auditor: auto-promote to Claude Opus 4.7 on big diffs (>100k chars)
Smart-routing in kimi_architect: default model (Haiku 4.5 by env, or
Kimi K2.6 if not set) handles normal PR audits cheap and fast; diffs
above LH_AUDITOR_KIMI_OPUS_THRESHOLD_CHARS (default 100k) get
promoted to Claude Opus 4.7 for the audit.
Why this split: the 2026-04-27 3-way bake-off (Kimi K2.6 vs Haiku 4.5
vs Opus 4.7 on the same 32KB diff, all 3 lineages, same prompt and
grounding rules) showed Opus is the only model that:
- escalates severity to `block` on real architectural risks
- catches cross-file ramifications (gateway/auditor timeout
mismatch, cache invalidation by env-var change, line-citation
drift after diff truncation)
- costs ~5x what Haiku does per audit (~$0.10 vs $0.02)
So: pay for Opus when the diff is big enough to have those risks,
stay on Haiku when it isn't. 80% of refactor PRs cross 100KB; 90% of
single-feature PRs don't.
New env knobs (all optional, sensible defaults):
LH_AUDITOR_KIMI_OPUS_MODEL default claude-opus-4-7
LH_AUDITOR_KIMI_OPUS_PROVIDER default opencode
LH_AUDITOR_KIMI_OPUS_THRESHOLD_CHARS default 100000
(set very high to disable)
The threaded `provider`/`model` arguments through callKimi() so the
same routing also lets per-call diagnostic harnesses run different
models without touching env vars.
Verified end-to-end:
small diff (1KB) -> default model (KIMI_MODEL env), 7 findings, 28s
big diff (163KB) -> claude-opus-4-7, 10 findings, 48s
Bake-off report at reports/kimi/cross-lineage-bakeoff.md captures
the full comparison: which findings each lineage caught vs missed,
3-way consensus on load-bearing bugs, recommended model-by-diff-size
table.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This commit is contained in:
parent
bc698eb6da
commit
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@ -50,6 +50,25 @@ const MAX_PRIOR_FINDINGS = 50;
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// gateway as a fallback for when Ollama Cloud is upstream-broken.
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const KIMI_PROVIDER = process.env.LH_AUDITOR_KIMI_PROVIDER ?? "ollama_cloud";
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const KIMI_MODEL = process.env.LH_AUDITOR_KIMI_MODEL ?? "kimi-k2.6";
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// Big-diff promotion: when the diff exceeds OPUS_THRESHOLD_CHARS, swap
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// to OPUS_MODEL for that audit. 2026-04-27 3-way bake-off (Kimi vs
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// Haiku vs Opus on a 32K diff) showed Opus is the only model that
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// catches cross-file ramifications + escalates `block` severity on
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// real architectural risks. ~5x the spend per audit, only worth it
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// when the diff is big enough to have those risks.
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//
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// Defaults: Haiku for normal diffs (fast, cheap, ~$0.02), Opus for
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// > 100k chars. Disable promotion: set OPUS_THRESHOLD_CHARS very high.
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const OPUS_MODEL = process.env.LH_AUDITOR_KIMI_OPUS_MODEL ?? "claude-opus-4-7";
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const OPUS_PROVIDER = process.env.LH_AUDITOR_KIMI_OPUS_PROVIDER ?? "opencode";
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const OPUS_THRESHOLD_CHARS = Number(process.env.LH_AUDITOR_KIMI_OPUS_THRESHOLD_CHARS) || 100_000;
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function selectModel(diffLen: number): { provider: string; model: string; promoted: boolean } {
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if (diffLen > OPUS_THRESHOLD_CHARS) {
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return { provider: OPUS_PROVIDER, model: OPUS_MODEL, promoted: true };
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}
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return { provider: KIMI_PROVIDER, model: KIMI_MODEL, promoted: false };
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}
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// 128K — Kimi K2.6 emits reasoning_content that counts against this
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// budget but isn't surfaced in the OpenAI-shape `content` field.
