Kumiko

A developer at Kumiko cut AI pipeline costs by 25% without losing accuracy by using tool_choice and a tightened output schema, reducing max_tokens, and avoiding adaptive thinking with forced tool use.…

A developer building Kumiko, an opinionated SaaS framework, describes the challenge of AI-generated code drifting from project conventions over time. While initial AI-generated features match codebase…