Using Claude Opus, GPT-5.5, or GLM-5.2 for every agent turn is surprisingly wasteful

Discussion

We noticed Claude Opus, GPT-5.5 and GLM-5.2 were spending most of their time doing routine work like searching files, rerunning tests and updating code, instead of actual hard reasoning.

So we built a router that picks the model per turn instead of locking an entire agent session to one model. Most turns stay on cheaper models, while harder ones get escalated automatically. The agent doesn't need to change.

We also benchmarked it against direct Opus, Sonnet and OpenRouter Auto on Terminal Bench, and wrote up the routing logic, cache behavior and cost breakdowns.

https://entelligence.ai/blogs/entelligence-model-router-frontier-quality-coding-agents-at-half-the-cost

https://preview.redd.it/uyvl7blavweh1.png?width=1080&format=png&auto=webp&s=1611b14fd766fc4aa58fe29cb54a6be77f6b2369

Posted Jul 23, 2026, 4:58 AM UTC

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