feat: Add UI benchmark driver and scenarios for graph interactions

- Introduced `ui_bench_driver.mjs` to read scenarios and fixture manifest, generating a deterministic run plan.
- Created `ui_bench_plan.md` outlining the purpose, scope, and next steps for the benchmark.
- Added `ui_bench_scenarios.json` containing various scenarios for graph UI interactions.
- Implemented tests for CLI commands, ensuring bundle verification and telemetry defaults.
- Developed schemas for orchestrator components, including replay manifests and event envelopes.
- Added mock API for risk management, including listing and statistics functionalities.
- Implemented models for risk profiles and query options to support the new API.

ops/devops/aoc/supersedes-rollout.md

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+# Supersedes backfill rollout plan (DEVOPS-AOC-19-101)
+
+Scope: Concelier Link-Not-Merge backfill and supersedes processing once advisory_raw idempotency index is in staging.
+
+## Preconditions
+- Idempotency index verified in staging (`advisory_raw` duplicate inserts rejected; log hash recorded).
+- LNM migrations 21-101/102 applied (shards, TTL, tombstones).
+- Event transport to NATS/Redis disabled during backfill to avoid noisy downstream replays.
+- Offline kit mirror includes current hashes for `advisory_raw` and backfill bundle.
+
+## Rollout steps (staging → prod)
+1) **Freeze window** (announce 24h prior)
+   - Pause Concelier ingest workers (`CONCELIER_INGEST_ENABLED=false`).
+   - Stop outbox publisher or point to blackhole NATS subject.
+2) **Dry-run (staging)**
+   - Run backfill job with `--dry-run` to emit counts only.
+   - Verify: new supersedes records count == expected; no write errors; idempotency violations = 0.
+   - Capture logs + SHA256 of generated report.
+3) **Prod execution**
+   - Run backfill job with `--batch-size=500` and `--stop-on-error`.
+   - Monitor: insert rate, error rate, Mongo oplog lag; target <5% CPU on primary.
+4) **Validation**
+   - Run consistency check:
+     - `advisory_observations` count stable (no drop).
+     - Supersedes edges present for all prior conflicts.
+     - Idempotency index hit rate <0.1%.
+   - Run API spot check: `/advisories/summary` returns supersedes metadata; `advisory.linkset.updated` events absent during freeze.
+5) **Unfreeze**
+   - Re-enable ingest + outbox publisher.
+   - Trigger single `advisory.observation.updated@1` replay to confirm event path is healthy.
+
+## Rollback
+- If errors >0 or idempotency violations observed:
+  - Stop job, keep ingest paused.
+  - Run rollback script `ops/devops/scripts/rollback-lnm-backfill.js` to remove supersedes/tombstones inserted in current window.
+  - Restore Mongo from last checkpointed snapshot if rollback script fails.
+
+## Evidence to capture
+- Job command + arguments.
+- SHA256 of backfill bundle and report.
+- Idempotency violation count.
+- Post-run consistency report (JSON) stored under `ops/devops/artifacts/aoc-supersedes/<timestamp>/`.
+
+## Monitoring/Alerts
+- Add temporary Grafana panel for idempotency violations and Mongo ops/sec during job.
+- Alert if job runtime exceeds 2h or if oplog lag > 60s.
+
+## Owners
+- Run: DevOps Guild
+- Approvals: Concelier Storage Guild + Platform Security