⭐ G2 Dynamics — AI-Native Research & Quant Systems Black Box Lab • Autonomous Research • Multi-Agent Reasoning Pipelines

G2 Dynamics is an AI-native research lab building sovereign, multi-agent reasoning systems for quantitative analysis, sports modeling, and autonomous experimentation. Our focus is simple:

Build models that think.

Build systems that learn.

Build engines that scale.

At the center of G2D is Black Box Lab — a fully independent R&D environment powered by our evolving Reasoning Kernels and a distributed cluster of autonomous Researcher Agents.

🔬 Black Box Lab

Black Box is where all internal research happens:

Multi-agent experimentation

Meta-reasoning and hypothesis generation

Tool-orchestrated experimentation

Simulation and correlation testing

Statistical modeling and quant exploration

Every experiment is tracked, versioned, and reproducible.

🧠 G2 Researcher Cluster (v1.0 Lineage)

Our flagship autonomous agent is the G2 Researcher, a lightweight, tool-capable reasoning engine inspired by modern multi-agent labs.

Current cluster:

📌 v1.0_FROZEN

Immutable, untouched baseline snapshot. Serves as the canonical root for all future builds.

📌 v1.0_DEV

Active development environment: patched, debugged, dry-run verified, stable.

📌 v1.0_AGENT_B

Branch of DEV specializing in:

analytical reasoning

statistical comparisons

cross-experiment evaluation

📌 v1.0_AGENT_C

Branch of DEV specializing in:

synthesis

hypothesis expansion

tool-chain orchestration

These three form our first multi-agent cluster, scheduled for distributed deployment on local + Mac hardware.

🧩 Architecture Philosophy

G2D follows a simple progression:

Experiment → Study → Prototype → System

Everything we build eventually folds back into:

Archimedes (Sovereign Quant Kernel)

Crystal Engine (feature pipeline)

Gnosis & Nostradamus (sports quant engines)

LJ (low-level probabilistic engine)

Each Researcher agent feeds data upward into this stack.

🚀 Roadmap (Next 90 Days)

Deploy 3-agent Researcher cluster on local + Mac

Begin Study Phase on multi-agent reasoning patterns

Integrate Black Box Lab into G2D’s private compute rack

Publish weekly quant reports

Complete Crystal Engine v1

Begin G2D Founder Blueprint rollout on social

🔗 Repositories

G2-Researcher_v1.0_FROZEN — canonical baseline

G2-Researcher_v1.0_DEV — live dev branch

G2-Researcher_v1.0_AGENT_B — analysis agent

G2-Researcher_v1.0_AGENT_C — synthesis agent

🧬 Founder

Built by JordanG2D — AI-native founder building a sovereign quant lab from scratch.