Fix config override bug by recreating LMs after load_state

nanocode.py

@@ -4,6 +4,7 @@ from modaic import PrecompiledProgram, PrecompiledConfig
 import dspy
 import re
 import subprocess
+from dspy.utils.callback import BaseCallback
 
 # --- Modaic ---
 
@@ -23,6 +24,7 @@ MAGENTA = "\033[35m"
 
 # --- File operations ---
 
+
 def read_file(path: str, offset: int = 0, limit: int = None) -> str:
     """Read file contents with line numbers.
 
@@ -163,8 +165,15 @@ def run_bash(cmd: str) -> str:
     return "".join(output_lines).strip() or "(empty output)"
 
 
+class RLMReasoningCallback(BaseCallback):
+    def on_module_end(self, call_id, outputs, exception):
+        if outputs and hasattr(outputs, "reasoning") and hasattr(outputs, "code"):
+            print(f"\n[REASONING STEP] reasoning: {outputs.reasoning}\n")
+
+
 # -- Program ---
 
+
 class CodingAssistant(dspy.Signature):
     """You are a concise coding assistant with access to sub agents."""
 
@@ -286,6 +295,11 @@ class RLMCodingProgram(PrecompiledProgram):
         # recreate LMs from config (not from saved state)
         self.reload_lms()
 
+
 if __name__ == "__main__":
     agent = RLMCodingProgram(RLMCodingConfig())
-    agent.push_to_hub(MODAIC_REPO_PATH, commit_message="Fix config override bug by recreating LMs after load_state", branch="prod")
+    agent.push_to_hub(
+        MODAIC_REPO_PATH,
+        commit_message="Fix config override bug by recreating LMs after load_state",
+        branch="prod"
+    )