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Navveen Balani Making systems intelligent, efficient & responsible

Day 19 of Green, Efficient AI is live — The Test Tail.

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Day 19 of Green, Efficient AI is live — The Test Tail.

A team spent six months bringing production AI costs down. The playbook worked — production inference became dramatically cheaper. The monthly bill barely moved.

The gap was hiding in plain sight. Every merge triggered a full eval sweep. The judge model was pricier than the model being judged. Prompt sweeps ran untracked, most discarded within the hour.

Meter. Gate. Sample. Substitute. The ladder that turns development inference from an unbudgeted reflex into a governed line on the bill.

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