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