• 10 min read
The Future of Police Investigation: Verify AI
The next leap in police investigation is not better evidence collection and storage. It is AI that helps humans decide what matters, what connects, and what to verify first.
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• 4 min readI’m a PM and I Ship Code to Prod
I merged 2 PRs in 3 days after a new PM coding goal was announced. The code was the easy part. Surviving testing, review rigor, and global production standards was the real work.
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• 7 min readOpenClaw rebuilding my family's farm website - Here's what surprised me
I rebuilt my sister-in-law's farm website from Telegram while soothing my baby to sleep. Here's what an AI agent actually did — and what genuinely surprised me.
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• 12 min readOrchestrating Claude Agent Team to Refactor My Codebase in 22 Minutes
How I used Claude Agent Teams to achieve 12x speedup on a complex multi-variant refactoring task—and the critical lessons learned about inter-agent communication, QA automation, and the future of PM-led development.
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• 5 min readSEO for the Age of AI: Making Your Site Visible to ChatGPT
How I optimized my personal site so ChatGPT and other AI search engines can find, understand, and cite it — and why every PM with a personal brand should care.
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• 9 min readLaunching GeoGuru: Experiments in AI-Accelerated Game Dev
How I built, polished, and optimized a geography mini-game in one morning using an AI-accelerated workflow. Spoilers: It wasn't just 'generate and done'.
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• 6 min readDesigning an AI-First PM Workflow in a Real Enterprise
Why I stopped thinking of AI as a chatbot and started building an AI-first PM workflow to protect my most valuable asset: human judgment.
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• 8 min readThe Great Unshackling: How the Product Craft Evolves in the Age of AI
The product craft as we know it has evolved dramatically from utility to empathy
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• 2 min readHow Can Artificial Intelligence be Applied in Automation Testing of Web Apps?
There are several interesting web app automation scenarios that we can improve using AI: Increase test execution stability (self-healing automation) by letting AI to automatically locate web elements when the primary locators fail. This feature already appears in some cutting-edge automation tools like Mabl. Increase automation productivity by using Natural Language Processing (NLP) to automatically