ac01fffd9a
Architectural snapshot of the lakehouse codebase at the point where the
full matrix-driven agent loop with Mem0 versioning + deletion was
validated end-to-end.
WHAT THIS REPO IS
A clean single-commit snapshot of the lakehouse code. Heavy test data
(.parquet datasets, vector indexes) excluded — see REPLICATION.md for
regen path. Full lakehouse history at git.agentview.dev/profit/lakehouse.
WHAT WAS PROVEN
- Vector retrieval across multi-corpora matrix (chicago_permits + entity
briefs + sec_tickers + distilled procedural + llm_team runs)
- Observer hand-review (cloud + heuristic fallback) gating each candidate
- Local-model agent loop (qwen3.5:latest) with tool use + scratchpad
- Playbook seal on success → next-iter retrieval surfaces it as preamble
- Mem0 versioning + deletion in pathway_memory:
* UPSERT: ADD on new workflow, UPDATE bumps replay_count on identical
* REVISE: chains versions, parent.superseded_at + superseded_by stamped
* RETIRE: marks specific trace retired with reason, excluded from retrieval
* HISTORY: walks chain root→tip, cycle-safe
KEY DIRECTORIES
- crates/vectord/src/pathway_memory.rs — Mem0 ops live here
- crates/vectord/src/playbook_memory.rs — original Mem0 reference
- tests/agent_test/ — local-model agent harness + PRD + session archives
- scripts/dump_raw_corpus.sh — MinIO bucket dump (raw test corpus)
- scripts/vectorize_raw_corpus.ts — corpus → vector indexes
- scripts/analyze_chicago_contracts.ts — real inference pipeline
- scripts/seal_agent_playbook.ts — Mem0 upsert from agent traces
Replication: see REPLICATION.md for Debian 13 clean install + cloud-only
adaptation (no local Ollama).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Lakehouse Claim Auditor
A Bun sub-agent that watches open PRs on Gitea, reads the ship-claims in commit messages and PR bodies, and hard-blocks merges when the code doesn't back the claim.
Rationale: when "compiles + one curl works" gets called "phase shipped," placeholder code accumulates. This auditor runs every 90s, fetches each open PR, and subjects it to four checks:
- Static diff — grep/parse looking for placeholder patterns
- Dynamic — runs the never-before-executed hybrid test fixture
- Cloud inference — asks
gpt-oss:120bvia/v1/chatto identify gaps in the diff - KB query — looks up
data/_kb/+ observer for prior failure patterns on similar claims
Verdict is assembled, posted to Gitea as:
- A failing commit status (hard block — branch protection prevents merge)
- A review comment explaining every finding
Run manually
cd /home/profit/lakehouse
bun run auditor/index.ts
Defaults: polls every 90s, stops on auditor.paused file present.
State
data/_auditor/state.json— last-audited head SHA per PRdata/_auditor/verdicts/{pr}-{sha}.json— per-run verdict recorddata/_kb/audit_lessons.jsonl— one row per block/warn finding, path-agnostic signature for dedup. Tailed by kb_query on each audit to surface recurring patterns (2+ distinct PRs with same signature → info, 3-4 → warn, 5+ → block). This is how the auditor learns.data/_kb/scrum_reviews.jsonl— scrum-master per-file reviews. If a file in the current PR has been scrum-reviewed, kb_query surfaces the review as a finding with the accepted model and attempt count.
Where YOU edit
auditor/policy.ts — the verdict assembler. Controls which findings
block vs warn vs inform. All other code is mechanical: fetching,
running checks, posting to Gitea.
Hard-block mechanism
- Commit status is posted as
failurewith contextlakehouse/auditor - If
mainbranch protection requireslakehouse/auditorstatus to pass, Gitea prevents merge - When code is fixed and re-audit passes, status flips to
success, merge unblocks
Enable branch protection (one-time, via Gitea UI or API):
POST /repos/profit/lakehouse/branch_protections{"branch_name": "main", "required_status_checks": {"contexts": ["lakehouse/auditor"]}}