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* feat(agent): pure orchestrator pattern with per-skill delegation tools (#478) Refactors the main agent from a direct tool-calling model to a pure orchestrator that delegates all work through dynamically generated tools. Architecture changes: - Orchestrator only sees generated tools (notion, gmail, research, run_code, review_code, plan, spawn_subagent) — skill tools are architecturally unreachable from the main agent - Each installed skill auto-generates a delegation tool at build time (SkillDelegationTool) that routes to skills_agent with the correct skill_filter - Static archetype tools (research, run_code, etc.) delegate to their respective sub-agents - visible_tool_specs filters the function-calling schema sent to the provider, enforcing the orchestrator boundary at the API level Prompt changes: - Rewrote AGENTS.md as a lean orchestrator prompt — no more routing tables or agent_id instructions - Orchestrator skips TOOLS.md, MEMORY.md, HEARTBEAT.md (~6k tokens saved per turn) — subagents get tool specs from the registry - Workspace .md files auto-sync via builtin-hash mechanism so prompt updates ship automatically to existing installs Bug fixes: - ModelSpec::Hint now resolves to {hint}-v1 (e.g. agentic-v1) instead of hint:agentic which the backend rejected - validate_skill_filter now uses skill_id from the engine tuple instead of splitting on __ in the raw tool name (which always failed) - Memory context forwarded to subagents via ParentExecutionContext Observability: - Added [agent] tagged logs for tool responses, agent state transitions, and delegation decisions throughout turn.rs See docs/agent-prompt-architecture.excalidraw for the visual diagram. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * style: rustfmt orchestrator_tools.rs Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * style: cargo fmt Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * fix: address CodeRabbit review — dispatch guard, fork specs, decouple sync - Enforce visible-tool allowlist at dispatch time (not just schema) - Fork mode uses visible_tool_specs (not full registry) - De-duplicate spawn_subagent when extending orchestrator tools - Raw tool output moved to debug level, info level logs metadata only - Decouple workspace file sync from prompt rendering so skipped files still get synced to disk Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
