.15; + +/** Number of frequency bins scanned across the band. */ +const SCAN_BINS = 48; +const TWO_PI = Math.PI * 2; + +interface DftBin { + freqHz: number; + re: number; + im: number; + magnitude: number; +} + +/** + * Remove the DC component (mean) so the peak reflects oscillatory energy. + */ +function removeMean(samples: number[]): number[] { + if (samples.length === 0) return []; + let sum = 0; + for (const s of samples) sum += s; + const mean = sum / samples.length; + return samples.map((s) => s - mean); +} + +/** + * Evaluate a single DFT bin at `freqHz` over `samples` sampled at `rateHz`. + */ +function dftBin(samples: number[], rateHz: number, freqHz: number): DftBin { + let re = 0; + let im = 0; + const n = samples.length; + for (let i = 0; i < n; i++) { + const t = i / rateHz; + const angle = TWO_PI * freqHz * t; + re += samples[i] * Math.cos(angle); + im -= samples[i] * Math.sin(angle); + } + // Normalize by N for a stable, length-independent magnitude. + re /= n; + im /= n; + const magnitude = Math.sqrt(re * re + im * im); + return { freqHz, re, im, magnitude }; +} + +/** + * Scan the band and return all evaluated bins (ascending frequency). + */ +function scanBand(samples: number[], rateHz: number, band: PeriodBand): DftBin[] { + const lowHz = 1 / band.highPeriodS; // longest period => lowest frequency + const highHz = 1 / band.lowPeriodS; + const bins: DftBin[] = []; + const step = (highHz - lowHz) / (SCAN_BINS - 1); + for (let b = 0; b < SCAN_BINS; b++) { + const f = lowHz + step * b; + bins.push(dftBin(samples, rateHz, f)); + } + return bins; +} + +function peakBin(bins: DftBin[]): DftBin { + let best = bins[0]; + for (const bin of bins) { + if (bin.magnitude > best.magnitude) best = bin; + } + return best; +} + +/** + * Noise-floor reference: the minimum bin magnitude across the scanned band. + * + * The naive DFT bins inside this narrow band are non-orthogonal, so a strong + * in-band peak leaks energy into every nearby bin (inflating a median/mean + * floor). The off-peak *minimum* better reflects the residual non-peak energy, + * giving a meaningful peak-to-floor SNR. + */ +function noiseFloor(bins: DftBin[]): number { + if (bins.length === 0) return 0; + let min = bins[0].magnitude; + for (const bin of bins) { + if (bin.magnitude < min) min = bin.magnitude; + } + return min; +} + +/** + * Find the dominant period (in seconds) within `band` for the given samples. + * Returns 0 if there is no signal. + */ +export function dominantPeriod( + samples: number[], + sampleRateHz: number, + band: PeriodBand, +): number { + if (samples.length < 4 || sampleRateHz <= 0) return 0; + const centered = removeMean(samples); + const bins = scanBand(centered, sampleRateHz, band); + const peak = peakBin(bins); + if (peak.magnitude <= 0 || peak.freqHz <= 0) return 0; + return 1 / peak.freqHz; +} + +/** + * Phase-coherence proxy: compare the complex phase of the dominant bin in + * the first vs second half of the window. Coherent (stationary) signals + * keep a near-constant phase advance; noise scrambles it. Returns [0,1]. + */ +function phaseCoherenceProxy( + samples: number[], + rateHz: number, + freqHz: number, +): number { + const half = Math.floor(samples.length / 2); + if (half < 2) return 0; + const a = dftBin(samples.slice(0, half), rateHz, freqHz); + const b = dftBin(samples.slice(half), rateHz, freqHz); + if (a.magnitude === 0 || b.magnitude === 0) return 0; + const phaseA = Math.atan2(a.im, a.re); + const phaseB = Math.atan2(b.im, b.re); + // Expected phase advance over `half` samples at this frequency. + const expected = -TWO_PI * freqHz * (half / rateHz); + let delta = phaseB - phaseA - expected; + // Wrap to (-pi, pi]. + while (delta > Math.PI) delta -= TWO_PI; + while (delta <= -Math.PI) delta += TWO_PI; + // Map |delta| in [0,pi] to coherence in [0,1]. + const phaseScore = 1 - Math.abs(delta) / Math.PI; + // Amplitude stability also indicates coherence. + const ampRatio = + Math.min(a.magnitude, b.magnitude) / Math.max(a.magnitude, b.magnitude); + return Math.max(0, Math.min(1, 0.6 * phaseScore + 0.4 * ampRatio)); +} + +/** + * Glide heuristic: detect a frequency drift between the two halves of the + * window. Real gliding tremors shift their dominant frequency over time. + * Returns the per-half dominant frequencies and a glide flag. + */ +function detectGlide( + samples: number[], + rateHz: number, + band: PeriodBand, +): { glideDetected: boolean; driftHz: number } { + const half = Math.floor(samples.length / 2); + if (half < 4) return { glideDetected: false, driftHz: 0 }; + const first = removeMean(samples.slice(0, half)); + const second = removeMean(samples.slice(half)); + const f1 = peakBin(scanBand(first, rateHz, band)).freqHz; + const f2 = peakBin(scanBand(second, rateHz, band)).freqHz; + const driftHz = f2 - f1; + // A meaningful glide is a drift larger than one scan bin width. + const lowHz = 1 / band.highPeriodS; + const highHz = 1 / band.lowPeriodS; + const binWidth = (highHz - lowHz) / (SCAN_BINS - 1); + const glideDetected = Math.abs(driftHz) > binWidth * 1.5; + return { glideDetected, driftHz }; +} + +/** + * Detect a 26-second pulse in a seismic window. + * Returns null when no in-band peak rises sufficiently above the noise floor + * or when phase coherence is below the configured minimum. + */ +export function detectPulse( + window: SeismicWindow, + opts?: { lowPeriodS?: number; highPeriodS?: number; minCoherence?: number }, +): PulseEvent | null { + const band: PeriodBand = { + lowPeriodS: opts?.lowPeriodS ?? DEFAULT_LOW_PERIOD_S, + highPeriodS: opts?.highPeriodS ?? DEFAULT_HIGH_PERIOD_S, + }; + const minCoherence = opts?.minCoherence ?? DEFAULT_MIN_COHERENCE; + const { samples, sampleRateHz } = window; + if (samples.length < 8 || sampleRateHz <= 0) return null; + + const centered = removeMean(samples); + const bins = scanBand(centered, sampleRateHz, band); + const peak = peakBin(bins); + const floor = noiseFloor(bins); + if (peak.magnitude <= 0) return null; + + // Signal-to-noise: peak relative to the median bin magnitude. + const snr = floor > 0 ? peak.magnitude / floor : peak.magnitude; + // Require the peak to clearly exceed the noise floor. + if (snr < 1.5) return null; + + const frequencyHz = peak.freqHz; + const dominantPeriodS = 1 / frequencyHz; + const amplitude = peak.magnitude * 2; // single-sided amplitude estimate + const phaseCoherence = phaseCoherenceProxy(centered, sampleRateHz, frequencyHz); + if (phaseCoherence < minCoherence) return null; + + const { glideDetected } = detectGlide(samples, sampleRateHz, band); + + // Confidence blends SNR (saturating), coherence, and band-centeredness. + const snrScore = Math.min(1, (snr - 1.5) / 6.5); // snr 1.5->0, 8+->1 + const bandCenterS = (band.lowPeriodS + band.highPeriodS) / 2; + const bandHalfWidth = (band.highPeriodS - band.lowPeriodS) / 2; + const centerScore = + bandHalfWidth > 0 + ? Math.max(0, 1 - Math.abs(dominantPeriodS - bandCenterS) / bandHalfWidth) + : 1; + const confidence = Math.max( + 0, + Math.min(1, 0.45 * snrScore + 0.4 * phaseCoherence + 0.15 * centerScore), + ); + + return { + eventId: makeEventId(window, frequencyHz), + timestampIso: window.startIso, + dominantPeriodS, + frequencyHz, + amplitude, + phaseCoherence, + glideDetected, + sourceRegion: 'unknown', + confidence, + }; +} + +/** + * Deterministic event id from station, start time and frequency. + * No randomness, no clock — same inputs always yield the same id. + */ +function makeEventId(window: SeismicWindow, freqHz: number): string { + const freqTag = Math.round(freqHz * 1e5); + const stamp = window.startIso.replace(/[^0-9]/g, ''); + return `evt-${window.stationId}-${stamp}-${freqTag}`; +} diff --git a/harnesses/earth-pulse-harness/src/embed-events.ts b/harnesses/earth-pulse-harness/src/embed-events.ts new file mode 100644 index 000000000..b3784d814 --- /dev/null +++ b/harnesses/earth-pulse-harness/src/embed-events.ts @@ -0,0 +1,129 @@ +// SPDX-License-Identifier: MIT +// +// Event embedding. Per ADR-002 ("don't force everything into one vector") we +// build SEPARATE normalized embeddings for waveform, environment, and source +// geometry, plus a combined concatenation. Deterministic; pure math. + +import type { EventEmbedding, FeatureVector } from './types.js'; + +/** Target dimensionality of each sub-embedding. */ +const WAVEFORM_DIM = 13; +const ENVIRONMENT_DIM = 7; +const SOURCE_DIM = 4; + +/** + * L2-normalize a vector. A zero vector is returned unchanged (norm 0). + */ +function l2Normalize(v: number[]): number[] { + let sumSq = 0; + for (const x of v) sumSq += x * x; + const norm = Math.sqrt(sumSq); + if (norm === 0) return v.slice(); + return v.map((x) => x / norm); +} + +/** + * Pad or truncate a vector to exactly `dim` entries. + */ +function fit(v: number[], dim: number): number[] { + if (v.length === dim) return v.slice(); + if (v.length > dim) return v.slice(0, dim); + const out = v.slice(); + while (out.length < dim) out.push(0); + return out; +} + +/** + * Waveform embedding: spectral shape + amplitude envelope + scalar dynamics. + */ +function waveformEmbedding(f: FeatureVector): number[] { + const raw = [ + ...f.spectral, + ...f.amplitudeEnvelope, + f.glideSlope, + f.phaseCoherence, + ]; + return l2Normalize(fit(raw, WAVEFORM_DIM)); +} + +/** + * Environment embedding from the EnvironmentContext numeric fields. + */ +function environmentEmbedding(f: FeatureVector): number[] { + const e = f.environment; + const dirRad = (e.swellDirectionDeg / 360) * Math.PI * 2; + const raw = [ + e.swellHeightM, + e.swellPeriodS, + Math.cos(dirRad), + Math.sin(dirRad), + e.tidePhase, + e.barometricGradient, + e.volcanicProxyScore, + ]; + return l2Normalize(fit(raw, ENVIRONMENT_DIM)); +} + +/** + * Source-geometry embedding from the station geometry placeholder vector. + */ +function sourceEmbedding(f: FeatureVector): number[] { + return l2Normalize(fit(f.stationGeometry, SOURCE_DIM)); +} + +/** + * Build the separated embeddings for an event. + */ +export function embedEvent(features: FeatureVector): EventEmbedding { + const waveform = waveformEmbedding(features); + const environment = environmentEmbedding(features); + const source = sourceEmbedding(features); + const combined = l2Normalize([...waveform, ...environment, ...source]); + return { + eventId: features.eventId, + waveform, + environment, + source, + combined, + }; +} + +/** + * Cosine similarity of two equal-length vectors. Returns 0 for mismatched + * lengths or zero vectors. + */ +export function cosineSimilarity(a: number[], b: number[]): number { + if (a.length !