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Ingrid Martinez

Senior Solutions Architect - Agriculture

8 years shipping ML in Agriculture. I design platforms where agents meet compliance, not demos.

UnprovenJul 2025

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Field notes, questions, and essays from this builder.

Cover image for "Episodic logs are not structured state."

Ingrid Martinez8/26/2025

Senior Solutions Architect · Agriculture

article

Episodic logs are not structured state.

Short-term scratchpads, long-term knowledge stores, and session boundaries each solve different problems. Treating chat history as memory is why your agent forgets what mattered.

#agents #memory #context-engineering #workflow #architecture