Public technical proof surface for Francisco Abner Rivera: field discipline, embedded systems, EPI research, and YOSO-YAi alignment.

Public measurement-instrument scaffold for EPI research; review-gated, non-certified, and not production-ready.

Public derivative EPI scaffold for mixed-quantization research framing, review gates, and claim boundaries.

Public mission-critical field-discipline notes for electrical, controls, and infrastructure review boundaries.

Public-safe fine-tuning lab-note templates, dataset boundaries, evaluation notes, and release-gate discipline.

Public lab for turning technical work into boundary-aware READMEs, artifact status, and claim-reviewed proof surfaces.

Public derivative EPI scaffold for attention-head pruning research framing, review gates, and claim boundaries.

Public boundary model for documenting local AI labs and agent-assisted engineering without exposing private infrastructure.

Public-safe DGX/NVIDIA workstation documentation patterns without exposing topology, endpoints, credentials, or sealed IP.

Public proof surface for simulation-first solar hydrogen control logic, safety gating, and ledger discipline.

Public Pico 2/RP2350A PIO I2C reference scaffold with educational examples and private firmware boundaries.

Public Hugging Face card templates for model, dataset, report, and Space release-readiness without release claims.

Public EPI research scaffold for energy-aware AI evaluation, measurement discipline, and claim boundaries.

Public proof-control spine for Franzabner repos: status labels, claim boundaries, review gates, and human approval discipline.

Public electrical fieldcraft documentation scaffold for panel discipline, commissioning notes, and review boundaries.

Public review-gate library for AI-assisted engineering outputs, status accuracy, boundaries, and release controls.

Public EPI tooling scaffold for future reviewed measurement workflows; no released benchmark results.

Public speculative engineering observatory for propulsion concept taxonomy, hypothesis mapping, and simulation boundaries.

Public derivative EPI scaffold for expert-pruning research framing, review gates, and claim boundaries.

Public career-arc proof surface: field discipline to electrical, controls, embedded systems, and architecture.