Insights
Topic articles tied to the LinkedIn publishing cadence: the full-length landing page for each short-form post. New entries added as they publish.
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Structuring Documentation So Claude Projects Can Use It
An AI knowledge base is not a storage closet. The Weekly Diary and Living Status Doc model, file-type rules, and how to handle conflicting sources so Claude Chat Projects and Cowork Projects give reliable answers instead of noise.
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What a Proof of Concept Taught Us About AI-Assisted Software Development
A practitioner's field report from an AI-assisted development proof of concept: why acceleration only pays off when it's paired with defined requirements, deliberate architecture, traceability, and disciplined human review.
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Claude Chat Projects vs. Cowork Projects
Two Claude features share the word "Projects" but solve different problems: persistent conversational context versus a real local execution environment. A side-by-side comparison and a practitioner's take on choosing between them.