== b.length || a.length === 0) return 0; + let dot = 0; + let na = 0; + let nb = 0; + for (let i = 0; i < a.length; i++) { + dot += a[i] * b[i]; + na += a[i] * a[i]; + nb += b[i] * b[i]; + } + if (na === 0 || nb === 0) return 0; + return dot / (Math.sqrt(na) * Math.sqrt(nb)); +} + +/** + * k nearest neighbors of `query` within `corpus` by cosine similarity on the + * chosen embedding `field` (default 'combined'). The query itself is excluded. + * Ties are broken deterministically by eventId. + */ +export function nearestNeighbors( + query: EventEmbedding, + corpus: EventEmbedding[], + k: number, + field: 'waveform' | 'environment' | 'source' | 'combined' = 'combined', +): { eventId: string; score: number }[] { + const q = query[field]; + const scored = corpus + .filter((c) => c.eventId !== query.eventId) + .map((c) => ({ eventId: c.eventId, score: cosineSimilarity(q, c[field]) })); + scored.sort((a, b) => { + if (b.score !== a.score) return b.score - a.score; + return a.eventId < b.eventId ? -1 : a.eventId > b.eventId ? 1 : 0; + }); + return scored.slice(0, Math.max(0, k)); +} diff --git a/harnesses/earth-pulse-harness/src/extract-features.ts b/harnesses/earth-pulse-harness/src/extract-features.ts new file mode 100644 index 000000000..10d3f2f2f --- /dev/null +++ b/harnesses/earth-pulse-harness/src/extract-features.ts @@ -0,0 +1,152 @@ +// SPDX-License-Identifier: MIT +// +// Feature extraction: turn a PulseEvent + its window + env into a numeric +// FeatureVector. Deterministic; depends only on inputs. + +import type { + EnvironmentContext, + FeatureVector, + PulseEvent, + SeismicWindow, +} from './types.js'; + +const TWO_PI = Math.PI * 2; + +/** Sub-band centers (seconds) around the 26s pulse for the spectral vector. */ +const SPECTRAL_PERIODS_S = [22, 24, 26, 28, 30]; + +/** Length of the downsampled amplitude-envelope vector. */ +const ENVELOPE_BINS = 8; + +function removeMean(samples: number[]): number[] { + if (samples.length === 0) return []; + let sum = 0; + for (const s of samples) sum += s; + const mean = sum / samples.length; + return samples.map((s) => s - mean); +} + +/** + * Goertzel-style single-frequency power estimate at `freqHz`. + */ +function bandPower(samples: number[], rateHz: number, freqHz: number): number { + let re = 0; + let im = 0; + const n = samples.length; + for (let i = 0; i < n; i++) { + const angle = (TWO_PI * freqHz * i) / rateHz; + re += samples[i] * Math.cos(angle); + im -= samples[i] * Math.sin(angle); + } + re /= n; + im /= n; + return re * re + im * im; // power +} + +/** + * Spectral feature vector: power in sub-bands around 26s, L1-normalized so it + * describes spectral *shape* independent of absolute amplitude. + */ +function spectralFeatures(samples: number[], rateHz: number): number[] { + const centered = removeMean(samples); + const powers = SPECTRAL_PERIODS_S.map((p) => bandPower(centered, rateHz, 1 / p)); + const total = powers.reduce((a, b) => a + b, 0); + if (total <= 0) return powers.map(() => 0); + return powers.map((p) => p / total); +} + +/** + * Downsampled rectified amplitude envelope. The window is divided into + * `ENVELOPE_BINS` segments; each value is the mean absolute deviation in that + * segment. Captures amplitude modulation over time. + */ +function amplitudeEnvelope(samples: number[], rateHz: number): number[] { + void rateHz; + const centered = removeMean(samples); + const n = centered.length; + const out: number[] = []; + const segLen = Math.max(1, Math.floor(n / ENVELOPE_BINS)); + for (let b = 0; b < ENVELOPE_BINS; b++) { + const start = b * segLen; + const end = b === ENVELOPE_BINS - 1 ? n : Math.min(n, start + segLen); + let acc = 0; + let count = 0; + for (let i = start; i < end; i++) { + acc += Math.abs(centered[i]); + count++; + } + out.push(count > 0 ? acc / count : 0); + } + return out; +} + +/** + * Glide slope: dominant-frequency drift per second across the window halves. + * Positive = upward glide. Hz/s. + */ +function glideSlope(samples: number[], rateHz: number, event: PulseEvent): number { + const half = Math.floor(samples.length / 2); + if (half < 4) return 0; + const f = event.frequencyHz; + // Probe a small neighborhood around the detected frequency in each half. + const probe = (seg: number[]): number => { + const c = removeMean(seg); + let bestF = f; + let bestP = -1; + for (let k = -3; k <= 3; k++) { + const cand = f * (1 + k * 0.02); + if (cand <= 0) continue; + const p = bandPower(c, rateHz, cand); + if (p > bestP) { + bestP = p; + bestF = cand; + } + } + return bestF; + }; + const f1 = probe(samples.slice(0, half)); + const f2 = probe(samples.slice(half)); + const dtSeconds = half / rateHz; + return dtSeconds > 0 ? (f2 - f1) / dtSeconds : 0; +} + +/** + * Station-geometry placeholder vector derived deterministically from the + * station id and source region. A real harness would compute back-azimuth / + * array response here; this keeps the contract stable and deterministic. + */ +function stationGeometry( + stationId: string, + env: EnvironmentContext, +): number[] { + // Cheap deterministic hash of the station id into 3 components. + let h = 2166136261 >>> 0; + for (let i = 0; i < stationId.length; i++) { + h ^= stationId.charCodeAt(i); + h = Math.imul(h, 16777619) >>> 0; + } + const a = ((h & 0xff) / 255) * 2 - 1; + const b = (((h >>> 8) & 0xff) / 255) * 2 - 1; + const dirRad = (env.swellDirectionDeg / 360) * TWO_PI; + return [a, b, Math.cos(dirRad), Math.sin(dirRad)]; +} + +/** + * Extract a deterministic FeatureVector for a detected event. + */ +export function extractFeatures( + event: PulseEvent, + window: SeismicWindow, + env: EnvironmentContext, +): FeatureVector { + const { samples, sampleRateHz } = window; + return { + eventId: event.eventId, + spectral: spectralFeatures(samples, sampleRateHz), + amplitudeEnvelope: amplitudeEnvelope(samples, sampleRateHz), + glideSlope: glideSlope(samples, sampleRateHz, event), + phaseCoherence: event.phaseCoherence, + stationGeometry: stationGeometry(window.stationId, env), + environment: env, + }; +} diff --git a/harnesses/earth-pulse-harness/src/init.ts b/harnesses/earth-pulse-harness/src/init.ts new file mode 100644 index 000000000..544f6c8d9 --- /dev/null +++ b/harnesses/earth-pulse-harness/src/init.ts @@ -0,0 +1,22 @@ +// SPDX-License-Identifier: MIT +// The harness's `earth-pulse-harness init` entry (TypeScript mirror of bin/cli.js init). + +import { loadKernel } from '@metaharness/kernel'; +import adapter from '@metaharness/host-claude-code'; + +const HARNESS_NAME = 'earth-pulse-harness'; + +async function main(): Promise { + const kernel = await loadKernel(); + const info = kernel.kernelInfo(); + console.log(`${HARNESS_NAME} — kernel ${info.version} (${kernel.backend})`); + console.log(`Host adapter: ${adapter.name}`); + console.log('Earth Pulse Observatory: freeze the physics, evolve the harness.'); + console.log(`Run \`${HARNESS_NAME} doctor\` to verify the install.