[milestone Milestone 7 ] Add `AnomalyDetector` with statistical models for detecting abnormal execution p...

[telleroutlook]

🤖 Auto-filed from milestone doc bullet.

Repo: WasmAgent/wasmagent-js
Milestone: Milestone 7 — Realtime Monitoring & Anomaly Detection
Bullet:

Add AnomalyDetector with statistical models for detecting abnormal execution patterns (unusual tool call sequences, extreme latency spikes, outlier resource usage)

Relevant code context (from worktree)

contains 'statistical': packages/compliance/benchmarks/ifeval/compare-seeds.ts
contains 'statistical': packages/evals-runner/src/index.ts
contains 'statistical': packages/evals-runner/src/report.ts
contains 'models': packages/model-moonshot/src/index.ts
contains 'models': packages/model-moonshot/src/index.test.ts
contains 'models': packages/compliance/src/ir/ConstraintIR.ts

Acceptance criteria

• Command bun install --frozen-lockfile && bun run build && bun run test passes
• The specific work described in the bullet above is implemented in the smallest number of files required.
• No unrelated files touched (git status --short output limited to the intended change).

Notes for the implementer

This issue was auto-created by SweepMilestoneBulletToIssue. The bullet text is verbatim
from the milestone doc. If ambiguous or too large for a single implement cycle,
verify-first should return NEEDS_SPLIT with sub-issue proposals or NEEDS_HUMAN with the blocker.

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Filed automatically.

[telleroutlook]

Closing: repeated failures (retry_count >= 3) without successful implementation. Beyond current bot capability with available providers.