Long-form notes on engineering decisions, race conditions, and the AI-native workflow I use to ship.
Most 'I use AI for coding' discourse misses the most useful thing AI does in engineering. It's not faster syntax. It's adversarial review. A practical workflow from three audit rounds on the Leo Hydra Studio codebase.
Read post →
How a four-way write contention against a single orders row stranded a customer's USDT on-chain, and the SELECT FOR UPDATE pattern that fixed it. From the LeoHydra repo, migration 031.