Anand Chowdhary

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Inference thinking versus real engineering

February 13, 2026
101 words

Gemini 3 Deep Think V2 hitting 84.6% on ARC‑AGI‑2 is a flex on what happens when you spend 10x to 100x more compute at inference on structured search over hypotheses and constraints. They are throwing a lot of thinking time at the problem. Can this kind of heavy orchestration at inference actually power real engineering workflows where: - The specs are incomplete - The tools are messy - The constraints change mid‑flight - And latency and cost actually matter? Or are we just building increasingly baroque systems that ace synthetic IQ tests while still hallucinating over your codebase and Linear backlog?

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