BugOut: Your AI-Powered Pythonic Coding Agent 🐞💻

BugOut is a fairly early proof-of-concept (PoC) Python coding agent that demonstrates how you can build a local code-generation and execution agent from scratch. It leverages a locally running “DeepSeek Lite” API (llm/deepseek_lite_api.py) to generate code. The code is then automatically run and refined until it executes without errors, or until a set iteration limit is reached.

Key Features

1. Local LLM API Integration

   • BugOut calls your locally running LLM endpoint (DeepSeek Lite) to generate Python code based on instructions and user prompts.
   • Uses streaming responses to capture code as it’s generated.

2. Conversation Management

   • Maintains a conversation list (self.conversation) with:
     • A “system” prompt that provides instructions to the LLM.
     • A sequence of user prompts or feedback.
     • The LLM’s replies, including any generated code.

3. Iterative Refinement

   • If code execution returns an error, BugOut re-injects the error output into the conversation, prompting the LLM to provide a refined solution.
   • Planning and Reflection
   • This loop continues until:
     • The code executes successfully, or
     • The maximum iteration count (max_iterations) is reached.
   • Writes the code to a temporary .py file—rather than using exec()—and then runs it in a subprocess for safety and isolation.

BugOut: Operating in a Multi-Agent Swarm