Reliable JSON from Cheaper LLMs
How plain JSON, Zod validation, and a repair loop let Gemini 3.1 Flash-Lite run 80% cheaper and 2× faster than our Claude Haiku baseline.
👋 I'm Rareș, a software engineer and entrepreneur based in New York. Most recently, I co-founded Contour Care, which we sold back into Commure. These days, I'm building developer productivity tools and software for real estate agents and the New York City rental market. When I'm not building products, you'll find me tinkering with robotics, embedded systems, or planning my next summit.





How plain JSON, Zod validation, and a repair loop let Gemini 3.1 Flash-Lite run 80% cheaper and 2× faster than our Claude Haiku baseline.
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