Contextually Aware

What Broke When We Scaled to 17 Agents


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Luis walks through five coordination failures that emerge when agent systems scale past single digits—memory contention, context bloat, skill drift, context corruption, and operator blindness. The fix: a memory OS layer that governs writes, gates context, standardizes skills, checkpoints state, and

This episode is in DRAFT and has not been published yet.

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Contextually AwareBy Luis Calderon