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Why We Stored Typed Events Instead of Embeddings for Our Agent's Memory

This story is from 2026-09-29. It is preserved in the archive; the latest stories are on the live feed.

Our competitive intelligence pipeline could write a good briefing, but only for one run. Give it a topic and some competitors, and CrewAI agents research the web, analyse the findings, and write a report where every claim has a citation. The next run started from zero. In week 8 it had no idea week…

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  1. 2026-09-29 18:19 · DEV Community — AI
    Why We Stored Typed Events Instead of Embeddings for Our Agent's Memory

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