`); + return 0; +} + +main().then(c => process.exit(c)).catch(err => { + console.error(err); + process.exit(1); +}); diff --git a/harnesses/earth-pulse-harness/src/memory.ts b/harnesses/earth-pulse-harness/src/memory.ts new file mode 100644 index 000000000..f8c883cf5 --- /dev/null +++ b/harnesses/earth-pulse-harness/src/memory.ts @@ -0,0 +1,129 @@ +// SPDX-License-Identifier: MIT +// Planetary memory for the Earth Pulse Observatory, backed by `agenticow` +// (ruvnet's "Git for Agent Memory" — Copy-On-Write vector branching over the +// ruVector/rvf engine). Concrete implementation of the ruVector planetary-memory +// decision in ADR-002. +// +// Why agenticow specifically: ADR-004 needs us to test a hypothesis against a +// counterfactual ocean state (a "storm week" vs a "calm week") WITHOUT mutating +// the base record of real events. agenticow's branch() forks the event memory +// in ~0.5 ms / 162 bytes regardless of base size, gives mutation isolation, and +// lets us diff()/promote() a scenario back only if it survives the gate — the +// freeze-the-physics / evolve-the-investigation pattern, in storage. +// +// The rvf engine keys vectors by i64 ids, so we map each string eventId to a +// sequential integer (shared across all branches) and carry the eventId in the +// text payload so query hits resolve back to a real event. + +import { open, type AgenticMemory } from 'agenticow'; +import type { EventEmbedding, PulseEvent } from './types.js'; + +export interface NeighborHit { + eventId: string; + distance: number; + branch?: string; +} + +/** Which sub-embedding to index/search (see ADR-002 — keep them separate). */ +export type EmbeddingField = 'waveform' | 'environment' | 'source' | 'combined'; + +/** Shared id allocator so numeric ids stay consistent across base + branches. */ +interface IdRegistry { + next: number; + byStr: Map; + byNum: Map; +} + +export class PlanetaryMemory { + private constructor( + private readonly mem: AgenticMemory, + readonly field: EmbeddingField, + readonly dimension: number, + private readonly ids: IdRegistry, + ) {} + + /** Open (or create) a planetary memory at `filePath` for a given embedding field. */ + static open(filePath: string, dimension: number, field: EmbeddingField = 'combined'): PlanetaryMemory { + const mem = open(filePath, { dimension, metric: 'cosine' }); + return new PlanetaryMemory(mem, field, dimension, { next: 1, byStr: new Map(), byNum: new Map() }); + } + + private numericId(eventId: string): number { + let n = this.ids.byStr.get(eventId); + if (n === undefined) { + n = this.ids.next++; + this.ids.byStr.set(eventId, n); + this.ids.byNum.set(n, eventId); + } + return n; + } + + private vecOf(emb: EventEmbedding): number[] { + return emb[this.field]; + } + + /** Ingest one event's embedding, keyed by its eventId, with a text summary. */ + ingestEvent(event: PulseEvent, emb: EventEmbedding): { accepted: number; rejected: number } { + const vector = this.vecOf(emb); + if (vector.length !== this.dimension) { + throw new Error( + `PlanetaryMemory: ${this.field} embedding has dim ${vector.length}, expected ${this.dimension}`, + ); + } + const id = this.numericId(event.eventId); + const text = `${event.eventId} ${event.dominantPeriodS.toFixed(2)}s amp=${event.amplitude.toExponential(2)} ${event.sourceRegion}${event.glideDetected ? ' glide' : ''}`; + const res = this.mem.ingest([{ id, vector, text }]); + return { accepted: res.accepted, rejected: res.rejected }; + } + + /** Batch ingest. */ + ingestMany(items: { event: PulseEvent; emb: EventEmbedding }[]): { accepted: number; rejected: number } { + let accepted = 0; + let rejected = 0; + for (const it of items) { + const r = this.ingestEvent(it.event, it.emb); + accepted += r.accepted; + rejected += r.rejected; + } + return { accepted, rejected }; + } + + /** Nearest historical analogs to a query embedding (causal-neighbor search). */ + nearest(emb: EventEmbedding, k = 5): NeighborHit[] { + const hits = this.mem.query(this.vecOf(emb), k) as { id: number; distance: number; branch?: string }[]; + return hits.map((h) => ({ + eventId: this.ids.byNum.get(h.id) ?? String(h.id), + distance: h.distance, + branch: h.branch, + })); + } + + /** + * Branch the memory for a counterfactual scenario (e.g. "storm-week" vs + * "calm-week"). COW-isolated: writes to the branch do not touch the base. + * Shares the id registry so hits from either side resolve to real eventIds. + */ + branch(label: string): PlanetaryMemory { + const child = this.mem.branch(label) as AgenticMemory; + return new PlanetaryMemory(child, this.field, this.dimension, this.ids); + } + + /** Changes in this branch relative to its parent snapshot. */ + diff(): unknown { + return this.mem.diff(); + } + + /** Status: counts, epoch, lineage depth. */ + status(): unknown { + return this.mem.status(); + } + + /** Tag the current state so it can be rolled back to. */ + checkpoint(label: string): unknown { + return this.mem.checkpoint(label); + } + + close(): void { + this.mem.close(); + } +} diff --git a/harnesses/earth-pulse-harness/src/partition.ts b/harnesses/earth-pulse-harness/src/partition.ts new file mode 100644 index 000000000..8cde56e15 --- /dev/null +++ b/harnesses/earth-pulse-harness/src/partition.ts @@ -0,0 +1,177 @@ +// SPDX-License-Identifier: MIT +// Signal-class partitioning of the pulse-event graph via ruVector dynamic +// MinCut (`@ruvector/mincut-wasm`). This is the "cluster the events without +// forcing one theory too early" step: build a similarity graph over event +// embeddings, then let a dynamic minimum-cut / expander decomposition tell us +// how many distinct signal classes the population splits into (e.g. ocean-forced +// vs. gliding-tremor vs. artifact) and how weakly they are joined. +// +// Dynamic = edges are inserted/deleted as new events stream in and the +// decomposition is re-evaluated, so a sudden jump in the class count is a +// regime change / anomaly (a second mechanism appearing). See ADR-006. +// +// The published wasm's *timed* paths (WasmMinCut.insertEdge, Wrapper.query) +// panic under the Node wasm runtime ("time not implemented"), so we drive the +// untimed `WasmThreeLevelHierarchy` (φ-expander decomposition, arXiv:2512.13105) +// and fall back to an exact connected-components partition if the wasm is +// unavailable — the ADR-150 graceful-degradation pattern the harness follows. + +import { createRequire } from 'node:module'; +import { readFileSync } from 'node:fs'; +import { cosineSimilarity } from './embed-events.js'; +import type { EventEmbedding } from './types.js'; +import type { EmbeddingField } from './memory.js'; + +export interface PartitionResult { + /** + * Number of distinct signal classes the event population splits into. From + * the ruVector hierarchy this is the Level-2 cluster count (num_clusters), + * which equals 1 for a coherent population and rises as genuinely separate + * classes (disconnected / very weakly joined) appear. From the fallback it is + * the connected-component count. + */ + classes: number; + /** + * φ-expander subgraph count (Level-0). A finer structural decomposition than + * `classes` — a single dense class can still yield several expanders — so it + * is reported for diagnostics, not as the class count. Undefined for the + * fallback engine. + */ + expanders?: number; + vertices: number; + edges: number; + /** Which engine produced the result. */ + backend: 'ruvector-mincut-wasm' | 'fallback-connected-components'; +} + +interface MincutModule { + WasmThreeLevelHierarchy: new () => { + insertEdge(u: bigint, v: bigint, weight: number): void; + build(): void; + globalMinCut(): number; + stats(): { num_expanders: number; num_clusters: number; num_vertices: number; num_edges: number }; + free(): void; + }; +} + +let cached: MincutModule | null | undefined; + +/** Load + init `@ruvector/mincut-wasm` from local bytes (Node has no fetch URL). */ +export async function loadMincut(): Promise { + if (cached !== undefined) return cached; + try { + const mod = (await import('@ruvector/mincut-wasm')) as unknown as { + default: (opts: { module_or_path: Uint8Array }) => Promise; + } & MincutModule; + const require = createRequire(import.meta.url); + const wasmPath = require.resolve('@ruvector/mincut-wasm/ruvector_mincut_wasm_bg.wasm'); + await mod.default({ module_or_path: readFileSync(wasmPath) }); + cached = mod; + } catch { + cached = null; + } + return cached; +} + +export interface PartitionOptions { + /** Embedding facet to compare (default 'waveform'; see ADR-002 — keep facets separate). */ + field?: EmbeddingField; + /** Cosine-similarity threshold above which two events are joined by an edge. */ + threshold?: number; +} + +interface Vertexed { + eventId: string; + emb: EventEmbedding; +} + +/** Build the weighted similarity edge list (only edges above the threshold). */ +function buildEdges( + events: Vertexed[], + field: EmbeddingField, + threshold: number, +): { edges: [number, number, number][]; n: number } { + const edges: [number, number, number][] = []; + for (let i = 0; i < events.length; i++) { + for (let j = i + 1; j < events.length; j++) { + const s = cosineSimilarity(events[i].emb[field], events[j].emb[field]); + if (s >= threshold) edges.push([i, j, s]); + } + } + return { edges, n: events.length }; +} + +/** Connected-components fallback (union-find) — exact, dependency-free. */ +function componentsPartition(edges: [number, number, number][], n: number): PartitionResult { + const parent = Array.from({ length: n }, (_, i) => i); + const find = (x: number): number => { + while (parent[x] !== x) { + parent[x] = parent[parent[x]]; + x = parent[x]; + } + return x; + }; + for (const [u, v] of edges) { + const ru = find(u); + const rv = find(v); + if (ru !== rv) parent[ru] = rv; + } + const roots = new Set(); + for (let i = 0; i < n; i++) roots.add(find(i)); + return { + classes: roots.size, + vertices: n, + edges: edges.length, + backend: 'fallback-connected-components', + }; +} + +/** + * Partition the event graph into signal classes. Prefers ruVector dynamic + * MinCut (φ-expander decomposition); falls back to connected components. + */ +export async function partitionEvents( + events: Vertexed[], + opts: PartitionOptions = {}, +): Promise { + const field = opts.field ?? 