# Custodian Brief — llm-connect **Domain:** custodian **Last synced:** 2026-05-17 17:21 UTC **State Hub:** http://127.0.0.1:8000 *(adjust if running on a remote machine)* ## Active Workstreams ### Adaptive Cost-Quality Routing Progress: 5/23 done | workstream_id: `e1807fab-e29e-4517-b362-95737a96582d` **Open tasks:** - · GradingResult dataclass: quality_score, notes, grader_id, baseline_response, candidate_response `c12a595b` - · BaselineGrader protocol plus PairedGrader that runs baseline and candidate calls and delegates to a Judge `80b98e31` - · Judge protocol and built-ins: ExactMatchJudge, EmbeddingSimilarityJudge, LLMJudge `c2887fe3` - · Functional contract doc covering judge bias caveats `7a4fd87a` - · Tests: judges with canned inputs, stable grader result, deterministic LLMJudge rubric seed `8415a11d` - · AdaptiveRoutingPolicy extends RoutingPolicy and selects the cheapest adapter whose observed mean quality clears the floor `0e9f9f8e` - · Tie-breaking: prefer lower observed cost, then explicit preferred adapter from static rules `59d44712` - … and 11 more open tasks --- ## MCP Orientation (when available) If the state-hub MCP server is reachable, call: `get_domain_summary("custodian")` This provides richer cross-domain context. If the MCP call fails, use this file as your orientation source.