3 Commits

Author SHA1 Message Date
root
2dbc8dbc83 v1/mode: model-aware enrichment downgrade + 3 corpora + variance harness
Some checks failed
lakehouse/auditor 1 blocking issue: todo!() macro call in tests/real-world/scrum_master_pipeline.ts
Pass 5 (5 reps × 4 conditions × 1 file on grok-4.1-fast) showed composing
matrix corpora is anti-additive on strong models — composed lakehouse_arch
+ symbols LOST 5/5 head-to-head vs codereview_isolation (Δ −1.8 grounded
findings, p=0.031). Default flips to isolation; matrix path now auto-
downgrades when the resolved model is strong.

Mode runner:
- matrix_corpus is Vec<String> (string OR array via deserialize_string_or_vec)
- top_k=6 from each corpus, merge by score, take top 8 globally
- chunk tag prefers doc_id over source so reviewer sees [adr:009] vs [lakehouse_arch]
- is_weak_model() gate auto-downgrades codereview_lakehouse → codereview_isolation
  for strong models (default-strong; weak = :free suffix or local last-resort)
- LH_FORCE_FULL_ENRICHMENT=1 bypasses for diagnostic runs
- EnrichmentSources.downgraded_from records when the gate fires

Three corpora indexed via /vectors/index (5849 chunks total):
- lakehouse_arch_v1 — ADRs + phases + PRD + scrum spec (93 docs, 2119 chunks)
- scrum_findings_v1 — past scrum_reviews.jsonl (168 docs, 1260 chunks; EXCLUDED
  from defaults — 24% out-of-bounds line citations from cross-file drift)
- lakehouse_symbols_v1 — regex-extracted pub items + /// docs (656 docs, 2470 chunks)

Experiment infra:
- scripts/build_*_corpus.ts — re-runnable when source content changes
- scripts/mode_pass5_variance_paid.ts — N reps × M conditions on one file
- scripts/mode_pass5_summarize.ts — mean ± σ + head-to-head, parser handles
  numbered + path-with-line + path-with-symbol finding tables
- scripts/mode_compare.ts — groups by mode|corpus when sweeps span corpora
- scripts/mode_experiment.ts — default model bumped to x-ai/grok-4.1-fast,
  --corpus flag for per-call override

Decisions + open follow-ups: docs/MODE_RUNNER_TUNING_PLAN.md

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-04-26 17:29:17 -05:00
root
52bb216c2d mode_compare: grounding check + control flag + emoji-tolerant section detection
Some checks failed
lakehouse/auditor 1 blocking issue: todo!() macro call in tests/real-world/scrum_master_pipeline.ts
Three fixes after the playbook_only confabulation surfaced in
2026-04-26 experiment (8 'findings' on a 333-line file all citing
lines 378-945 — fully fabricated from pathway-memory pattern names).

(1) Aggregator regex bug — section detection failed on emoji-prefixed
markdown headers like `## 🔎 Ranked Findings`. The original regex
required word chars right after #{1,3}\s+, so the patches table
header `## 🛠️ Concrete Patch Suggestions` was never recognized as
a stop boundary, double-counting every finding. Fix: allow
non-letter chars (emoji/space) between # and the keyword.

(2) Grounding check — for each finding row in the response, extract
backtick-quoted symbols + cited line numbers; verify symbols exist
in the actual focus file and lines fall within EOF. Computes
grounded/total ratio per mode. Surfaces 'OOB' (out-of-bounds) count
explicitly so confabulation is visible at a glance. Confirms what
hand-grading found: codereview_playbook_only's 8 findings on
service.rs were 1/8 grounded with 7 OOB.

(3) Control mode tagging — codereview_null and codereview_playbook_only
are designed as falsifiers (baseline / lossy ceiling) and their
numerical wins should never be read as recommendations. Output
marks them with ⚗ glyph + warning footer.

Per-mode aggregate is now sorted by groundedness, not raw count.
Per-mode-vs-lakehouse comparison uses grounded findings, not raw —
so confabulation can no longer score a "win".

Updated SCRUM_MASTER_SPEC.md with refactor timeline pointing at
the 2026-04-25/26 commits (observer fix, relevance filter, retire
wire, mode router, enrichment runner, parameterized experiment).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-04-26 01:44:21 -05:00
root
7c47734287 v1/mode: parameterized runner + 5 enrichment-experiment modes
Some checks failed
lakehouse/auditor 1 blocking issue: todo!() macro call in tests/real-world/scrum_master_pipeline.ts
J's directive (2026-04-26): "Create different modes so we can really
dial in the architecture before it gets further along — pinpoint the
failures and strengths equally so I know what direction to go in.
Loop theater happens when we don't pinpoint the most accurate path."

Refactored execute() to switch on mode name → EnrichmentFlags preset.
Five native modes designed as deliberate experiments — each isolates
one architectural axis so the comparison matrix reads off what's
doing work vs what's adding latency for nothing:

  codereview_lakehouse     — all enrichment on (ceiling)
  codereview_null          — raw file + generic prompt (baseline)
  codereview_isolation     — file + pathway only (no matrix)
  codereview_matrix_only   — file + matrix only (no pathway)
  codereview_playbook_only — pathway only, NO file content (lossy ceiling)

Each call appends a row to data/_kb/mode_experiments.jsonl with full
sources + response. LH_MODE_LOG_OFF=1 to suppress.

scripts/mode_experiment.ts — sweeps files × modes serially, prints
live progress with per-call enrichment stats. Defaults to OpenRouter
free model so cloud quota doesn't gate experiments.

scripts/mode_compare.ts — reads the JSONL, outputs per-file matrix
+ per-mode aggregate + mode-vs-baseline win/loss with avg finding
delta. Heuristic finding-count from markdown table rows; pathway
citation count from preamble references.

scrum_master_pipeline.ts gets a mode-runner fast path gated by
LH_USE_MODE_RUNNER=1: try /v1/mode/execute first, fall through to
the existing ladder if response < LH_MODE_MIN_CHARS (default 2000)
or anything errors. Off by default until A/B-validated.

First experiment results (2 files × 5 modes via gpt-oss-120b:free):
  - codereview_null produces 12.6KB response with ZERO findings
    (proves adversarial framing is load-bearing)
  - codereview_playbook_only produces MORE findings than lakehouse
    on average (12 vs 9) at 73% the latency — pathway memory is
    the dominant signal driver
  - codereview_matrix_only underperforms isolation by ~0.5 findings
    while costing the same latency — matrix corpus likely
    underperforming for scrum_review task class

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-04-26 01:36:42 -05:00