AI Agent Evolution: From Single Run to Software Factory

bibryam · x · 2026-07-17

The author points out that the architecture of AI agents is evolving from single-task execution to a systematic 'software factory' model. A complete Agent tech stack consists of five layers: 1. **Model**: The core engine of the system. 2. **Harness**: Ensures the safe operation of the model. 3. **Loop**: Makes workflows repeatable. 4. **Factory**: Achieves scalable task expansion. 5. **Accountability (Outer Loop)**: Maintains system-wide controllability and accountability. The author emphasizes that building this controllable scalability and accountability system is the core responsibility engineers must undertake in the AI era.

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