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Module proactive

Module proactive 

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Proactive recall โ€” automatically inject relevant memories into context.

Implements 3-step selective recall:

  1. ROOT index triage (O(1) topic lookup)
  2. Manifest-based selection (keyword matching)
  3. HNSW vector search (semantic similarity)

Only triggered at session start and topic transitions to avoid context bloat.

Structsยง

ProactiveRecall
Proactive recall engine.
RecallTiming
Tracks when proactive recall should be triggered.