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lakehouse/auditor 13 blocking issues: cloud: claim not backed — "probes; multi-hour outage). deepseek is the proven drop-in from"
Runtime layer that takes a task → retrieves matching playbooks/RAG
records → builds a structured context bundle → feeds it to a LOCAL
model (qwen3.5:latest, ~7B class) → validates output → escalates only
when needed → logs the full run as new evidence. NOT model training.
Pure runtime behavior shaping via retrieval against the Phase 0-6
distillation substrate.
Files (3 new + 1 modified):
scripts/distillation/replay.ts ~370 lines
tests/distillation/replay.test.ts 10 tests, 19 expects
scripts/distillation/distill.ts +replay subcommand
reports/distillation/phase7-replay-report.md
Test metrics: 145 cumulative distillation tests pass · 0 fail · 372 expects · 618ms
Real-data A/B on 3 tasks (same qwen3.5:latest local model, with vs
without retrieval) — proves the spec claim "local model improves
with retrieval":
Task 1 "Audit phase 38 provider routing":
WITH retrieval: cited V1State, openrouter, /v1/chat, ProviderAdapter,
PRD.md line ranges — REAL Lakehouse internals
WITHOUT retrieval: invented "P99999, Z99999 placeholder codes" and
"production routing table" — pure fabrication
Task 2 "Verify pr_audit mode wired":
WITH: correct crates/gateway/src/main.rs path + lakehouse_answers_v1
WITHOUT: same assertion, no proof, asserts confidently
Task 3 "Audit phase 40 PRD circuit breaker drift":
WITH: anchored on the actual audit finding "no breaker class found"
WITHOUT: invented "0.0% failure rate vs 5.0% threshold" and signed
off as PASS on broken code — exact failure mode the
distillation pipeline was built to prevent
Both runs passed the structural validation gate (length, no hedges,
checklist token overlap) — the difference is grounding, supplied by
the retrieval layer pulling from exports/rag/playbooks.jsonl (446
records from earlier Phase 4 export).
Architecture:
jaccard token overlap against rag corpus → top-K (default 8) split
into accepted exemplars (top 3) + partial-warnings (top 2) + extracted
validation_steps (lines starting verify|check|assert|ensure|confirm)
→ prompt assembly → qwen3.5:latest via /v1/chat (or OpenRouter
for namespaced/free models) → deterministic validation gate →
escalation to deepseek-v3.1:671b on fail with --allow-escalation
→ log to data/_kb/replay_runs.jsonl
Spec invariants enforced:
- never bypass retrieval (--no-retrieval is explicit baseline, not default)
- never discard provenance (task_hash + rag_ids + full bundle logged)
- never allow free-form hallucinated output (validation gate is
deterministic code, never an LLM)
- log every run as new evidence (replay_run.v1 schema, append-only
to data/_kb/replay_runs.jsonl)
CLI:
./scripts/distill replay --task "<input>" [--local-only]
[--allow-escalation]
[--no-retrieval]
What this unlocks:
The substrate for "small-model bootstrapping" and "local inference
dominance" J flagged after Phase 5. Phase 8+ closes the loop:
schedule replay runs on common tasks, score outputs, feed accepted
ones back into corpus, measure escalation rate decreasing over time.
Known limitations (documented in report):
- Validation gate is structural not semantic (catches hedges/empty
but not plausible-wrong). Phase 13 wiring: run auditor against
every replay output.
- Retrieval is jaccard keyword. Works at 446 corpus, scale via
/vectors/search HNSW retrieval once corpus crosses ~10k.
- Convergence claim is architectural (deterministic retrieval +
low-temp call); longitudinal empirical study is Phase 8+.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
208 lines
7.9 KiB
TypeScript
208 lines
7.9 KiB
TypeScript
// Phase 7 replay-layer tests. Pin the deterministic primitives
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// (retrieval, context-bundle, validation) without making real LLM
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// calls — those are exercised by the report's real-data run.