'waveform'; + const threshold = opts.threshold ?? 0.5; + const { edges, n } = buildEdges(events, field, threshold); + + const mod = await loadMincut(); + if (!mod) return componentsPartition(edges, n); + + const h = new mod.WasmThreeLevelHierarchy(); + try { + for (const [u, v, w] of edges) h.insertEdge(BigInt(u), BigInt(v), w); + h.build(); + const s = h.stats(); + return { + classes: s.num_clusters, + expanders: s.num_expanders, + vertices: n, + edges: edges.length, + backend: 'ruvector-mincut-wasm', + }; + } finally { + h.free(); + } +} + +/** + * Dynamic stream: re-decompose after each batch of events arrives. A jump in + * the class count signals a new mechanism entering the record (regime change). + * Returns the class count after each cumulative batch. + */ +export async function streamPartition( + batches: Vertexed[][], + opts: PartitionOptions = {}, +): Promise { + const seen: Vertexed[] = []; + const out: PartitionResult[] = []; + for (const batch of batches) { + seen.push(...batch); + out.push(await partitionEvents(seen, opts)); + } + return out; +} diff --git a/harnesses/earth-pulse-harness/src/pipeline.ts b/harnesses/earth-pulse-harness/src/pipeline.ts new file mode 100644 index 000000000..bc8c0366f --- /dev/null +++ b/harnesses/earth-pulse-harness/src/pipeline.ts @@ -0,0 +1,106 @@ +// SPDX-License-Identifier: MIT +// +// End-to-end pipeline: detect -> extract -> embed -> score. +// Pure & deterministic. NO network, NO fabricated observations — it only +// computes over the window/env it is given. + +import { detectPulse } from './detect-26s.js'; +import { embedEvent } from './embed-events.js'; +import { extractFeatures } from './extract-features.js'; +import { rankHypotheses } from './score-hypotheses.js'; +import type { + EnvironmentContext, + EventEmbedding, + FeatureVector, + HypothesisEvidence, + HypothesisScore, + PulseEvent, + SeismicWindow, +} from './types.js'; + +export interface PipelineResult { + event: PulseEvent | null; + features?: FeatureVector; + embedding?: EventEmbedding; + ranking?: HypothesisScore[]; +} + +function clamp01(x: number): number { + return x < 0 ? 0 : x > 1 ? 1 : x; +} + +/** + * Derive hypothesis evidence deterministically from the detected event and + * features. These are proxies computed purely from the supplied data — no + * external observations are invented. + */ +function deriveEvidence( + event: PulseEvent, + features: FeatureVector, +): HypothesisEvidence { + const env = features.environment; + + // Source stability: a coherent, confident, in-band detection implies a + // stable persistent source. + const sourceStability = clamp01( + 0.6 * event.phaseCoherence + 0.4 * event.confidence, + ); + + // Environmental correlation: how strongly swell energy (height/period in the + // microseism range) co-occurs with the pulse. Bounded swell proxy. + const swellEnergy = clamp01((env.swellHeightM / 5) * (env.swellPeriodS / 20)); + const environmentalCorrelation = clamp01( + 0.7 * swellEnergy + 0.3 * (1 - Math.abs(0.5 - env.tidePhase) * 2), + ); + + // Out-of-sample prediction proxy: concentrated spectral shape around 26s + // predicts well; the central (26s) sub-band fraction is a good signal. + const central = features.spectral[2] ?? 0; // 26s sub-band + const outOfSamplePrediction = clamp01(central); + + // Spectral shape match (citation grounding): central-band dominance vs tails. + const tails = + (features.spectral[0] ?? 0) + (features.spectral[features.spectral.length - 1] ?? 0); + const spectralShapeMatch = clamp01(central - 0.5 * tails + 0.5); + + // Parsimony: stronger when no exotic glide is required to explain the data. + const parsimony = clamp01(event.glideDetected ? 0.45 : 0.7); + + // Contradiction survival: high coherence + low volcanic dependence survives + // the cross-station and quiescence contradictions. + const contradictionSurvival = clamp01( + 0.5 * event.phaseCoherence + + 0.3 * (1 - env.volcanicProxyScore) + + 0.2 * sourceStability, + ); + + return { + sourceStability, + environmentalCorrelation, + outOfSamplePrediction, + spectralShapeMatch, + parsimony, + contradictionSurvival, + }; +} + +/** + * Run the full harness pipeline over a single window + environment context. + */ +export function runPipeline( + window: SeismicWindow, + env: EnvironmentContext, +): PipelineResult { + const event = detectPulse(window); + if (!event) return { event: null }; + + // Carry the environment's source region onto the event. + const located: PulseEvent = { ...event, sourceRegion: env.sourceRegion }; + + const features = extractFeatures(located, window, env); + const embedding = embedEvent(features); + const evidence = deriveEvidence(located, features); + const ranking = rankHypotheses(evidence); + + return { event: located, features, embedding, ranking }; +} diff --git a/harnesses/earth-pulse-harness/src/polarization.ts b/harnesses/earth-pulse-harness/src/polarization.ts new file mode 100644 index 000000000..57a66326d --- /dev/null +++ b/harnesses/earth-pulse-harness/src/polarization.ts @@ -0,0 +1,151 @@ +// SPDX-License-Identifier: MIT +// Single-station source localization for the 26 s pulse via three-component +// Rayleigh-wave polarization. Pure, deterministic. +// +// A fundamental-mode Rayleigh wave is RETROGRADE elliptical in the +// vertical–radial plane: the horizontal motion lies along the source–station +// line (radial), and the vertical leads the radial by 90°. So: +// 1. the horizontal particle-motion AXIS gives the propagation direction +// (mod 180°), and +// 2. the vertical↔radial 90° phase (Hilbert) resolves which end of that axis +// points at the source — the back-azimuth. +// This recovers a source bearing from ONE station. See docs (Level 2). + +import { bandpass, fft } from './spectrum.js'; + +/** Hilbert transform (90° phase shift) via the analytic-signal FFT method. */ +export function hilbert(x: number[] | Float64Array): number[] { + const n0 = x.length; + let n = 1; + while (n < n0) n <<= 1; + const re = new Float64Array(n); + const im = new Float64Array(n); + for (let i = 0; i < n0; i++) re[i] = x[i]; + fft(re, im); + // Analytic signal: double positive freqs, zero negatives, keep DC + Nyquist. + for (let k = 0; k < n; k++) { + if (k === 0 || k === n / 2) continue; + if (k < n / 2) { + re[k] *= 2; + im[k] *= 2; + } else { + re[k] = 0; + im[k] = 0; + } + } + fft(re, im, true); + // H[x] is the imaginary part of the analytic signal. + const out = new Array(n0); + for (let i = 0; i < n0; i++) out[i] = im[i]; + return out; +} + +function corr(a: number[] | Float64Array, b: number[] | Float64Array): number { + const n = Math.min(a.length, b.length); + let ma = 0; + let mb = 0; + for (let i = 0; i < n; i++) { + ma += a[i]; + mb += b[i]; + } + ma /= n; + mb /= n; + let nu = 0; + let da = 0; + let db = 0; + for (let i = 0; i < n; i++) { + const x = a[i] - ma; + const y = b[i] - mb; + nu += x * y; + da += x * x; + db += y * y; + } + return nu / Math.sqrt(da * db); +} + +export interface BackAzimuthResult { + /** Direction from station to source, degrees clockwise from North (0–360). */ + backAzimuth: number; + /** Polarization axis (mod 180) — robust; the 180° sense is resolved separately. */ + axisDeg: number; + /** |peak correlation| of Hilbert(Z) with the radial — polarization quality (0–1). */ + quality: number; + /** true if the motion is retrograde (fundamental-mode Rayleigh signature). */ + retrograde: boolean; +} + +/** + * Rayleigh-wave back-azimuth from 3-component records (N up at azimuth 0, E at + * 90, Z vertical). All three are band-passed to `band` first. Convention is + * calibrated against a synthetic retrograde wave in the test suite. + * + * For a retrograde Rayleigh wave, Hilbert(Z) correlates with the radial + * component pointing TOWARD the source. We sweep the trial azimuth and take the + * angle of maximum positive correlation as the back-azimuth. + */ +export function rayleighBackAzimuth( + z: number[] | Float64Array, + n: number[] | Float64Array, + e: number[] | Float64Array, + fs: number, + band: [number, number], +): BackAzimuthResult { + const zb = bandpass(z, fs, band[0], band[1]); + const nb = bandpass(n, fs, band[0], band[1]); + const eb = bandpass(e, fs, band[0], band[1]); + // Trim bandpass edge ringing (~8% each end). + const full = Math.min(zb.length, nb.length, eb.length); + const trim = Math.floor(full * 0.08); + const lo = trim; + const hi = full - trim; + const zhAll = hilbert(zb); + // Mean-remove Hilbert(Z) over the analysis span. + let zm = 0; + for (let i = lo; i < hi; i++) zm += zhAll[i]; + zm /= hi - lo; + let zz = 0; + for (let i = lo; i < hi; i++) zz += (zhAll[i] - zm) ** 2; + const zstd = Math.sqrt(zz); + + // Amplitude-weighted projection: maximize the cross-covariance of Hilbert(Z) + // with the radial. Pearson would normalize out the radial's |cos(θ−φ)| + // amplitude (a flat ±1 step), so we keep the radial amplitude and only + // normalize by Z — the projection then PEAKS (positive) at the back-azimuth. + let bestProj = -Infinity; + let bestPosAz = 0; + for (let deg = 0; deg < 360; deg++) { + const th = (deg * Math.PI) / 180; + const c = Math.cos(th); + const s = Math.sin(th); + let rm = 