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📰 Dev.to · Jason Sosa

2 articles · Updated every 3 hours · View all reads

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Why Flat Files Break as AI Agent Memory (And What We Built Instead)
Dev.to · Jason Sosa 🤖 AI Agents & Automation ⚡ AI Lesson 4mo ago
Why Flat Files Break as AI Agent Memory (And What We Built Instead)
CLAUDE.md works for 20 entries. By 200, five things silently break. Here is the persistent memory system that scores #1 on LongMemEval.
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How I Built a Memory System That Scores 95.4% on LongMemEval (#1 on the Leaderboard)
Dev.to · Jason Sosa 🤖 AI Agents & Automation ⚡ AI Lesson 4mo ago
How I Built a Memory System That Scores 95.4% on LongMemEval (#1 on the Leaderboard)
A solo builder's deep dive into OMEGA — a local-first persistent memory system for AI coding agents. Architecture, benchmark methodology, and honest tradeoffs.
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