From 82395e5ec325ecfcaf79da17b6f6ea7037b90a8d Mon Sep 17 00:00:00 2001
From: Farouk Adeleke <farouk@modaic.dev>
Date: Mon, 19 Jan 2026 16:49:01 -0800
Subject: [PATCH] (no commit message)

---
 README.md | 73 +++++++++++++++++++++++++++++++++++++++++++++++++++++++
 main.py   |  5 ++--
 2 files changed, 76 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index e69de29..f7ec398 100644
--- a/README.md
+++ b/README.md
@@ -0,0 +1,73 @@
+# Ruby Rails Documentation Generator
+
+A DSPy program that generates documentation for Rails applications using Recursive Language Models (RLMs).
+
+## What are RLMs?
+
+Recursive Language Models are an inference strategy where language models can decompose and recursively interact with input context of unbounded length through REPL environments. Instead of processing huge contexts in a single call, an RLM allows the model to programmatically partition, grep, and recursively sub-query the context—avoiding context rot while handling arbitrarily large inputs.
+
+Key benefits:
+- Near-infinite effective context length
+- Reduced context rot degradation
+- Cost-efficient processing of large codebases
+
+For more details, see the [RLM paper](https://arxiv.org/abs/2512.24601v1).
+
+## Installation
+
+```bash
+uv add modaic dspy
+```
+
+## Usage
+
+### Load with AutoProgram
+
+```python
+from modaic import AutoProgram
+
+# Load the program from Modaic Hub
+doc_writer = AutoProgram.from_precompiled("farouk1/ruby-rails-doc-generator")
+
+# Generate documentation for a Rails project
+result = doc_writer(source_root="./my-rails-app")
+print(result.documentation)
+```
+
+### Override Config
+
+```python
+from modaic import AutoProgram
+
+doc_writer = AutoProgram.from_precompiled(
+    "farouk1/ruby-rails-doc-generator",
+    config={"max_iterations": 15, "lm": "openai/gpt-5"}
+)
+```
+
+### Load a Specific Revision
+
+```python
+from modaic import AutoProgram
+
+# By branch
+doc_writer = AutoProgram.from_precompiled("farouk1/ruby-rails-doc-generator", rev="dev")
+
+# By tag
+doc_writer = AutoProgram.from_precompiled("farouk1/ruby-rails-doc-generator", rev="v1.0")
+
+# By commit hash
+doc_writer = AutoProgram.from_precompiled("farouk1/ruby-rails-doc-generator", rev="918ad95")
+```
+
+## Configuration
+
+| Parameter | Default | Description |
+|-----------|---------|-------------|
+| `max_iterations` | 10 | Maximum RLM iterations |
+| `lm` | `openai/gpt-5-mini` | Primary language model |
+| `sub_lm` | `openai/gpt-5-mini` | Model for recursive sub-calls |
+
+## License
+
+MIT
diff --git a/main.py b/main.py
index 90a2182..6b3e833 100644
--- a/main.py
+++ b/main.py
@@ -37,8 +37,9 @@ class DocWriterProgram(PrecompiledProgram):
             verbose=True,
         )
 
-    def forward(self, source_root: str, source_tree: dict[str, Any]) -> dspy.Prediction:
+    def forward(self, source_root: str) -> dspy.Prediction:
         source_tree = load_source_tree(source_root)
+        print(f"Loaded source tree with {len(source_tree)} entries")
         return self.doc_writer(source_tree=source_tree)
 
 
@@ -62,7 +63,7 @@ SOURCE_ROOT = "."
 def main():
     """
     print("Starting documentation generation...")
-    result = doc_writer(source_root=SOURCE_ROOT, source_tree=None)
+    result = doc_writer(source_root=SOURCE_ROOT)
 
     with open("generated_documentation.md", "w", encoding="utf-8") as f:
         print("Writing documentation to file...")