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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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# Custodian Brief — llm-connect
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**Domain:** custodian
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**Domain:** custodian
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**Last synced:** 2026-05-17 17:21 UTC
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**Last synced:** 2026-05-17 17:51 UTC
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**State Hub:** http://127.0.0.1:8000 *(adjust if running on a remote machine)*
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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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## Active Workstreams
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### Adaptive Cost-Quality Routing
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### Adaptive Cost-Quality Routing
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Progress: 5/23 done | workstream_id: `e1807fab-e29e-4517-b362-95737a96582d`
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Progress: 10/23 done | workstream_id: `e1807fab-e29e-4517-b362-95737a96582d`
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**Open tasks:**
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**Open tasks:**
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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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- · 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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- · 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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- · 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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- · Cold-start behaviour falls through to static RoutingPolicy.resolve when observations are missing `1927d369`
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- · Functional contract doc for adaptive policy and sample-size/freshness trade-off `4d4717c1`
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- · Tests: floor enforcement, tie-break, cold-start, window-size effect, fallback chain `304bd782`
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- · ShadowingAdapter wraps a candidate adapter, also invokes the baseline adapter, grades, and appends to QualityLedger `62dd507f`
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- · Sampling: caller-configurable shadow_rate so production load is not doubled `ccb73e92`
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- … and 6 more open tasks
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---
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---
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## MCP Orientation (when available)
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## MCP Orientation (when available)
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