Update README.md

README.md

@@ -132,14 +132,14 @@ The agent has access to the following tools:
 ### Interactive CLI
 
 ```
-────────────────────────────────────────
+────────────────────────────────────────
-❯ what files are here?
+❯ what files are here?
-────────────────────────────────────────
+────────────────────────────────────────
 
-⏺ Thinking...
+⏺ Thinking...
-  ⏺ globfiles(pattern='**/*', path='.')
+  ⏺ globfiles(pattern='**/*', path='.')
 
-⏺ I found the following files:
+⏺ I found the following files:
   - nanocode.py
   - README.md
   - modaic/SKILL.md
@@ -171,29 +171,25 @@ print(result.answer)
 
 ### Overview
 
-```
+```python
-nanocode.py
+class RLMCodingProgram(PrecompiledProgram):
-├── File Operations
+    config: RLMCodingConfig
-│   ├── read_file()    - Read with line numbers
+
-│   ├── write_file()   - Write content
+    def forward(self, task: str) -> dspy.Prediction:
-│   └── edit_file()    - Find & replace
+        # Returns prediction with .answer
-├── Search Operations
+        return self.agent(task=task)
-│   ├── glob_files()   - Pattern matching
+
-│   └── grep_files()   - Regex search
+    def get_tools(self) -> dict:
-├── Shell Operations
+        # Returns dict of available tools
-│   └── run_bash()     - Execute commands
+
-├── DSPy Components
+    def set_tool(self, name: str, tool: callable):
-│   ├── CodingAssistant (Signature)
+        # Add or replace a tool
-│   ├── RLMCodingProgram (PrecompiledProgram)
+
-│   │   ├── forward()     - Run agent on task
+    def remove_tool(self, name: str):
-│   │   ├── get_tools()   - Get available tools
+        # Remove a tool by name
-│   │   ├── set_tool()    - Add/replace a tool
+
-│   │   ├── remove_tool() - Remove a tool
+    def reload_lms(self):
-│   │   ├── reload_lms()  - Recreate LMs from config
+        # Recreate LM objects from current config
-│   │   └── load_state()  - Load state with LM fix
-│   └── RLMReasoningCallback
-└── Modaic Integration
-    └── RLMCodingConfig (PrecompiledConfig)
 ```
 
 ### Key Classes