My thoughts and notes

Jul 12, 2026

Three Guardrails, Not One Repair Loop: Making LLM Codegen Reliable Enough to Ship

How Naapy is hardening LLM code generation with bounded repair loops, budget guardrails, and better validation evidence.

Jul 8, 2026

Building My Own Path