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Mixture of Experts
Mixture of Experts

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Ranking HumanLayer and Sakana AI Fugu-Ultra w/ Codex on the same issue

Lots of new releases lately so thought it'd be nice to compare some new ones. Let's walk through an example real world issue comparing HumanLayer using GPT 5.5 Codex High and Codex using Sakana AI Fugu-Ultra. I show how each works, when to use each, and how to leverage workflows to test issues for correctness and code quality.

For how to improve prompting and workflows, you can check out our open-source playbook: github.com/bastani-inc/atomic/blob/main/docs/workflow-playbook.md

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