generated from coulomb/repo-seed
chore(consistency): sync task status from DB [auto]
Updated by fix-consistency on 2026-05-17: - update .custodian-brief.md for llm-connect
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# Custodian Brief — llm-connect
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**Domain:** custodian
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**Last synced:** 2026-05-17 16:47 UTC
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**Last synced:** 2026-05-17 17:21 UTC
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**State Hub:** http://127.0.0.1:8000 *(adjust if running on a remote machine)*
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## Active Workstreams
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### Adaptive Cost-Quality Routing
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Progress: 0/23 done | workstream_id: `e1807fab-e29e-4517-b362-95737a96582d`
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Progress: 5/23 done | workstream_id: `e1807fab-e29e-4517-b362-95737a96582d`
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**Open tasks:**
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- · QualityObservation dataclass: task_type, adapter_id, model_id, cost_usd, quality_score (0..1), latency_ms, tokens_in, tokens_out, baseline_adapter_id, recorded_at, tags `1c285bec`
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- · QualityLedger append-only JSONL store with file-locked writes, configurable path, simple query helpers (by_task_type, recent, mean_quality) `5249f171`
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- · TTL helpers: prune_before(timestamp) and is_stale(observation, max_age) `adb255cf`
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- · Functional contract doc for the ledger schema and quality_score semantics `51a33180`
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- · Tests: ledger round-trip, concurrent writes, query helpers, TTL, malformed-line resilience `458610c5`
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- · GradingResult dataclass: quality_score, notes, grader_id, baseline_response, candidate_response `c12a595b`
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- · BaselineGrader protocol plus PairedGrader that runs baseline and candidate calls and delegates to a Judge `80b98e31`
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- … and 16 more open tasks
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- · Judge protocol and built-ins: ExactMatchJudge, EmbeddingSimilarityJudge, LLMJudge `c2887fe3`
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- · Functional contract doc covering judge bias caveats `7a4fd87a`
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- · Tests: judges with canned inputs, stable grader result, deterministic LLMJudge rubric seed `8415a11d`
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- · AdaptiveRoutingPolicy extends RoutingPolicy and selects the cheapest adapter whose observed mean quality clears the floor `0e9f9f8e`
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- · Tie-breaking: prefer lower observed cost, then explicit preferred adapter from static rules `59d44712`
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- … and 11 more open tasks
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---
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## MCP Orientation (when available)
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