Context Engineering

My LinkedIn strategy as code: building a multi-agent content pipeline

An eleven-file multi-agent pipeline for LinkedIn posts. How 0.18 percent engagement turned into a system that blocks weak hooks before they go live.

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Context Rot in AI Agents: Why Quality Degrades

Context Rot makes AI coding agents unusable after 20 minutes. Here is how GSD (Get Shit Done) fixes it with multi-agent orchestration and context engineering.

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