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2 changes: 1 addition & 1 deletion docs/retrieval-quality-runbook.md
Original file line number Diff line number Diff line change
Expand Up @@ -142,7 +142,7 @@ Answer quality:
- citation failure rate is above `0`
- numeric grounding failure rate is above `0`
- source-governance danger failure rate is above `0`
- RAG p95 latency is above `25000ms`
- RAG p95 latency is above `60000ms` (recalibrated 2026-07-13: honest post-#606 answer p95 from eval runners is ~48s — real generation, cross-region, and timeout→fallback chains; regression detection is baseline-relative via `latencyRegressionMs`)

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P2 Badge Document the canary-only latency budget accurately

This line says npm run eval:quality -- --fail-on-threshold allows 60000ms, but the script only uses that ceiling when EVAL_LATENCY_CONTEXT=cross-region-runner is set; the default path remains 25000ms, and eval:quality:release in package.json does not set the env var. Operators following the runbook for a local/release run will expect the documented ~48s baseline to pass, while the actual command still fails above 25s, so either call out that this is canary-only or wire the wider budget into the intended release command.

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These thresholds are intended as a quality tripwire, not a substitute for clinical review.
Warning-class source governance notes remain visible in reports and should be backfilled or explicitly baselined before release.
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29 changes: 25 additions & 4 deletions scripts/eval-quality.ts
Original file line number Diff line number Diff line change
Expand Up @@ -142,18 +142,30 @@ const qualityThresholds = {
// Latency gates default to the strict near-region ceilings that release and
// local runs are held to. The Eval Canary measures from cross-region GitHub
// runners → Sydney Supabase + OpenAI, where a real grounded answer pays full
// generation time and the provider-timeout→extractive-fallback chain costs
// 30s+ per affected case (issue #459 post-#606: quality metrics perfect, p95
// generation time (issue #459 post-#606: quality metrics perfect, p95
// measured 48,256ms) — that workflow opts into the wider allowance by setting
// EVAL_LATENCY_CONTEXT=cross-region-runner, so eval:quality:release keeps the
// strict gate. User-facing latency is enforced separately by the answer SLO
// deep probe, not this eval.
ragP95LatencyMs: crossRegionRunnerLatencyContext ? 60_000 : 25_000,
ragRouteP95LatencyMs: {
// Refusals must stay fast — a slow refusal means the pipeline burned generation time
// before giving up, which is exactly the waste mode #580 eliminated.
unsupported: 4_000,
extractive: crossRegionRunnerLatencyContext ? 60_000 : 12_000,
// Direct source-stitching with no model generation. Generation-fallback chains no
// longer land in this bucket (see "fallback" below), so the runner allowance only
// needs cross-region RPC headroom — not the blanket 60s that pre-fallback-bucket
// calibration required — and a no-model extraction slowdown stays visible.
extractive: crossRegionRunnerLatencyContext ? 35_000 : 12_000,
fast: 25_000,
strong: 35_000,
// Generation-fallback chains (latencyRouteForAnswer buckets any answer whose routing
// reason records a generation_fallback here): the failed generation spends up to
// OPENAI_ANSWER_TIMEOUT_MS (30s) before the source-backed fallback stitches an
// answer. Timeout-dominated, so the budget is region-insensitive.
fallback: 50_000,
// Strong may retry a truncated generation at a larger budget (self-heal) = up to two
// sequential generations; near-region runs keep the strict single-generation gate.
strong: crossRegionRunnerLatencyContext ? 60_000 : 35_000,
} as Record<string, number>,
};

