📋 Release Summary
This release introduces significant enhancements to the supervisor's reasoning capabilities, featuring improved grounding, hallucination verification, and more robust task resolution (e60e875, 1a518c2, 5414f10, db6c45e, 94df64b). The Model Context Protocol (MCP) has been expanded with environment variable support, token rotation, and advanced tool response handling (f0b5243, a5eb73c, e01325b, c934417). Additionally, several updates optimize session memory through lossless archiving and resolve critical bugs related to plan persistence and server stability (bc5c63e, 161bb3e, 07f5a1c).
✨ New Features & Enhancements
- supervisor: implement read-back verification and grounding
e60e875e - supervisor: implement XML evidence tagging system
1a518c29 - session: enhance grounding with archive and spill retrieval
c2bffd50 - supervisor: enhance verification and plan validation
5414f10c - supervisor: integrate role context into gating and resolution
7ba95005 - supervisor: enhance hallucination and URL verification
db6c45e7 - compression: implement lossless task and message archiving
bc5c63e6 - supervisor: implement verification prohibition
e68a4886 - bench: enhance benchmark tooling and execution
0e8b6ab6 - supervisor: implement task resolution for completion gates
94df64bb - supervisor: implement delegate gate for subagent handoffs
764405e5 - mcp: resolve env placeholders in server configs
75b703b7 - mcp: implement environment variable support
f0b52436 - mcp: implement multi-round tool responses and task polling
e01325b2 - mcp: add elicitation support and oauth resource param
29660dbe - session: prevent premature turn ends during progress
409a7c31 - mcp: implement token rotation and server validation
a5eb73c5 - mcp: implement rmcp-based client and server management
c9344177 - supervisor: improve file reference detection
31b4ca17 - supervisor: define bug fix gap criteria
38bc0241
🔧 Improvements & Optimizations
- bench: refresh baseline metrics and increase timeout
2e164574 - mcp: align plan existence error assertions
ec1320c2 - learning: move parse_lesson_tags to tests
3253571f - supervisor: align build_prompt calls with new signature
2c3ffe84 - supervisor: make verification domain agnostic
656dd71c - bench: update baseline to v0.40.0
3febc283 - supervisor: use parse_classifier in resolution tests
297e0a8c - supervisor: encapsulate LLM sampling parameters
265d847b - supervisor: refine gate prompt terminology
ab311cec - supervisor: improve session and gate logic
1707321b - config: implement octolib migration framework
4225b225 - supervisor: simplify check command logic
5998e249
🐛 Bug Fixes & Stability
- bench: prevent zombie containers and timeouts
de328cce - plan: prevent plan loss after context compression
161bb3ee - bench: ignore evaluation phase flakes in infra check
8150e9c7 - session: improve evidence recovery and performance
a62a54f3 - supervisor: ignore evidence tags in markdown code
ce318a59 - mcp: verify os process liveness for stdio servers
07f5a1c1 - supervisor: prevent external drift from triggering verification
7fea4483 - supervisor: improve workdir fingerprinting and verifier detection
a3a94f5d - supervisor: ensure sequential signals trigger steering during exploration
09843550
📚 Documentation & Examples
- readme: add benchmarks section
61ba2b2f
🔄 Other Changes
7 maintenance, dependency, and tooling updates not listed individually.