Why We Stopped Using LLM Agents to Control LLM Agents (Deterministic Multi-Agent FSM)

Описание и применение

В Minions.AI заменили LLM‑оркестратор на детерминированный FSM в TypeScript, чтобы устранить непредсказуемое поведение и повысить надёжность контент‑пайплайна до 99,2 %.

Задача

Multi‑agent pipelines that rely on an LLM orchestrator suffer from non‑deterministic control flow, leading to loop oscillation, context poisoning, and unpredictable convergence, causing failures in ~30% of runs.

Результат

Deterministic FSM in TypeScript eliminated non‑deterministic control, bounded iterations, and isolated agent contexts, yielding high reliability and cost predictability.

Рабочий процесс

• Harvest signals
• Draft content
• Critic review
• Revise draft (max 2 revisions)
• Stage to CMS

Доказательства

The deterministic FSM pipeline has processed hundreds of scheduled content runs for Minions.AI with a 99.2% automated completion rate and zero loop oscillations.

Источник

Loop oscillation. The critic agent would reject a draft for lacking specific technical details. The writer agent would add details, but slightly change the tone. The critic agent would then reject the new draft for tone issues, causing the writer to revert the details.

Источник