0; + for (let i = lo; i < hi; i++) rm += nb[i] * c + eb[i] * s; + rm /= hi - lo; + let proj = 0; + for (let i = lo; i < hi; i++) proj += (zhAll[i] - zm) * (nb[i] * c + eb[i] * s - rm); + const p = proj / zstd; // normalize by Z only → radial amplitude preserved + if (p > bestProj) { + bestProj = p; + bestPosAz = deg; + } + } + // Quality: full Pearson correlation at the chosen back-azimuth. + const th = (bestPosAz * Math.PI) / 180; + const radial = new Float64Array(hi - lo); + for (let i = lo; i < hi; i++) radial[i - lo] = nb[i] * Math.cos(th) + eb[i] * Math.sin(th); + const quality = Math.abs(corr(zhAll.slice(lo, hi), radial)); + return { + backAzimuth: bestPosAz, + axisDeg: bestPosAz % 180, + quality, + retrograde: bestProj > 0, + }; +} + +/** Great-circle back-azimuth from (lat1,lon1) to (lat2,lon2), degrees 0–360. */ +export function greatCircleAzimuth(lat1: number, lon1: number, lat2: number, lon2: number): number { + const d = Math.PI / 180; + const dLon = (lon2 - lon1) * d; + const y = Math.sin(dLon) * Math.cos(lat2 * d); + const x = Math.cos(lat1 * d) * Math.sin(lat2 * d) - Math.sin(lat1 * d) * Math.cos(lat2 * d) * Math.cos(dLon); + return ((Math.atan2(y, x) * 180) / Math.PI + 360) % 360; +} diff --git a/harnesses/earth-pulse-harness/src/score-hypotheses.ts b/harnesses/earth-pulse-harness/src/score-hypotheses.ts new file mode 100644 index 000000000..2ca232832 --- /dev/null +++ b/harnesses/earth-pulse-harness/src/score-hypotheses.ts @@ -0,0 +1,204 @@ +// SPDX-License-Identifier: MIT +// +// Hypothesis scoring for the 26-second pulse. Uses a discovery-score weighting +// (the default "genome"); each hypothesis can override weights. Records the +// known "killer contradiction" when the relevant evidence is weak. + +import type { + Hypothesis, + HypothesisEvidence, + HypothesisScore, +} from './types.js'; + +/** + * DEFAULT discovery-score weighting (the genome). Hypotheses can override any + * subset of these via their `weights` map. Keys map to evidence components: + * sourceStability -> evidence.sourceStability + * environmentalCorrelation -> evidence.environmentalCorrelation + * outOfSamplePrediction -> evidence.outOfSamplePrediction + * contradictionSurvival -> evidence.contradictionSurvival + * parsimony -> evidence.parsimony (mechanistic plausibility) + * spectralShapeMatch -> evidence.spectralShapeMatch (citation grounding) + */ +export const DEFAULT_WEIGHTS: Record = { + sourceStability: 0.25, + environmentalCorrelation: 0.2, + outOfSamplePrediction: 0.2, + contradictionSurvival: 0.15, + parsimony: 0.1, + spectralShapeMatch: 0.1, +}; + +/** Each hypothesis's known "killer contradiction". */ +const KILLER_CONTRADICTIONS: Record = { + 'ocean-shelf-resonance': + 'If the 26s period drifts with shelf bathymetry tides yet the pulse stays fixed, pure shelf resonance is falsified.', + 'coupled-ocean-geology': + 'If removing the geologic (volcanic) proxy leaves environmental correlation unchanged, the coupling term is unnecessary.', + 'volcanic-source': + 'A purely volcanic source predicts strong correlation with the volcanic proxy and eruptions; persistent pulses during volcanic quiescence falsify it.', + 'instrument-artifact': + 'An instrument artifact predicts no source stability across independent stations; cross-station coherence falsifies it.', +}; + +/** + * The default candidate hypotheses with starting weight overrides. + */ +export const DEFAULT_HYPOTHESES: Hypothesis[] = [ + { + id: 'ocean-shelf-resonance', + name: 'Ocean–continental shelf resonance (Gulf of Guinea)', + // Leans on stable source + environmental (swell/tide) correlation. + weights: { + sourceStability: 0.28, + environmentalCorrelation: 0.24, + outOfSamplePrediction: 0.18, + contradictionSurvival: 0.12, + parsimony: 0.1, + spectralShapeMatch: 0.08, + }, + }, + { + id: 'coupled-ocean-geology', + name: 'Coupled ocean-wave / local geology mechanism', + // Balanced; rewards out-of-sample prediction and contradiction survival. + weights: { + sourceStability: 0.24, + environmentalCorrelation: 0.2, + outOfSamplePrediction: 0.22, + contradictionSurvival: 0.16, + parsimony: 0.08, + spectralShapeMatch: 0.1, + }, + }, + { + id: 'volcanic-source', + name: 'Volcanic / magmatic source', + // Heavily weights environmental correlation (volcanic proxy). + weights: { + sourceStability: 0.18, + environmentalCorrelation: 0.3, + outOfSamplePrediction: 0.18, + contradictionSurvival: 0.14, + parsimony: 0.1, + spectralShapeMatch: 0.1, + }, + }, + { + id: 'instrument-artifact', + name: 'Instrument / processing artifact', + // Parsimony-heavy null hypothesis; punished by cross-station stability. + weights: { + sourceStability: 0.1, + environmentalCorrelation: 0.1, + outOfSamplePrediction: 0.15, + contradictionSurvival: 0.15, + parsimony: 0.4, + spectralShapeMatch: 0.1, + }, + }, +]; + +/** Threshold below which a weak component triggers the killer contradiction. */ +const CONTRADICTION_THRESHOLD = 0.35; + +function clamp01(x: number): number { + if (x < 0) return 0; + if (x > 1) return 1; + return x; +} + +/** + * Score a single hypothesis against evidence. Uses the hypothesis's weight + * overrides falling back to DEFAULT_WEIGHTS, normalizing weights so the score + * is a weighted average in [0,1]. + */ +export function scoreHypothesis( + h: Hypothesis, + evidence: HypothesisEvidence, +): HypothesisScore { + const weights = { ...DEFAULT_WEIGHTS, ...h.weights }; + const evidenceMap: Record = { + sourceStability: clamp01(evidence.sourceStability), + environmentalCorrelation: clamp01(evidence.environmentalCorrelation), + outOfSamplePrediction: clamp01(evidence.outOfSamplePrediction), + contradictionSurvival: clamp01(evidence.contradictionSurvival), + parsimony: clamp01(evidence.parsimony), + spectralShapeMatch: clamp01(evidence.spectralShapeMatch), + }; + + let weightSum = 0; + for (const key of Object.keys(weights)) weightSum += weights[key]; + + const components: Record = {}; + let score = 0; + for (const key of Object.keys(weights)) { + const ev = evidenceMap[key] ?? 0; + const contribution = weights[key] * ev; + components[key] = contribution; + score += contribution; + } + if (weightSum > 0) score /= weightSum; + + // Record the killer contradiction when the hypothesis fails to survive + // contradictions or its decisive evidence is weak. + const contradictions: string[] = []; + const killer = KILLER_CONTRADICTIONS[h.id]; + if (killer) { + const decisive = decisiveEvidenceFor(h.id, evidenceMap); + if ( + evidence.contradictionSurvival < CONTRADICTION_THRESHOLD || + decisive < CONTRADICTION_THRESHOLD + ) { + contradictions.push(killer); + } + } + + return { + hypothesisId: h.id, + score: clamp01(score), + components, + contradictions, + }; +} + +/** + * The evidence component most decisive for falsifying each hypothesis. + */ +function decisiveEvidenceFor( + id: string, + ev: Record, +): number { + switch (id) { + case 'ocean-shelf-resonance': + return ev.sourceStability; + case 'coupled-ocean-geology': + return ev.outOfSamplePrediction; + case 'volcanic-source': + return ev.environmentalCorrelation; + case 'instrument-artifact': + return 1 - ev.sourceStability; // artifact is contradicted by stability + default: + return 1; + } +} + +/** + * Score and rank hypotheses descending by score. Ties broken by id for + * determinism. + */ +export function rankHypotheses( + evidence: HypothesisEvidence, + hypotheses: Hypothesis[] = DEFAULT_HYPOTHESES, +): HypothesisScore[] { + const scored = hypotheses.map((h) => scoreHypothesis(h, evidence)); + scored.sort((a, b) => { + if (b.score !== a.score) return b.score - a.score; + return a.hypothesisId < b.hypothesisId + ? -1 + : a.hypothesisId > b.hypothesisId + ? 1 + : 0; + }); + return scored; +} diff --git a/harnesses/earth-pulse-harness/src/spectrogram.ts b/harnesses/earth-pulse-harness/src/spectrogram.ts new file mode 100644 index 000000000..77db5b801 --- /dev/null +++ b/harnesses/earth-pulse-harness/src/spectrogram.ts @@ -0,0 +1,126 @@ +// SPDX-License-Identifier: MIT +// Time–frequency spectrogram + a gliding-tremor search, with the contradiction +// test that keeps it honest. Pure, deterministic. +// +// Bruland & Hadziioannou (2023) report "gliding tremors" associated with the +// 26 s microseism — narrowband features that sweep UPWARD in frequency. A naive +// spectrogram ridge-tracker readily finds upward-drifting peaks above the +// fundamental — BUT in single-station data those are dominated by the broad +// secondary microseism (Q ≈ 4) whose peak frequency wanders with ocean +// conditions. The discriminator (ADR-004) is SOURCE COHERENCE: a true tremor of +// the 26 s source must arrive from the SAME back-azimuth as the fundamental +// (~100°, Gulf of Guinea). Candidates that do not are rejected. + +import { welchPsd, whiten } from './spectrum.js'; + +export interface GlideCandidate { + tStartH: number; + tEndH: number; + fStartHz: number; + fEndHz: number; + riseHz: number; + durationH: number; +} + +export interface GlideSearchResult { + columns: number; + candidates: GlideCandidate[]; + /** Bandwidth Q of the dominant feature in the search band (low ⇒ broad ⇒ microseism). */ + dominantQ: number; + dominantPeriodS: number; +} + +/** + * Naive upward-glide search: track the strongest whitened peak per time column + * and flag sustained monotonic upward runs. Returns candidates AND the dominant + * feature's Q — a low Q means the band is dominated by the broad secondary + * microseism, so any "glides" are suspect and MUST be confirmed by source + * coherence (see `sourceCoherenceVerdict`). + */ +export function glideSearch( + samples: number[] | Float64Array, + fs: number, + band: [number, number], + opts: { windowS?: number; hopS?: number; segment?: number; promMin?: number; minRiseHz?: number; minDurH?: number } = {}, +): GlideSearchResult { + const W = opts.windowS ?? 