diff --git a/README.md b/README.md
index 43abc09..9401fcd 100644
--- a/README.md
+++ b/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...
-  ⏺ globfiles(pattern='**/*', path='.')
+⏺ Thinking...
+  ⏺ 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
 
-```
-nanocode.py
-├── File Operations
-│   ├── read_file()    - Read with line numbers
-│   ├── write_file()   - Write content
-│   └── edit_file()    - Find & replace
-├── Search Operations
-│   ├── glob_files()   - Pattern matching
-│   └── grep_files()   - Regex search
-├── Shell Operations
-│   └── run_bash()     - Execute commands
-├── DSPy Components
-│   ├── CodingAssistant (Signature)
-│   ├── RLMCodingProgram (PrecompiledProgram)
-│   │   ├── forward()     - Run agent on task
-│   │   ├── get_tools()   - Get available tools
-│   │   ├── set_tool()    - Add/replace a tool
-│   │   ├── remove_tool() - Remove a tool
-│   │   ├── reload_lms()  - Recreate LMs from config
-│   │   └── load_state()  - Load state with LM fix
-│   └── RLMReasoningCallback
-└── Modaic Integration
-    └── RLMCodingConfig (PrecompiledConfig)
+```python
+class RLMCodingProgram(PrecompiledProgram):
+    config: RLMCodingConfig
+
+    def forward(self, task: str) -> dspy.Prediction:
+        # Returns prediction with .answer
+        return self.agent(task=task)
+
+    def get_tools(self) -> dict:
+        # Returns dict of available tools
+
+    def set_tool(self, name: str, tool: callable):
+        # Add or replace a tool
+
+    def remove_tool(self, name: str):
+        # Remove a tool by name
+
+    def reload_lms(self):
+        # Recreate LM objects from current config
 ```
 
 ### Key Classes