Mitigating LLM non-determinism in software engineering via formal workflows

LLMs like Anthropic's Fable remain imprecise and non-deterministic despite high coding proficiency. Effective automation requires wrapping these brilliant but clumsy models in deterministic, formal workflows and providing them with fast, specialized tools to prevent errors like manual parsing or incorrect file commits.