القائمة
Staleness detection and freshness-weighted retrieval: recency preferences by topic class, stale-source quarantine for pricing/policy/security, and re-ingestion signals. Owned by Metis.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Offline A/B experimentation for prompt/policy/skill/rubric variants: defines what constitutes an experiment, the offline-only rule, the scoring contract, the anti-Goodhart + safety-floor constraints, the statistical-honesty rule, and the governance wiring into the TheEights evolution loop.
Encoded policy constraints: refunds/disclosures/consent, GDPR/CCPA data-minimization themes, right-to-human mandates, regulated-claim language rules, AI-disclosure requirements. Consumed by Harmonia, Soteria, Hermes, Eunomia.
The structured state token that travels with the customer across every agent handoff — identity ref, goal, active objects, constraints, sentiment, history digest. Minted by Iris; carried inside HANDOFF payloads.
Hard budgets, bounded loops, and the four terminal states. Step/dispatch/retry ceilings per command, graph-level termination conditions, and cost-tiering rules. Owned by Hestia.
The KPI frame: containment, FCR, AHT, CSAT-proxy, escalation precision/recall, cost-per-resolution, SLA attainment — and the Agent-Manager dashboard contract over events.jsonl. Owned by Hestia; consumed by Themis, Soteria, Echo.
Intent/language/sentiment/priority classification and routing rules for incoming support tickets. Owned by Iris; consumed by Hestia for dispatch.
| name | freshness-aware-retrieval |
| description | Staleness detection and freshness-weighted retrieval: recency preferences by topic class, stale-source quarantine for pricing/policy/security, and re-ingestion signals. Owned by Metis. |
| user-invocable | false |
| argument-hint | <check-freshness|weight-results> |
| allowed-tools | ["Read","Grep"] |
A stale source on the wrong topic is worse than no source: it produces confident, citable, wrong answers. This skill defines how the hearth weights recency and when age disqualifies a source outright.
Prevent stale-context failures (the research doc's "stale context and data drift" risk) by making freshness a first-class retrieval signal with topic-dependent thresholds.
kb-citation-grounding's source-freshness
dimension.| Class | Examples | Stale threshold | On stale |
|---|---|---|---|
| Volatile | pricing, plan limits, policy terms, security advisories, legal language | 90 days or any newer conflicting doc | source disqualified → treat as no source (Article VI.3) |
| Active | product features, UI walkthroughs, integrations, runbooks | 6 months | usable with an "as of " caveat in the draft |
| Stable | concepts, architecture, formats, troubleshooting fundamentals | 24 months | usable; prefer newer when scores tie |
When a topic spans classes, the most volatile component sets the class.
as-of-date — the date is part of the
citation form, so Themis and the customer can both see it.File a KB gap note (kb-gap-detection) tagged freshness when:
These notes are the change-data-capture signal the KB pipeline consumes; the squad does not edit the KB itself, it reports with evidence.