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Field notes from the harness

Design memos, Reflex deep dives, and architecture explainers from the team building Contexta. Sharp, technical, occasionally opinionated.

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8 min read

Provenance over similarity

  • provenance
  • recall
  • audit

Vector similarity finds what looks the same; provenance proves what is true. The hybrid recall score in Contexta blends three signals — semantic, structural, provenance — and tunes per namespace.

7 min read

Why context is the harness

  • strategy
  • architecture
  • context

Agents do not fail at retrieval — they fail at context. The harness is what holds an agent's reasoning together when memory, reactivity, and provenance work as one substrate.

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One pragmatic post per fortnight on reactive memory, provenance, and what we learn shipping into production agents.