ByteBrief
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An engineer compiled 55 days of screen activity into episodic memory for an AI agent using plain code, no LLM. The compiler produces memory 88x smaller than raw data at 68ms median compile time. The system uses three arithmetic rules: dwell, session gaps, and flicker merge.
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