I Built a Market Intelligence Agent That Learns With Hindsight

Automated excerpt

Rather than storing entire articles in memory, I retain structured events containing the date, competitor, event type, summary, why the event matters to the company, signal strength, and keywords. This makes the memory useful as historical intelligence rather than simply becoming another document store. Recall retrieves relevant history for each competitor, while reflect looks across the entire memory to identify broader market trends and recurring patterns.

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