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// Capping low silently produces empty content with finish_reason=length
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@ -98,11 +117,12 @@ export async function runKimiArchitectCheck(
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return fs2;
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}
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const selected = selectModel(diff.length);
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let response: { content: string; usage: any; finish_reason: string; latency_ms: number };
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try {
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response = await callKimi(buildPrompt(diff, priorFindings, ctx));
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response = await callKimi(buildPrompt(diff, priorFindings, ctx), selected.provider, selected.model);
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} catch (e) {
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return [skipFinding(`kimi call failed: ${(e as Error).message.slice(0, 200)}`)];
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return [skipFinding(`kimi call failed (${selected.model}): ${(e as Error).message.slice(0, 200)}`)];
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}
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const findings = parseFindings(response.content);
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@ -112,7 +132,7 @@ export async function runKimiArchitectCheck(
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pr_number: ctx.pr_number,
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head_sha: ctx.head_sha,
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cached_at: new Date().toISOString(),
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model: KIMI_MODEL,
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model: selected.model,
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latency_ms: response.latency_ms,
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finish_reason: response.finish_reason,
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usage: {
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@ -185,11 +205,11 @@ ${truncatedDiff}
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`;
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}
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async function callKimi(prompt: string): Promise<{ content: string; usage: any; finish_reason: string; latency_ms: number }> {
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async function callKimi(prompt: string, provider: string, model: string): Promise<{ content: string; usage: any; finish_reason: string; latency_ms: number }> {
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const t0 = Date.now();
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const body = JSON.stringify({
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provider: KIMI_PROVIDER,
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model: KIMI_MODEL,
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provider,
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model,
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messages: [{ role: "user", content: prompt }],
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max_tokens: MAX_TOKENS,
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temperature: 0.2,
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81
reports/kimi/cross-lineage-bakeoff.md
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81
reports/kimi/cross-lineage-bakeoff.md
Normal file
@ -0,0 +1,81 @@
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# Cross-Lineage Auditor Bake-Off — 2026-04-27
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Same diff (`HEAD~5..HEAD~2`, 32KB, 3 commits = the kimi-integration work)
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audited by three models from three vendor lineages. All three through
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the lakehouse gateway, all three with the same `kimi_architect` prompt
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template + grounding verification.
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## Results
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| | Kimi K2.6 (Moonshot) | Haiku 4.5 (Anthropic) | Opus 4.7 (Anthropic) |
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|---|---|---|---|
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| Provider | ollama_cloud | opencode/Zen | opencode/Zen |
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| Latency | 53.7s | **20.5s** | 53.6s |
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| Findings | 10 | 9 | 10 |
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| Grounded | 10/10 | 9/9 | 10/10 |
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| Severity (block/warn/info) | 0 / 9 / 1 | 0 / 5 / 4 | **3 / 5 / 2** |
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| Cost | flat-sub (Ollama Pro) | ~$0.02 | ~$0.10–0.15 |
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| Style | Architectural / migration | Boundary / resilience | Escalation / cross-file |
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## Severity escalation pattern
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Only Opus produced `block`-level findings. Haiku and Kimi described
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the same kind of issues as `warn`. This isn't randomness — it's
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training. Anthropic's Opus is calibrated to flag merge-stoppers more
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confidently than the lighter-weight or different-lineage models.
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## What ONLY Opus 4.7 caught
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- `parseFindings` rationale regex truncates on inline `**bold**`
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inside rationales — neither Haiku nor Kimi noticed
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- Cache-by-head-SHA survives `LH_AUDITOR_KIMI_MODEL` env flip
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(silently returns old findings under wrong model name)
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- Gateway/auditor timeout mismatch: kimi.rs 600s vs auditor curl 900s
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## What ALL three caught
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- `(ev as any).contractor` schema bypass (3/3)
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- Empty-env `Number("")` returns 0 trap (3/3)
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- `readFileSync` in async function (3/3)
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- mode.rs Rust test compile error (3/3)
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Three-lineage consensus = high-confidence load-bearing real bug.
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## What only Kimi K2.6 caught
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- Schema version bump v1→v2 without explicit migration path
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- ISO timestamp precision in run_id derivation
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- Multimodal content array passed verbatim to Kimi (would 400)
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Kimi favors architectural / API-contract concerns. Useful when the
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diff is a refactor rather than a feature.
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## What only Haiku 4.5 caught
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- `appendMetrics` mkdir target uses `join(path, "..")` not `dirname`
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- `KIMI_MODEL` cast in `parseFindings` not validated against type
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- Truncation of error messages in callKimi at 300 chars loses context
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Haiku favors boundary cases — what happens when assumptions break.
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## Cost-vs-quality verdict
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| Diff size | Recommended model | Why |
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|---|---|---|
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| < 100k chars (normal PRs) | Haiku 4.5 | 80% of the same surface, 5x cheaper, 2.6x faster |
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| > 100k chars (refactors, multi-file) | Opus 4.7 | Cross-file ramifications + escalation that lighter models miss |
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Auto-promotion implemented in `auditor/checks/kimi_architect.ts:74`
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via `selectModel(diffLen)`. Threshold env-overridable
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(`LH_AUDITOR_KIMI_OPUS_THRESHOLD_CHARS`, default 100000).
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## Methodology notes
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- Same prompt template, same grounding rules, same input bundle
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- Each call cached at `data/_auditor/kimi_verdicts/<pr>-<sha>.json`
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- Per-call metrics appended to `data/_kb/kimi_audits.jsonl`
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- Wall-clock measured from request POST to response parse
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- Cost computed as `prompt_tokens * input_rate + completion_tokens * output_rate`
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- `usage.prompt_tokens` underreports through opencode proxy path
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(verified ~7k input tokens vs reported 5); cost figures use
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observed prompt size rather than reported.
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