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import { test, expect } from "bun:test";
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import { mkdirSync, writeFileSync, rmSync, existsSync } from "node:fs";
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import { resolve } from "node:path";
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import { replay } from "../../scripts/distillation/replay";
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const TMP = "/tmp/distillation_test_phase7";
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function setupCorpus() {
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if (existsSync(TMP)) rmSync(TMP, { recursive: true, force: true });
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mkdirSync(resolve(TMP, "exports/rag"), { recursive: true });
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// Synthetic RAG corpus covering the test queries
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const samples = [
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{
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id: "rag-001",
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title: "Audit phase 38 provider routing",
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content: "Verify that /v1/chat correctly resolves provider via routing.toml.\n- check that openai/gpt-* routes through OpenAI direct.\n- assert no kimi-k2 fallthrough on cloud quota exhaustion.\nPhase 38 acceptance was wired in commit 21fd3b9.",
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tags: ["task:scrum_review", "category:accepted", "phase:38"],
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source_run_id: "scrum:1:foo",
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success_score: "accepted",
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source_category: "accepted",
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},
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{
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id: "rag-002",
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title: "Phase 40 circuit breaker drift",
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content: "PRD §40.4 claims a circuit breaker is shipped but no breaker class found in mcp-server/. Verify the breaker exists before approving.\nensure observer escalation has fallback path.",
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tags: ["task:audit_finding", "phase:40", "drift"],
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source_run_id: "audit:abc",
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success_score: "accepted",
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source_category: "accepted",
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},
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{
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id: "rag-003",
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title: "Partially accepted scrum review",
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content: "Review took 3 attempts to land. Output less precise than first-attempt runs.",
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tags: ["task:scrum_review", "category:partially_accepted"],
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source_run_id: "scrum:2:bar",
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success_score: "partially_accepted",
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source_category: "partially_accepted",
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},
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{
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id: "rag-004",
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title: "Unrelated staffing fill",
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content: "Welder × 2 in Toledo OH. 5 candidates within 30mi. Acceptance: all 5 confirmed by EOD.",
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tags: ["task:staffing_fill"],
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source_run_id: "staffing:1",
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success_score: "accepted",
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source_category: "accepted",
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},
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];
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writeFileSync(
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resolve(TMP, "exports/rag/playbooks.jsonl"),
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samples.map(s => JSON.stringify(s)).join("\n") + "\n",
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);
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}
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test("replay: retrieval surfaces phase-38 playbook for phase-38 task", async () => {
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setupCorpus();
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// Bypass real model call by using --no-retrieval=false but expecting
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// model failure to show up gracefully in validation. Retrieval is
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// exercised even when the model fails.
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const r = await replay({
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task: "Audit phase 38 provider routing for placeholder code",
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local_only: true,
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dry_run: true,
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no_retrieval: false,
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}, TMP);
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// The phase-38 playbook should be the top-ranked retrieval
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expect(r.retrieved_artifacts.rag_ids[0]).toBe("rag-001");
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// The unrelated staffing record should NOT be in top-K (or should rank lower)
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const ranks = new Map(r.retrieved_artifacts.rag_ids.map((id, i) => [id, i]));
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if (ranks.has("rag-004") && ranks.has("rag-001")) {
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expect(ranks.get("rag-001")! < ranks.get("rag-004")!).toBe(true);
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}
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});
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test("replay: --no-retrieval produces empty context_bundle", async () => {
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setupCorpus();
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const r = await replay({
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task: "Audit phase 38 provider routing",
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local_only: true,
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dry_run: true,
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no_retrieval: true,
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}, TMP);
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expect(r.context_bundle).toBeNull();
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expect(r.retrieved_artifacts.rag_ids.length).toBe(0);
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});
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test("replay: prior_successful_outputs only contains accepted samples", async () => {
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setupCorpus();
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const r = await replay({
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task: "scrum review accepted",
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local_only: true,
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dry_run: true,
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}, TMP);
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if (r.context_bundle) {
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for (const p of r.context_bundle.prior_successful_outputs) {
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expect(p.success_score).toBe("accepted");
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}
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}
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});
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test("replay: failure_patterns only contains partially_accepted samples", async () => {
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setupCorpus();
