Writing
Essays, analysis, and notes on applied AI, digital assets, investigations, and the systems around them.
- Sep 7, 2026 · Investigation I Name the Crime Last, Not First The instinct is to label a matter first and gather data that fits. I do the opposite: the record arrives first, and any classification has to earn itself.
- Jul 25, 2026 · Investigation When a Crypto Theft Is Bigger Than One Transaction A crypto theft can involve many wallets prepared before the main move. What the chain proves, where the record stops, and why overstating a trail hurts a case.