How to Verify AI-Assisted Code Before You Ship It
A reliability-first workflow using system diagrams, adversarial review, risk-driven tests, and reproducible evidence.
Technical writing on what I've actually shipped.
Technical writing on what I've actually shipped.
A reliability-first workflow using system diagrams, adversarial review, risk-driven tests, and reproducible evidence.
Case Study: A technical teardown of process-bound gap detection failures during restarts, and the persistent architecture required to fix it.
Case Study: A technical teardown of silent buffer saturation during Pump.fun and PumpSwap ingestion, and the asynchronous architecture required to fix it.
Built with Yellowstone gRPC and Carbon. 12.4 million Pump.fun and PumpSwap trades over 12 hours of mainnet.
Lessons from learning Rust by putting strict guardrails on AI: refusing direct answers, forcing one-step-at-a-time guidance, and owning the logic myself.