Gist mirror: https://gist.github.com/bacalj/a6c6f9726844611df5a09c83884a0e83

Picked up the morning plan and executed it. Four commits on a new sub-branch feat/no-classify (off feat/qwen-integration); 279/279 unit tests pass; end-to-end eval comparison run on Qwen3.6-FP8 against the 14-question tool-coverage battery. Result is mixed: composite +0.05 in candidate's favor, but compare-judge picks the baseline as winner with margin "small" — exactly the failure mode predicted at the start of the session.

The core idea: There is no "lifecycle event" entity. An "Initial Assessment" or "Vision Development Session" is just a session template that a coach creates, fills with whatever drills and metrics they want, and optionally tags (once #63 ships) as milestone, onboarding, etc. The system doesn't know what an "Initial Assessment" is. It knows what a session template is, what a tag is, and what a due date is. The coach defines the meaning.

1. Coach builds a session template in the library — specific drills, specific metrics (could be court drills with numeric metrics, reflection exercises with text prompts, or a mix)
2. Coach instantiates it for a player → creates a real session with snapshotted drills, session_template_id recording lineage, a due_at for the deadline
3. Player (or coach) does the work, records measures
4. Coach clicks "Mark Complete" → completed_at is set once, permanently

Owner: Joe Bacal Collaborator: Andrew Pasquale Last updated: 2026-03-11 Status: A.3 Run 5 complete — first full-system test (pgvector + MCP + routing vs UKY). C.1–C.3 complete. Node tracing added to agent graph (gated behind ?include_trace=true). Next: curate cross-cutting Q&A pairs for the 12 LLM-only questions.

Date: 2026-02-26 Pipeline: Two-shot (battery + discovery + judge) — 3 LLM calls per entity Branch: feat/two-shot

Each entity gets 3 LLM calls:

1. Battery — system prompt (~800 tokens) + entity JSON (~500-2000 tokens) → response (~500-1500 tokens)