diff --git a/README.md b/README.md
index 0d5986d..43abc09 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 Minimal Claude Code alternative using DSPy RLM! Single Python file, ~305 lines.
 
-Built using Claude Code, then used to build itself.
+Shoutout to Rahul for inspiring the boilerplate. Here's his initial [nanocode implementation](https://x.com/rahulgs/status/2010179011033608227).
 
 ![screenshot](https://d1pz4mbco29rws.cloudfront.net/public/nanocode.png)
 
@@ -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
@@ -173,27 +173,27 @@ print(result.answer)
 
 ```
 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)
+├── 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)
 ```
 
 ### Key Classes