llm-connect/.custodian-brief.md

Custodian Brief — llm-connect

Domain: custodian
Last synced: 2026-05-17 16:47 UTC
State Hub: http://127.0.0.1:8000 (adjust if running on a remote machine)

Active Workstreams

Adaptive Cost-Quality Routing

Progress: 0/23 done | workstream_id: e1807fab-e29e-4517-b362-95737a96582d

Open tasks:

• · 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
• · QualityLedger append-only JSONL store with file-locked writes, configurable path, simple query helpers (by_task_type, recent, mean_quality) 5249f171
• · TTL helpers: prune_before(timestamp) and is_stale(observation, max_age) adb255cf
• · Functional contract doc for the ledger schema and quality_score semantics 51a33180
• · Tests: ledger round-trip, concurrent writes, query helpers, TTL, malformed-line resilience 458610c5
• · 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
• … and 16 more open tasks

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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.