Thoughts on AI product development, building in public, and the craft of shipping software that matters. Written from the trenches.
On January 31st I kicked off a public 30-day challenge to hit $10K MRR with AI teammates. Here's the unfiltered breakdown — the original plan, what actually shipped, where the gap was, and what I'd do differently.
Why the expert-persona preamble wastes tokens now and what to use instead.

50,912 impressions. 14,874% up from last week. Day 2 shipped 36 commits, 9 PRs, 2 tools — and LinkedIn noticed.
A plain-English explainer of MCP with a real setup example and why capability-based tools matter.
Why I shifted from client work to building repeatable AI products and tighter focus.
From a single tiny helper to a reliable team, built around small tasks and clear handoffs.
Weekly shipping turned a fuzzy roadmap into shared language, clarity, and momentum.
Shipping useful, honest work taught me that fast learning beats perfect polish.
A practical guide to migrating from workflow tools to agents without breaking production.
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