Framework
Hotspot Optimization
Find the single highest-token step in your agent flow, not the whole flow.
How it works
- 1Swap that one step to a specialized smaller model. One customer moved button-identification from the largest Opus-class model to a 7B and 3B vision model and ran it at about 1/100 of the cost.
- 2Repeat for the next hotspot. Optimization is surgical, not wholesale.
Hear it on the podcast
40,000 Models, One API Key, and a $25M Bet on Open SourceListen to the episodeMore from this episode
Optimize After You ScaleCollect revenue first. There is no point building an AI solution for a market that does not exist.The Sonnet-Class SwapMost frontier leaders cluster at a Sonnet class that is, for most people, indistinguishable in practice.Trusted Provider as Security LayerA model is text in, text out. Run the weights on a trusted provider and the request cannot leave that server.Reliability Over SuperintelligenceThe labs sell curing cancer and orbital physics. Businesses want a model that will not order ten pizzas to the wrong address.The Intern-and-Manager LoopLooping is just emulating human agency. One model holds a goal it can validate, another keeps working until the goal is met.
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