2 * 3600; + const hop = opts.hopS ?? 3600; + const seg = opts.segment ?? 1024; + const promMin = opts.promMin ?? 1.5; + const minRise = opts.minRiseHz ?? 0.004; + const minDur = opts.minDurH ?? 4; + const track: { t: number; f: number; prom: number }[] = []; + for (let start = 0; start + W <= samples.length; start += hop) { + const sp = welchPsd(Array.prototype.slice.call(samples, start, start + W), { fs, segment: seg, overlap: seg / 2, average: 'median' }); + const w = whiten(sp.psd, 12); + let pk = 0; + let pf = 0; + for (let k = 0; k < sp.freqs.length; k++) { + const f = sp.freqs[k]; + if (f >= band[0] && f <= band[1] && w[k] > pk) { pk = w[k]; pf = f; } + } + track.push({ t: start / fs / 3600, f: pf, prom: pk }); + } + const candidates: GlideCandidate[] = []; + let i = 0; + while (i < track.length) { + if (track[i].prom < promMin) { i++; continue; } + let j = i; + while (j + 1 < track.length && track[j + 1].prom >= promMin && track[j + 1].f >= track[j].f - 0.001) j++; + const rise = track[j].f - track[i].f; + const dur = track[j].t - track[i].t; + if (dur >= minDur && rise > minRise) { + candidates.push({ tStartH: +track[i].t.toFixed(1), tEndH: +track[j].t.toFixed(1), fStartHz: +track[i].f.toFixed(4), fEndHz: +track[j].f.toFixed(4), riseHz: +rise.toFixed(4), durationH: +dur.toFixed(1) }); + } + i = j + 1; + } + // Dominant-feature Q over the whole record. + const full = welchPsd(samples, { fs, segment: 4096, overlap: 2048, average: 'median' }); + let pk = 0; + let kp = 0; + for (let k = 0; k < full.freqs.length; k++) { + const f = full.freqs[k]; + if (f >= band[0] && f <= band[1] && full.psd[k] > pk) { pk = full.psd[k]; kp = k; } + } + let kl = kp; + while (kl > 0 && full.psd[kl] > pk / 2) kl--; + let kr = kp; + while (kr < full.psd.length - 1 && full.psd[kr] > pk / 2) kr++; + const res = full.freqs[1] - full.freqs[0]; + const fwhm = (kr - kl) * res; + return { + columns: track.length, + candidates, + dominantQ: fwhm > 0 ? +(full.freqs[kp] / fwhm).toFixed(1) : Infinity, + dominantPeriodS: +(1 / full.freqs[kp]).toFixed(1), + }; +} + +export interface CoherenceVerdict { + confirmed: boolean; + reason: string; +} + +/** + * The contradiction test (ADR-004): a glide candidate is a real tremor of the + * 26 s source ONLY if its band is source-coherent from the fundamental's + * back-azimuth. Given the per-band polarization (back-azimuth + concentration R) + * of the fundamental and the candidate band, confirm or reject. + */ +export function sourceCoherenceVerdict( + fundamental: { backAzimuth: number; R: number }, + candidateBand: { backAzimuth: number; R: number }, + opts: { minR?: number; maxAzDiff?: number } = {}, +): CoherenceVerdict { + const minR = opts.minR ?? 0.5; + const maxAz = opts.maxAzDiff ?? 30; + let d = Math.abs(fundamental.backAzimuth - candidateBand.backAzimuth) % 360; + if (d > 180) d = 360 - d; + if (candidateBand.R < minR) { + return { confirmed: false, reason: `candidate band is not source-coherent (R=${candidateBand.R.toFixed(2)} < ${minR}) — consistent with the broad secondary microseism, not a fixed source` }; + } + if (d > maxAz) { + return { confirmed: false, reason: `candidate band arrives from ${candidateBand.backAzimuth.toFixed(0)}°, ${d.toFixed(0)}° from the fundamental's ${fundamental.backAzimuth.toFixed(0)}° — a different source` }; + } + return { confirmed: true, reason: `candidate band is source-coherent (R=${candidateBand.R.toFixed(2)}) and co-located in azimuth (Δ=${d.toFixed(0)}°) with the fundamental` }; +} diff --git a/harnesses/earth-pulse-harness/src/spectrum.ts b/harnesses/earth-pulse-harness/src/spectrum.ts new file mode 100644 index 000000000..3b32acaae --- /dev/null +++ b/harnesses/earth-pulse-harness/src/spectrum.ts @@ -0,0 +1,240 @@ +// SPDX-License-Identifier: MIT +// Spectral analysis for the long-period microseism — the engine behind the +// real-data proof. Pure, deterministic, dependency-free TypeScript. +// +// The "26-second pulse" is a narrowband, low-amplitude spectral line that is +// NOT the dominant feature of a raw seismic record (the secondary microseism at +// ~6-16 s dwarfs it). Isolating it the way the literature does requires: +// 1. Welch averaging over many overlapping windows (variance reduction), and +// 2. MEDIAN averaging across segments to reject earthquake transients, and +// 3. spectral whitening (divide by a smoothed background) to expose the line. +// That is exactly what this module implements. + +import type { SeismicWindow } from './types.js'; + +/** In-place iterative radix-2 Cooley-Tukey FFT. `re`/`im` length must be a power of 2. */ +export function fft(re: Float64Array, im: Float64Array, inverse = false): void { + const n = re.length; + if ((n & (n - 1)) !== 0) throw new Error(`fft: length ${n} is not a power of 2`); + // Bit-reversal permutation. + for (let i = 1, j = 0; i < n; i++) { + let bit = n >> 1; + for (; j & bit; bit >>= 1) j ^= bit; + j ^= bit; + if (i < j) { + [re[i], re[j]] = [re[j], re[i]]; + [im[i], im[j]] = [im[j], im[i]]; + } + } + for (let len = 2; len <= n; len <<= 1) { + const ang = (inverse ? 2 : -2) * Math.PI / len; + const wr = Math.cos(ang); + const wi = Math.sin(ang); + for (let i = 0; i < n; i += len) { + let cr = 1; + let ci = 0; + for (let k = 0; k < len / 2; k++) { + const a = i + k; + const b = i + k + len / 2; + const tr = re[b] * cr - im[b] * ci; + const ti = re[b] * ci + im[b] * cr; + re[b] = re[a] - tr; + im[b] = im[a] - ti; + re[a] += tr; + im[a] += ti; + const ncr = cr * wr - ci * wi; + ci = cr * wi + ci * wr; + cr = ncr; + } + } + } + if (inverse) { + for (let i = 0; i < n; i++) { + re[i] /= n; + im[i] /= n; + } + } +} + +/** Remove the best-fit line (least squares) from a segment — kills tides/drift. */ +export function detrend(seg: number[] | Float64Array): Float64Array { + const n = seg.length; + let sx = 0; + let sy = 0; + let sxx = 0; + let sxy = 0; + for (let i = 0; i < n; i++) { + sx += i; + sy += seg[i]; + sxx += i * i; + sxy += i * seg[i]; + } + const slope = (n * sxy - sx * sy) / (n * sxx - sx * sx); + const intercept = (sy - slope * sx) / n; + const out = new Float64Array(n); + for (let i = 0; i < n; i++) out[i] = seg[i] - (intercept + slope * i); + return out; +} + +function hann(n: number): Float64Array { + const w = new Float64Array(n); + for (let i = 0; i < n; i++) w[i] = 0.5 - 0.5 * Math.cos((2 * Math.PI * i) / (n - 1)); + return w; +} + +function median(values: number[]): number { + const s = [...values].sort((a, b) => a - b); + const m = s.length >> 1; + return s.length % 2 ? s[m] : (s[m - 1] + s[m]) / 2; +} + +export interface Psd { + freqs: Float64Array; + psd: Float64Array; + segments: number; + fs: number; +} + +export interface WelchOptions { + fs?: number; + segment?: number; + overlap?: number; + average?: 'median' | 'mean'; +} + +/** + * Welch power spectral density. `average:'median'` (default) is what makes the + * 26 s line survive: it rejects earthquake transients that would otherwise + * inflate the mean of a handful of segments. + */ +export function welchPsd(samples: number[] | Float64Array, opts: WelchOptions = {}): Psd { + const fs = opts.fs ?? 1.0; + const N = opts.segment ?? 4096; + if ((N & (N - 1)) !== 0) throw new Error(`welchPsd: segment ${N} must be a power of 2`); + const hop = N - (opts.overlap ?? N / 2); + const win = hann(N); + let winNorm = 0; + for (let i = 0; i < N; i++) winNorm += win[i] * win[i]; + const half = N / 2; + const perBin: number[][] = Array.from({ length: half }, () => []); + let segCount = 0; + for (let start = 0; start + N <= samples.length; start += hop) { + const seg = detrend(Array.prototype.slice.call(samples, start, start + N)); + const re = new Float64Array(N); + const im = new Float64Array(N); + for (let i = 0; i < N; i++) re[i] = seg[i] * win[i]; + fft(re, im); + for (let k = 0; k < half; k++) { + perBin[k].push((re[k] * re[k] + im[k] * im[k]) / (fs * winNorm)); + } + segCount++; + } + const psd = new Float64Array(half); + const freqs = new Float64Array(half); + const useMedian = (opts.average ?? 