• 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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• 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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• 9 min readWhy I stopped trying to balance work and life
There's no such thing called work-life balance
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• 6 min read3 Tips for Product Manager in Public Safety
Building software is hard. Building software for police is even harder
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• 13 min read5 Tips for Effective Collaboration with Your Engineering Team as Product Manager
As a product manager, our engineering team is the one and only group of people that we interact with the most. Thus, cultivating a harmonious relationship with our engineering team will help boost our productivity tremendously while saving us a ton of chronic headaches. This blog post contains useful tips that could hopefully help product managers work more effectively and harmoniously with their engineering team.