Architecture

            AI Coding Agent

                  |
                  v

          Repository Layer
                  |
    +-------------+-------------+
    |                           |
    v                           v
File Discovery             File Reading

                  |
                  v

         Code Intelligence

    +-------------+-------------+
    |                           |
    v                           v

Code Search              AST Analyzer

                            |
                +-----------+-----------+
                |           |           |
                v           v           v

            Classes     Functions    Imports

Build the Agent Brain

Use Case

User Question

  |

Planner

  |

Need:
   1. Search for authentication keywords
   2. Read matching files
   3. Analyze classes/functions
   4. Generate answer

     |

Execute Tools

  |

Response

Add LLM Reasoning Layer

Question
|
v
LLM Planner
|
|
+------------+
|            |
v            v
Search Tool   Analyze Tool
|
v
Context
|
v
LLM Response