multica-ai

Applies lightweight heuristics—avoid overcomplication, make surgical edits, surface unstated assumptions, define testable success—to catch the sneaky mistakes LLMs make most often.

Applies a checklist of behavioral guidelines—avoid overcomplication, name assumptions, define verifiable success—to catch the mistakes LLM-written code often makes before they ship.