Notes from the practice.
Essays from a senior delivery leader on AI tools, leadership, and the work of shipping programs under real constraints. Written from use, not from marketing pages.
AI Tool Fluency — a six-post series.
Senior professionals are being told to "use AI." Most advice assumes you're a student or a hobbyist. This series is for the rest — people with limited time, high stakes, and an interest in knowing which tool to reach for when.
Five platforms that matter. Six architectural pieces under the branding. The mental framework senior professionals need before choosing any tool.
Read the post → Post 02900 million weekly users. Broadest feature set. But no longer the frontier leader in any single dimension — and that matters when you pick one tool to pay for.
Read the post → Post 03Narrower than ChatGPT, sharper where it focuses. Why developers, writers, and careful thinkers reach for Claude when output quality matters.
Read the post → Post 04The two AI tools most senior professionals skip. One deserves more attention than it gets. The other deserves less. Here's the honest take on both.
Read the post → Post 05Not a ChatGPT competitor. A completely different category — the answer engine. And the only major AI that dropped all advertising on principle in February 2026.
Read the post → Post 06The task-to-tool lookup table. The minimum viable stack. The one habit that matters more than the tool choice itself. Series closer.
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