Sanjay MallurMobile engineer, founder of Naapy, and writer exploring mobile development, AI coding agents, startups, and product building.https://meet-sanjay.pages.dev/Building My Own Pathhttps://meet-sanjay.pages.dev/blog/building-my-own-path/https://meet-sanjay.pages.dev/blog/building-my-own-path/Wed, 08 Jul 2026 00:00:00 GMTThree Guardrails, Not One Repair Loop: Making LLM Codegen Reliable Enough to Shiphttps://meet-sanjay.pages.dev/blog/three-guardrails-not-one-repair-loop/https://meet-sanjay.pages.dev/blog/three-guardrails-not-one-repair-loop/How Naapy is hardening LLM code generation with bounded repair loops, budget guardrails, and better validation evidence.Sun, 12 Jul 2026 00:00:00 GMT