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Thoughts on building production systems, security lessons learned the hard way, and the craft of shipping software that works.

17th December, 2025

How a $10k Bug Taught Me to Build an AI Security Audit System

I missed a race condition that cost my client $10,000. Six months later, that failure helped me catch a critical vulnerability in my own smart contracts before launch. Inside: the 7-prompt AI audit framework I built, 5 prompts you can use today, and the exact bug that would have drained user funds.

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