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feat: temporal event chains — sequence-aware memory retrieval #76

@salishforge

Description

@salishforge

Path 1: Active Knowledge Management

Store temporal links between memories (A preceded B, B preceded C). Retrieval of memory A automatically surfaces the sequence it belongs to. Different from the entity graph (relationships) — this is an event graph (temporal causation).

Based on Hierarchical Temporal Memory concepts (Numenta). Enables queries like 'what happened after Alice deployed?' by following the temporal chain.

Design

  • Add memory_sequences table linking warm-tier rows in temporal order
  • During consolidation, detect temporal proximity and create sequence links
  • Query results include sequence context (what came before/after)

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