'median') === 'median'; + for (let k = 0; k < half; k++) { + freqs[k] = (k * fs) / N; + if (perBin[k].length === 0) continue; + psd[k] = useMedian + ? median(perBin[k]) + : perBin[k].reduce((a, b) => a + b, 0) / perBin[k].length; + } + return { freqs, psd, segments: segCount, fs }; +} + +/** + * Spectral whitening: divide each bin by a running-median background so narrow + * persistent lines stand out as values > 1, independent of the steep + * microseism continuum. Returns the prominence curve (same length as psd). + */ +export function whiten(psd: Float64Array, halfWindow = 15): Float64Array { + const out = new Float64Array(psd.length); + for (let k = 0; k < psd.length; k++) { + const lo = Math.max(0, k - halfWindow); + const hi = Math.min(psd.length - 1, k + halfWindow); + const bg: number[] = []; + for (let j = lo; j <= hi; j++) if (psd[j] > 0) bg.push(psd[j]); + const b = bg.length ? median(bg) : 0; + out[k] = b > 0 ? psd[k] / b : 0; + } + return out; +} + +export interface SpectralLine { + periodS: number; + freqHz: number; + prominence: number; + psd: number; +} + +/** + * Find the most prominent persistent spectral line inside a frequency band, + * using whitened prominence (PSD / smoothed background). This is the detector + * used to prove the 26 s pulse in real data. + */ +export function findPersistentLine( + spec: Psd, + bandHz: [number, number], + halfWindow = 15, +): SpectralLine | null { + const w = whiten(spec.psd, halfWindow); + let bestK = -1; + let bestProm = -Infinity; + for (let k = 1; k < spec.freqs.length - 1; k++) { + const f = spec.freqs[k]; + if (f < bandHz[0] || f > bandHz[1]) continue; + // Require a local maximum so we report a line, not a slope. + if (w[k] >= w[k - 1] && w[k] >= w[k + 1] && w[k] > bestProm) { + bestProm = w[k]; + bestK = k; + } + } + if (bestK < 0) return null; + return { + periodS: 1 / spec.freqs[bestK], + freqHz: spec.freqs[bestK], + prominence: bestProm, + psd: spec.psd[bestK], + }; +} + +/** + * Zero-phase FFT band-pass filter. Pads to the next power of two, zeroes all + * bins outside [loHz, hiHz] (and their conjugate mirror), inverse-transforms, + * and returns the real part truncated to the original length. Used to isolate + * the long-period band before running the per-event detector on real data. + */ +export function bandpass( + samples: number[] | Float64Array, + fs: number, + loHz: number, + hiHz: number, +): number[] { + const n0 = samples.length; + let n = 1; + while (n < n0) n <<= 1; + const re = new Float64Array(n); + const im = new Float64Array(n); + const dt = detrend(Array.prototype.slice.call(samples, 0, n0)); + for (let i = 0; i < n0; i++) re[i] = dt[i]; + fft(re, im); + for (let k = 0; k <= n / 2; k++) { + const f = (k * fs) / n; + if (f < loHz || f > hiHz) { + re[k] = 0; + im[k] = 0; + const mk = (n - k) % n; // conjugate-symmetric mirror + re[mk] = 0; + im[mk] = 0; + } + } + fft(re, im, true); + const out = new Array(n0); + for (let i = 0; i < n0; i++) out[i] = re[i]; + return out; +} + +/** Convenience: median Welch PSD straight from a SeismicWindow. */ +export function windowPsd(win: SeismicWindow, opts: WelchOptions = {}): Psd { + return welchPsd(win.samples, { fs: win.sampleRateHz, ...opts }); +} diff --git a/harnesses/earth-pulse-harness/src/triangulate.ts b/harnesses/earth-pulse-harness/src/triangulate.ts new file mode 100644 index 000000000..8e76ab447 --- /dev/null +++ b/harnesses/earth-pulse-harness/src/triangulate.ts @@ -0,0 +1,104 @@ +// SPDX-License-Identifier: MIT +// Triangulate the 26 s source LOCATION by intersecting single-station +// back-azimuths from several stations. Pure, deterministic. +// +// Each station gives a bearing (great-circle azimuth) toward the source. The +// source is the point that best fits all bearings — found by minimizing the +// weighted sum of squared angular residuals over a lat/lon grid (refined). With +// ≥ 2 well-separated bearings this turns a set of directions into a coordinate. + +import { greatCircleAzimuth } from './polarization.js'; + +export interface StationBearing { + name: string; + lat: number; + lon: number; + backAzimuth: number; // degrees, station→source + weight?: number; // e.g. polarization concentration R (default 1) +} + +export interface TriangulationResult { + lat: number; + lon: number; + /** RMS angular residual (degrees) at the solution. */ + rmsResidualDeg: number; + /** Per-station residual (measured − predicted bearing). */ + residuals: { name: string; residualDeg: number }[]; + /** Approx 1-σ location radius (km) from the residual curvature. */ + uncertaintyKm: number; +} + +function angDiff(a: number, b: number): number { + let d = Math.abs(a - b) % 360; + if (d > 180) d = 360 - d; + return d; +} + +function misfit(stations: StationBearing[], lat: number, lon: number): number { + let s = 0; + let w = 0; + for (const st of stations) { + const pred = greatCircleAzimuth(st.lat, st.lon, lat, lon); + const wi = st.weight ?? 1; + const r = angDiff(st.backAzimuth, pred); + s += wi * r * r; + w += wi; + } + return s / w; // weighted mean squared residual +} + +const KM_PER_DEG = 111.195; + +/** + * Grid-search + refine the source location. `bounds` defaults to a wide + * Atlantic/Africa box around the Gulf of Guinea. + */ +export function triangulate( + stations: StationBearing[], + bounds: { latMin: number; latMax: number; lonMin: number; lonMax: number } = { + latMin: -30, latMax: 35, lonMin: -35, lonMax: 35, + }, +): TriangulationResult { + if (stations.length < 2) throw new Error('triangulate: need at least 2 stations'); + let best = { lat: 0, lon: 0, m: Infinity }; + // Coarse grid, then two refinement passes. + let { latMin, latMax, lonMin, lonMax } = bounds; + let step = Math.max((latMax - latMin) / 100, (lonMax - lonMin) / 100); + for (let pass = 0; pass < 3; pass++) { + for (let la = latMin; la <= latMax; la += step) { + for (let lo = lonMin; lo <= lonMax; lo += step) { + const m = misfit(stations, la, lo); + if (m < best.m) best = { lat: la, lon: lo, m }; + } + } + latMin = best.lat - step * 4; latMax = best.lat + step * 4; + lonMin = best.lon - step * 4; lonMax = best.lon + step * 4; + step /= 8; + } + const rms = Math.sqrt(best.m); + const residuals = stations.map((st) => ({ + name: st.name, + residualDeg: +(((st.backAzimuth - greatCircleAzimuth(st.lat, st.lon, best.lat, best.lon) + 540) % 360) - 180).toFixed(1), + })); + // Crude uncertainty: how far must we move (in km) to raise RMS by 1°? + const d = 0.25; + const dm = (misfit(stations, best.lat + d, best.lon) + misfit(stations, best.lat, best.lon + d)) / 2 - best.m; + const curv = Math.sqrt(Math.max(dm, 1e-6)) / (d * KM_PER_DEG); + const uncertaintyKm = curv > 0 ? Math.round(1 / curv) : 0; + return { + lat: +best.lat.toFixed(2), + lon: +best.lon.toFixed(2), + rmsResidualDeg: +rms.toFixed(1), + residuals, + uncertaintyKm, + }; +} + +/** Great-circle distance (km) between two points. */ +export function distanceKm(lat1: number, lon1: number, lat2: number, lon2: number): number { + const d = Math.PI / 180; + const a = + Math.sin(((lat2 - lat1) * d) / 2) ** 2 + + Math.cos(lat1 * d) * Math.cos(lat2 * d) * Math.sin(((lon2 - lon1) * d) / 2) ** 2; + return 6371 * 2 * Math.atan2(Math.sqrt(a), Math.sqrt(1 - a)); +} diff --git a/harnesses/earth-pulse-harness/src/types.ts b/harnesses/earth-pulse-harness/src/types.ts new file mode 100644 index 000000000..8e2bb19de --- /dev/null +++ b/harnesses/earth-pulse-harness/src/types.ts @@ -0,0 +1,118 @@ +// SPDX-License-Identifier: MIT +// +// Shared domain types for the Earth "26-second pulse" research harness. +// FREEZE THE PHYSICS, EVOLVE THE HARNESS: these types describe immutable +// observation/derivation contracts; the harness logic may evolve around them. + +/** + * A contiguous slice of seismic samples from one station. + * `startIso` is an ISO-8601 timestamp marking the first sample. + */ +export interface SeismicWindow { + stationId: string; + startIso: string; + sampleRateHz: number; + samples: number[]; +} + +/** + * Oceanographic / geophysical context co-located with a window. + * `tidePhase` in [0,1), `swellDirectionDeg` in [0,360). + */ +export interface EnvironmentContext { + swellHeightM: number; + swellPeriodS: number; + swellDirectionDeg: number; + tidePhase: number; + barometricGradient: number; + volcanicProxyScore: number; + sourceRegion: string; +} + +/** + * A detected microseism / pulse event. + */ +export interface PulseEvent { + eventId: string; + timestampIso: string; + dominantPeriodS: number; + frequencyHz: number; + amplitude: number; + phaseCoherence: number; + glideDetected: boolean; + sourceRegion: string; + confidence: number; +} + +/** + * Numeric feature representation derived from an event + its window + env. + */ +export interface FeatureVector { + eventId: string; + spectral: number[]; + amplitudeEnvelope: number[]; + glideSlope: number; + phaseCoherence: number; + stationGeometry: number[]; + environment: EnvironmentContext; +} + +/** + * Separated embeddings (ADR-002: don't force everything into one vector). + * Each sub-embedding is independently L2-normalized; `combined` is their + * concatenation (also L2-normalized as a whole). + */ +export interface EventEmbedding { + eventId: string; + waveform: number[]; + environment: number[]; + source: number[]; + combined: number[]; +} + +/** + * A scientific hypothesis with a scoring genome (weight overrides). + */ +export interface Hypothesis { + id: string; + name: string; + weights: Record; +} + +/** + * Result of scoring a hypothesis against gathered evidence. + */ +export interface HypothesisScore { + hypothesisId: string; + score: number; + components: Record; + contradictions: string[]; +} + +/** + * Output of the promotion gate. + */ +export interface ValidationReport { + passed: boolean; + leakageDetected: boolean; + heldOutError: number; + baselineError: