1. The Evolution of AI Coding Assistants
AI development has evolved from simple code completion to autonomous agentic systems. Coding agents understand repository contexts, write implementation plans, modify multiple files, and run CLI validation tests autonomously.
2. The ReAct (Reasoning & Acting) Loop
Agents operate using continuous feedback loops: observing tool output, reasoning about state, and dispatching subsequent tool actions.
- Observation: Read terminal output or compiler error logs.
- Reasoning: Analyze root causes without superficial symptom masking.
- Action: Execute surgical file edits and run unit test verifications.
3. Sandboxed CLI Guardrails
Providing safe CLI access allows agents to verify build success before finalizing user pull requests.