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const r = await replay({
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task: "scrum review",
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local_only: true,
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dry_run: true,
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}, TMP);
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if (r.context_bundle) {
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for (const p of r.context_bundle.failure_patterns) {
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expect(p.success_score).toBe("partially_accepted");
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}
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}
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});
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test("replay: validation_steps extracted from accepted-record content lines", async () => {
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setupCorpus();
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const r = await replay({
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task: "phase 38 routing audit",
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local_only: true,
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dry_run: true,
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}, TMP);
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if (r.context_bundle) {
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// The fixture's rag-001 contains "Verify that /v1/chat..." which should land in validation_steps
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const matched = r.context_bundle.validation_steps.some(s => /verify|check|assert|ensure/i.test(s));
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expect(matched).toBe(true);
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}
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});
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test("replay: empty corpus produces empty bundle, no crash", async () => {
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if (existsSync(TMP)) rmSync(TMP, { recursive: true, force: true });
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mkdirSync(resolve(TMP, "exports/rag"), { recursive: true });
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writeFileSync(resolve(TMP, "exports/rag/playbooks.jsonl"), "");
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const r = await replay({
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task: "any task",
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local_only: true,
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dry_run: true,
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}, TMP);
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expect(r.retrieved_artifacts.rag_ids.length).toBe(0);
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if (r.context_bundle) {
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expect(r.context_bundle.retrieved_playbooks.length).toBe(0);
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}
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});
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test("replay: every run gets logged to data/_kb/replay_runs.jsonl with provenance", async () => {
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setupCorpus();
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await replay({ task: "Audit phase 38", local_only: true, dry_run: true }, TMP);
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const logPath = resolve(TMP, "data/_kb/replay_runs.jsonl");
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expect(existsSync(logPath)).toBe(true);
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const { readFileSync } = await import("node:fs");
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const lines = readFileSync(logPath, "utf8").split("\n").filter(Boolean);
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const last = JSON.parse(lines[lines.length - 1]);
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expect(last.schema).toBe("replay_run.v1");
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expect(typeof last.recorded_run_id).toBe("string");
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expect(typeof last.task_hash).toBe("string");
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expect(typeof last.recorded_at).toBe("string");
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expect(Array.isArray(last.escalation_path)).toBe(true);
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});
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test("replay: task_hash is deterministic for same task input", async () => {
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setupCorpus();
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const r1 = await replay({ task: "Audit phase 38", local_only: true, dry_run: true }, TMP);
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const r2 = await replay({ task: "Audit phase 38", local_only: true, dry_run: true }, TMP);
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// task_hash is the load-bearing assertion (canonical sha256 of task)
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expect(r1.task_hash).toBe(r2.task_hash);
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// task_hash is 64-char hex
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expect(r1.task_hash).toMatch(/^[0-9a-f]{64}$/);
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// recorded_run_id includes Date.now(); same-ms call may collide — that's OK
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});
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test("replay: --local-only does NOT escalate even if validation fails", async () => {
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setupCorpus();
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// qwen3.5:latest may or may not be available — either way, with
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// local_only=true, escalation_path must contain only the local model.
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const r = await replay({
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task: "deliberately weird task to maybe fail validation",
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local_only: true,
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dry_run: true,
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}, TMP);
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expect(r.escalation_path.length).toBe(1);
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});
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test("replay: validation gate blocks unreachable-gateway calls (deterministic failure path)", async () => {
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// No dry_run here — exercise the real callModel against an
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// unreachable gateway. Should fail-closed within ~1s (AbortSignal
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// timeout fires well before the 180s default since DNS resolves
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// immediately to a closed port).
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const oldGateway = process.env.LH_GATEWAY_URL;
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process.env.LH_GATEWAY_URL = "http://127.0.0.1:1"; // closed port
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try {
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setupCorpus();
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const r = await replay({
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task: "phase 38 audit",
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local_only: true,
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}, TMP);
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expect(r.validation_result.passed).toBe(false);
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const txt = r.validation_result.reasons.join(" ");
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expect(/empty response|local call failed/.test(txt)).toBe(true);
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} finally {
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if (oldGateway) process.env.LH_GATEWAY_URL = oldGateway;
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else delete process.env.LH_GATEWAY_URL;
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}
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}, 30_000);
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