Reading Order
80+ real pages across two sites is a lot to land on cold. Six tiers, each building on the last — nothing here needs you to have read something you haven't gotten to yet.
Tier 1 — Start here, no background needed
Who and what this is
gregorylacefield.com — who built this dynamicsystemsarchitecture.org — the lab notebook itself Research Roadmap — the whole program in five minutesTier 2 — The core idea, still non-technical
What non-collapsibility actually means
Four-Channel Framework — the plain-English version Origin — where it actually came from The Education Inversion — the vision essay, no architecture requiredTier 3 — See it actually work
Interactive, tangible, before the formalism
NFL Strategy Composer — build and forward-walk a real strategy yourself Boston Housing Backtest — real data, honest failure case included Wayfinder — a full applied instructional system built on thisTier 4 — The formal claims
Proof, patent, vocabulary
The Proof — current version, full text Patent Cliff Notes — all 7 claims, plain language, linked to the proof Glossary — reference alongside everything above, not read start to finishTier 5 — Implementation
The real, running code
Core Kernel & Pipeline Infrastructure — the actual kernel and estimator interface Governance Layer — score aggregation, the circuit breaker in code Pipeline Orchestrator — where the pieces actually get wired together The Reasoning Chain — the meta-layer that tracks the research itselfTier 6 — Validation and the honesty record
What's actually been checked, and what hasn't
Independent Verification Center — the real front door to all of this Component A Changelog — 9 real fixes, including a self-correction Backtest-Only Audit — what's still only tested against itself Open Problems — the proof's own unresolved questions Domain Applications — where this goes next, and where it's held back on purposeTier 7 — Not evidence, real anyway