Huolala Tech

Jul 22, 2026 · Artificial Intelligence

AI‑Generated API Automation: From Random Guesswork to Deterministic Delivery

The article analyzes why most API‑automation stops at script execution, proposes a multi‑layer Skill protocol that combines LLM generation with strict data, style, and assertion contracts, and demonstrates measurable gains in efficiency, quality, and coverage across multiple business lines.