Expand Down Expand Up @@ -643,6 +655,15 @@ function ragCaseDiagnosticsTable(results: RagQualityResult[]) {
function latencyRouteForAnswer(answer: RagAnswer) {
const route = answer.routingMode ?? "none";
if ((answer.latencyTimings?.generation_latency_ms ?? 0) <= 0) return route;
// A generation ran and failed before a source-backed answer was assembled (e.g.
// provider_timeout -> extractive fallback). These chains structurally cost the failed
// generation's timeout PLUS the fallback work, so they get their own latency budget
// instead of inflating the plain fast budget, hiding inside the no-model extractive
// one, or — for strong-classified reasons (e.g. multi_document_comparison_synthesis) —
// blending into the strong budget. This check deliberately outranks the strong
// classifiers below: a successful strong generation (including quality retries) never
// records a generation_fallback, so genuine strong answers keep the strong budget.
if (/\bgeneration_fallback:/i.test(answer.routingReason ?? "")) return "fallback";
if (route === "strong") return "strong";
if (
/^(?:broad_clinical_management_synthesis|clinical_risk_or_complex_query|limited_retrieval_strength|multi_document_comparison_synthesis|retrieval_gap_or_conflict)\b/i.test(
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9 changes: 8 additions & 1 deletion src/lib/reindex-eval-gate.ts
Original file line number Diff line number Diff line change
Expand Up @@ -87,7 +87,14 @@ export const defaultReindexGateConfig: ReindexGateConfig = {
expectedDangerWarningMissingCountCeiling: 0,
staleReviewUnknownRateCeiling: 0.25,
reviewRequiredRateCeiling: 0.25,
p95LatencyMsCeiling: 25000,
// Matches the eval-canary answer budget (scripts/eval-quality.ts ragP95LatencyMs).
// Recalibrated 2026-07-13: with grounded answering restored (#606), honest answer p95
// from eval runners is ~48s (real generation + cross-region + timeout->fallback
// chains); the old 25s ceiling was calibrated when fast confidence-gate refusals
// dominated the subset. Latency REGRESSION detection is unchanged — it stays with
// latencyRegressionMs against the baseline run, so a no-regression reindex at the
// honest baseline passes while a genuine slowdown still fails.
p95LatencyMsCeiling: 60000,
rateRegressionTolerance: 0.02,
latencyRegressionMs: 4000,
},
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15 changes: 10 additions & 5 deletions tests/eval-quality.test.ts
Original file line number Diff line number Diff line change
Expand Up @@ -234,26 +234,31 @@ describe("eval quality reporting", () => {
);
});

it("budgets a model-attempt extractive fallback against its attempted route", () => {
it("budgets a model-attempt extractive fallback against the fallback latency route", () => {
// A failed generation followed by a source-backed fallback structurally costs the
// generation timeout plus the fallback work, so it is budgeted in its own "fallback"
// bucket (50s) rather than the plain fast budget (25s) or the tight no-model
// extractive budget (12s). 35s here would fail both of those but must pass fallback.
const report = buildEvalQualityReport({
generatedAt: "2026-07-13T00:00:00.000Z",
retrievalResults: [],
ragResults: [
ragResult({
route: "extractive",
latencyRoute: "fast",
latencyMs: 15_000,
generationLatencyMs: 12_000,
latencyRoute: "fallback",
latencyMs: 35_000,
generationLatencyMs: 30_000,
model: null,
routingReason: "strong_routine_retrieval; generation_fallback:provider_timeout",
}),
],
});

expect(report.rag.summary.route_p95_latency_ms).toEqual({ fast: 15_000 });
expect(report.rag.summary.route_p95_latency_ms).toEqual({ fallback: 35_000 });
expect(report.threshold_failures).not.toEqual(
expect.arrayContaining([expect.stringContaining("route extractive")]),
);
expect(report.threshold_failures).not.toEqual(expect.arrayContaining([expect.stringContaining("route fallback")]));
});

it("fails forced-embedding retrieval cases that return from cache, coverage, or lexical paths", () => {
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4 changes: 2 additions & 2 deletions tests/reindex-eval-gate.test.ts
Original file line number Diff line number Diff line change
Expand Up @@ -304,10 +304,10 @@ describe("decideReindexGate — quality", () => {
baselineRetrieval: retrieval(),
candidateRetrieval: retrieval(),
baselineQuality: quality(),
candidateQuality: quality({ p95_latency_ms: 26000 }),
candidateQuality: quality({ p95_latency_ms: 61000 }),
});
expect(decision.decision).toBe("NO_GO");
expect(decision.failures.join(" ")).toMatch(/p95_latency_ms 26000 above absolute ceiling 25000/);
expect(decision.failures.join(" ")).toMatch(/p95_latency_ms 61000 above absolute ceiling 60000/);
});

it("fails closed when only one side supplies a quality summary", () => {
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