Architect Practice

Apr 30, 2026 · Artificial Intelligence

Why Business Agents Can’t Rely Solely on LLMs: Implementing Intent Recognition and Task Decomposition

The article explains that a production‑grade business agent must combine LLM‑driven intent understanding with deterministic rule‑based control, using a perception‑understanding‑planning‑execution‑feedback loop, two‑round prompting, strict JSON schemas, permission checks, and a state‑machine architecture to avoid unsafe, uncontrolled behavior.