Automating AI Away: Turning Clumsy LLMs into Reliable Deterministic Workflows

Automating AI Away

I develop Beagle SCM using Anthropic's Fable, a brilliant but often clumsy LLM that struggles with deterministic tasks like parsing. Instead of fighting its non-deterministic nature, I embed it within fast, formal tools and workflows. By letting the AI automate its own repetitive failures into reliable scripts, we effectively automate the AI away, replacing inconsistency with simple, deterministic processes.

"Essentially, we let the LLM automate itself away, in favor of simple reliable deterministic tools."