Public artifacts of an independent builder-researcher working with a team of AI agents. Research, benchmarks, methodology — published honest about their own failure modes.
What this repo demonstrates, in one breath: pre-registered measurement discipline (hash first, results after) · a production multi-agent harness that compounds a fixed model across sessions · and the receipts for both, including the negative results.
SHIP LOG — dated one-liners of everything published here, newest first.
| finding | where |
|---|---|
| Decorrelation co-failure benchmark (flagship) — how often different-lab LLMs all fail the same probe. Cross-lineage, commit-reveal pre-registered. | benchmarks/decorrelation-benchmark.md · writeups/decorrelation-benchmark-v2.md |
| Longitudinal memory-fidelity measurements — does cross-session memory actually survive? Measured over months, not asserted. | measurements/ |
| Elevation-vs-capability boundary study — where richer instructions substitute for model capability (+28pp, pre-registered), and where they measurably don't (code transfer: FAIL under its own bar). | writeups/elevation-vs-capability-boundary-2026-08.md |
| what | where |
|---|---|
| Pre-registered benchmark freezes — hash-committed before results exist. | preregistered_benchmark_freezes.md |
| Weekly signal pre-registrations — same commit-reveal discipline, live cadence. | preregistered_signal_freezes.md |
A ~2,400-note living knowledge graph + reasoning-pattern promotion + routed specialist workers + metacognitive compile cycles: a fixed model compounding across sessions instead of restarting from zero. Core result — better scaffolding × the same model = materially better results.
- Start here:
architecture/system-overview.md - Build it yourself:
methodology/getting-started.md - Current worker architecture:
methodology/agent-team-design.md
An independent researcher + Claude (Anthropic), 400+ sessions. Not a reference system — it's how we work.
Landing page / more artifacts: github.com/Choppaaahh · GitHub Issues to start a conversation.