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

说明与用途

Minions.AI 用 TypeScript 的确定性 FSM 替代 LLM 编排器，消除了非确定性控制，实现 99.2% 的自动完成率。

问题

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.

结果

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

工作流

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

证据

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.

来源

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.

来源