fleet-memory/.github
Chris Bartholomew 8b1a46585d
Fix reflect based_on population and enforce full hierarchical retrieval (#421)
* Fix reflect based_on population and enforce full hierarchical retrieval

Problem 1: based_on field was incomplete
- search_observations results were never extracted into based_on, so
  observations used by the agent were invisible to callers
- search_mental_models and get_mental_model used non-existent fields
  (summary/description) instead of the actual content field, producing
  empty text in based_on entries
- A duplicate unreachable elif block for search_mental_models was dead
  code (the first identical condition always matched)

Problem 2: mental models could produce "I don't have information"
- When a bank has mental models, the agent's tool_choice forcing only
  covered iteration 0 (search_mental_models). Iterations 1+ were auto,
  allowing the LLM to short-circuit without ever searching observations
  or raw facts. Combined with the LOW budget prompt encouraging speed,
  this meant the agent would often stop after a single tool call.
- This created a self-reinforcing failure loop: if a mental model
  refresh produced "I don't have information" (e.g. due to the agent
  skipping recall), subsequent reflects would find that content and
  trust it, never searching deeper.

Fix: extend forced tool_choice to cover the full hierarchical retrieval
path before allowing auto mode:
- With mental models: search_mental_models(0) → search_observations(1)
  → recall(2) → auto(3+)
- Without mental models: search_observations(0) → recall(1) → auto(2+)

This matches the retrieval strategy documented in the system prompt and
ensures all three knowledge levels are always consulted. The agent still
has 2-3 auto iterations (with LOW budget, max_iterations=5) for
additional searches or calling done().

* Add Umami analytics tracking to docs site

Add conditional Umami script injection to docusaurus.config.ts and pass
UMAMI_URL/UMAMI_WEBSITE_ID env vars in the GitHub Pages deploy workflow.
The tracking script only loads when both env vars are set.
2026-02-23 10:13:19 +01:00
..
ISSUE_TEMPLATE feat: configurable embedding dimensions + OpenAI Embeddings (#101) 2026-01-05 14:43:05 +01:00
workflows Fix reflect based_on population and enforce full hierarchical retrieval (#421) 2026-02-23 10:13:19 +01:00