number; + improvementPct: number; + notes: string[]; +} + +/** Period band expressed in seconds (inclusive low/high). */ +export interface PeriodBand { + lowPeriodS: number; + highPeriodS: number; +} + +/** Evidence gathered for hypothesis scoring; all components in [0,1]. */ +export interface HypothesisEvidence { + sourceStability: number; + environmentalCorrelation: number; + outOfSamplePrediction: number; + spectralShapeMatch: number; + parsimony: number; + contradictionSurvival: number; +} diff --git a/harnesses/earth-pulse-harness/src/validate.ts b/harnesses/earth-pulse-harness/src/validate.ts new file mode 100644 index 000000000..c94a02e4c --- /dev/null +++ b/harnesses/earth-pulse-harness/src/validate.ts @@ -0,0 +1,102 @@ +// SPDX-License-Identifier: MIT +// +// Promotion gate. A harness change is only promoted when it demonstrably +// improves detection without leakage or uncited claims. + +import type { ValidationReport } from './types.js'; + +/** Minimum F1 improvement required to promote. */ +const MIN_F1_DELTA = 0.03; +/** Minimum held-out error improvement (fraction) required to promote. */ +const MIN_IMPROVEMENT_PCT = 5; + +/** + * Evaluate the promotion gate. + * + * Promote ONLY if ALL hold: + * - pulseDetectionF1 improves by >= 0.03 + * - falsePositiveDelta <= 0 (no increase in false positives) + * - held-out prediction error improves by >= 5% + * - no data leakage + * - zero uncited claims + */ +export function validate(opts: { + baselineError: number; + heldOutError: number; + pulseDetectionF1Delta: number; + falsePositiveDelta: number; + leakage: boolean; + uncitedClaims: number; +}): ValidationReport { + const { + baselineError, + heldOutError, + pulseDetectionF1Delta, + falsePositiveDelta, + leakage, + uncitedClaims, + } = opts; + + // Improvement fraction of held-out vs baseline error (positive = better). + const improvementPct = + baselineError > 0 + ? ((baselineError - heldOutError) / baselineError) * 100 + : heldOutError <= 0 + ? 0 + : -Infinity; + + const notes: string[] = []; + + const f1Pass = pulseDetectionF1Delta >= MIN_F1_DELTA; + notes.push( + f1Pass + ? `PASS: F1 improved by ${pulseDetectionF1Delta.toFixed(3)} (>= ${MIN_F1_DELTA}).` + : `FAIL: F1 delta ${pulseDetectionF1Delta.toFixed(3)} < required ${MIN_F1_DELTA}.`, + ); + + const fpPass = falsePositiveDelta <= 0; + notes.push( + fpPass + ? `PASS: false positives did not increase (delta ${falsePositiveDelta}).` + : `FAIL: false positives increased by ${falsePositiveDelta}.`, + ); + + const improvementPass = improvementPct >= MIN_IMPROVEMENT_PCT; + notes.push( + improvementPass + ? `PASS: held-out error improved by ${improvementPct.toFixed(2)}% (>= ${MIN_IMPROVEMENT_PCT}%).` + : `FAIL: held-out error improvement ${improvementPct.toFixed(2)}% < required ${MIN_IMPROVEMENT_PCT}%.`, + ); + + const leakagePass = !leakage; + notes.push( + leakagePass + ? 'PASS: no data leakage detected.' + : 'FAIL: data leakage detected — train/test contamination.', + ); + + const citationPass = uncitedClaims === 0; + notes.push( + citationPass + ? 'PASS: all claims are cited.' + : `FAIL: ${uncitedClaims} uncited claim(s) present.`, + ); + + const passed = + f1Pass && fpPass && improvementPass && leakagePass && citationPass; + + notes.push( + passed + ? 'PROMOTE: all gate criteria satisfied.' + : 'REJECT: one or more gate criteria failed.', + ); + + return { + passed, + leakageDetected: leakage, + heldOutError, + baselineError, + improvementPct, + notes, + }; +} diff --git a/harnesses/earth-pulse-harness/tests/fixtures/sample-env.json b/harnesses/earth-pulse-harness/tests/fixtures/sample-env.json new file mode 100644 index 000000000..f95b4a49a --- /dev/null +++ b/harnesses/earth-pulse-harness/tests/fixtures/sample-env.json @@ -0,0 +1,9 @@ +{ + "swellHeightM": 2.4, + "swellPeriodS": 14, + "swellDirectionDeg": 210, + "tidePhase": 0.5, + "barometricGradient": 0.8, + "volcanicProxyScore": 0.1, + "sourceRegion": "Gulf of Guinea" +} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/tests/fixtures/sample-window.json b/harnesses/earth-pulse-harness/tests/fixtures/sample-window.json new file mode 100644 index 000000000..dae7a0b4a --- /dev/null +++ b/harnesses/earth-pulse-harness/tests/fixtures/sample-window.json @@ -0,0 +1,263 @@ +{ + "stationId": "GoG-01", + "startIso": "2023-03-01T00:00:00Z", + "sampleRateHz": 1, + "samples": [ + 0.066562, + 0.239395, + 0.473991, + 0.644739, + 0.83731, + 0.953648, + 0.957315, + 1.064632, + 0.918885, + 0.813797, + 0.633265, + 0.459513, + 0.283867, + -0.054227, + -0.261047, + -0.44562, + -0.675987, + -0.867216, + -1.002789, + -1.047744, + -0.993417, + -0.913713, + -0.800857, + -0.716301, + -0.395819, + -0.239496, + 0.062526, + 0.290222, + 0.516786, + 0.732568, + 0.795546, + 0.977516, + 1.042605, + 0.949769, + 0.874465, + 0.861007, + 0.652209, + 0.428404, + 0.302044, + -0.061214, + -0.203085, + -0.486162, + -0.687964, + -0.813302, + -0.951393, + -0.972923, + -1.010428, + -0.989068, + -0.880901, + -0.622333, + -0.475863, + -0.177137, + 0.016745, + 0.278583, + 0.482368, + 0.698253, + 0.794805, + 0.989506, + 0.918161, + 0.929838, + 0.924661, + 0.875687, + 0.600078, + 0.528821, + 0.203443, + 0.046755, + -0.191817, + -0.448677, + -0.60262, + -0.881595, + -0.920477, + -0.94285, + -1.05455, + -0.862433, + -0.811277, + -0.665541, + -0.531895, + -0.269913, + 0.033926, + 0.196359, + 0.475577, + 0.732406, + 0.896131, + 0.935285, + 1.038677, + 1.060511, + 0.890339, + 0.838502, + 0.637916, + 0.482379, + 0.200111, + 0.067127, + -0.16667, + -0.488466, + -0.684238, + -0.858752, + -0.954637, + -0.934937, + -0.934731, + -0.909548, + -0.803602, + -0.699964, + -0.522604, + -0.261797, + 0.018356, + 0.267267, + 0.523805, + 0.703162, + 0.821633, + 0.892784, + 0.965806, + 0.946045, + 0.936306, + 0.792523, + 0.619205, + 0.417629, + 0.26354, + 0.030775, + -0.282279, + -0.403679, + -0.618016, + -0.768289, + -0.896171, + -0.968734, + -1.020622, + -0.988073, + -0.849713, + -0.679974, + -0.479469, + -0.191175, + -0.017516, + 0.311826, + 0.427582, + 0.615011, + 0.810519, + 1.008026, + 1.047772, + 0.995339, + 0.995879, + 0.846541, + 0.59164, + 0.493709, + 0.210899, + 0.045858, + -0.285434, + -0.466322, + -0.707481, + -0.762492, + -0.959464, + -1.02508, + -0.990369, + -0.879305, + -0.848791, + -0.62783, + -0.451975, + -0.22764, + 0.055514, + 0.284218, + 0.445977, + 0.680449, + 0.848994, + 0.914337, + 1.057449, + 0.990811, + 0.868599, + 0.857672, + 0.613969, + 0.453237, + 0.24165, + 0.012537, + -0.174792, + -0.410411, + -0.608119, + -0.872049, + -0.911912, + -0.936637, + -1.048591, + -1.009408, + -0.889932, + -0.603393, + -0.469181, + -0.194601, + -0.03686, + 0.187717, + 0.42395, + 0.670397, + 0.897636, + 0.956977, + 0.971478, + 1.004579, + 0.895233, + 0.879516, + 0.66613, + 0.466253, + 0.276244, + 0.04652, + -0.294106, + -0.426649, + -0.709054, + -0.846421, + -0.975776, + -1.043451, + -0.962206, + -0.974487, + -0.842652, + -0.731599, + -0.535477, + -0.29762, + 0.039357, + 0.309441, + 0.515405, + 0.678171, + 0.806638, + 0.96448, + 0.972365, + 0.929458, + 0.902989, + 0.841264, + 0.619906, + 0.391712, + 0.190911, + 0.040379, + -0.257509, + -0.462428, + -0.679585, + -0.857542, + -0.907367, + -1.005664, + -1.041386, + -0.952507, + -0.893653, + -0.641693, + -0.433327, + -0.289806, + -0.044345, + 0.172133, + 0.483143, + 0.632064, + 0.808704, + 0.990171, + 0.993491, + 1.007232, + 1.003377, + 0.829426, + 0.591075, + 0.403806, + 0.266772, + -0.009889, + -0.207111, + -0.418138, + -0.646313, + -0.853628, + -0.901045, + -1.020711, + -1.02943, + -0.955214 + ] +} \ No newline at end of file diff --git a/harnesses/earth-pulse-harness/tsconfig.json b/harnesses/earth-pulse-harness/tsconfig.json new file mode 100644 index 000000000..4f908fa45 --- /dev/null +++ b/harnesses/earth-pulse-harness/tsconfig.json @@ -0,0 +1,19 @@ +{ + "compilerOptions": { + "target": "ES2022", + "module": "NodeNext", + "moduleResolution": "NodeNext", + "lib": ["ES2022"], + "outDir": "./dist", + "rootDir": "./src", + "declaration": true, + "declarationMap": true, + "sourceMap": true, + "strict": true, + "esModuleInterop": true, + "skipLibCheck": true, + "forceConsistentCasingInFileNames": true + }, + "include": ["src/**/*.ts"], + "exclude": ["node_modules", "dist", "__tests__"] +} diff --git a/harnesses/earth-pulse-harness/vitest.config.ts b/harnesses/earth-pulse-harness/vitest.config.ts new file mode 100644 index 000000000..934a1bcaa --- /dev/null +++ b/harnesses/earth-pulse-harness/vitest.config.ts @@ -0,0 +1,23 @@ +// SPDX-License-Identifier: MIT +// Strips the `#!/usr/bin/env node` shebang from importable entrypoints +// (e.g. bin/cli.js) before Vite parses them — Vite/esbuild (used internally by +// Vitest) does NOT strip shebangs, so importing a shebanged module throws +// `SyntaxError: Invalid or unexpected token`. Mirrors the timesfm-harness config. +// Has no effect on direct CLI execution or `npm run doctor`. +import { defineConfig } from 'vitest/config'; + +export default defineConfig({ + plugins: [ + { + name: 'strip-shebang', + enforce: 'pre', + transform(code: string) { + if (code.startsWith('#!')) { + // Replace with a blank line so source line numbers stay aligned. + return { code: code.replace(/^#![^\n]*/, ''), map: null }; + } + return null; + }, + }, + ], +});