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The Evolution of Code Intelligence: From Models to Agents

A comprehensive analysis of the transition from code-generating foundation models to autonomous software development agents.

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Challenges and Limitations

1.  **Context Pollution**: As agents read more files, they can get confused by irrelevant code.
2.  **Circular Debugging**: Agents can get stuck in loops, trying the same broken fix repeatedly.
3.  **Security**: An autonomous agent with terminal access poses a risk (e.g., `rm -rf /` or exfiltrating keys). Sandboxing is essential.
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