diff --git a/debug_litellm.py b/debug_litellm.py
deleted file mode 100644
index 7c2d39c0..00000000
--- a/debug_litellm.py
+++ /dev/null
@@ -1,46 +0,0 @@
-#!/usr/bin/env python3
-
-import requests
-import json
-
-def debug_litellm_pricing():
-    """Debug why LiteLLM returns pricing for local models"""
-    
-    LITELLM_URL = 'https://raw.githubusercontent.com/BerriAI/litellm/main/model_prices_and_context_window.json'
-    
-    try:
-        response = requests.get(LITELLM_URL, timeout=5)
-        data = response.json()
-        
-        print('Checking if qwen3:14b exists in LiteLLM pricing...')
-        if 'qwen3:14b' in data:
-            print('Found qwen3:14b in LiteLLM:', data['qwen3:14b'])
-        else:
-            print('qwen3:14b NOT found in LiteLLM pricing')
-            
-        print('\nChecking similar qwen models...')
-        qwen_models = [k for k in data.keys() if 'qwen' in k.lower()]
-        print(f'Total Qwen models found in LiteLLM: {len(qwen_models)}')
-        print('First 10 Qwen models:')
-        for model in sorted(qwen_models)[:10]:
-            print(f'  {model}: {data[model]}')
-            
-        # Check if there's a pattern match or fallback
-        print('\nChecking for pattern matches...')
-        potential_matches = [k for k in data.keys() if 'qwen' in k.lower() and '14b' in k.lower()]
-        if potential_matches:
-            print('Models with qwen and 14b:')
-            for model in potential_matches:
-                print(f'  {model}: {data[model]}')
-        
-        # Test our current logic
-        print('\nTesting our get_model_pricing logic...')
-        from src.cai.util import COST_TRACKER
-        pricing = COST_TRACKER.get_model_pricing('qwen3:14b')
-        print(f'Our function returns for qwen3:14b: {pricing}')
-        
-    except Exception as e:
-        print(f'Error: {e}')
-
-if __name__ == '__main__':
-    debug_litellm_pricing() 
\ No newline at end of file
diff --git a/debug_pricing_flow.py b/debug_pricing_flow.py
deleted file mode 100644
index 8e004db9..00000000
--- a/debug_pricing_flow.py
+++ /dev/null
@@ -1,76 +0,0 @@
-#!/usr/bin/env python3
-
-import pathlib
-import json
-import requests
-from src.cai.util import COST_TRACKER, get_model_name
-
-def debug_pricing_flow():
-    """Debug step by step the get_model_pricing flow"""
-    
-    model_name = 'qwen3:14b'
-    print(f"Debugging pricing flow for: {model_name}")
-    
-    # Step 1: Standardize model name
-    standardized = get_model_name(model_name)
-    print(f"1. Standardized model name: {standardized}")
-    
-    # Step 2: Check cache
-    if standardized in COST_TRACKER.model_pricing_cache:
-        cached = COST_TRACKER.model_pricing_cache[standardized]
-        print(f"2. Found in cache: {cached}")
-        return cached
-    else:
-        print("2. Not found in cache")
-    
-    # Step 3: Check local pricing.json
-    print("3. Checking local pricing.json...")
-    try:
-        pricing_path = pathlib.Path("pricing.json")
-        if pricing_path.exists():
-            print("   pricing.json exists")
-            with open(pricing_path, "r", encoding="utf-8") as f:
-                local_pricing = json.load(f)
-                print(f"   Content: {local_pricing}")
-                pricing_info = local_pricing.get("alias0", {})
-                input_cost = pricing_info.get("input_cost_per_token", 0)
-                output_cost = pricing_info.get("output_cost_per_token", 0)
-                print(f"   Extracted pricing: input={input_cost}, output={output_cost}")
-                if input_cost or output_cost:
-                    print(f"   Would return: ({input_cost}, {output_cost})")
-                    return (input_cost, output_cost)
-        else:
-            print("   pricing.json does not exist")
-    except Exception as e:
-        print(f"   Error reading pricing.json: {e}")
-    
-    # Step 4: Check LiteLLM API
-    print("4. Checking LiteLLM API...")
-    LITELLM_URL = "https://raw.githubusercontent.com/BerriAI/litellm/main/model_prices_and_context_window.json"
-    try:
-        response = requests.get(LITELLM_URL, timeout=2)
-        if response.status_code == 200:
-            model_pricing_data = response.json()
-            pricing_info = model_pricing_data.get(standardized, {})
-            input_cost_per_token = pricing_info.get("input_cost_per_token", 0)
-            output_cost_per_token = pricing_info.get("output_cost_per_token", 0)
-            print(f"   LiteLLM response for {standardized}: {pricing_info}")
-            print(f"   Extracted: input={input_cost_per_token}, output={output_cost_per_token}")
-            if input_cost_per_token or output_cost_per_token:
-                print(f"   Would return: ({input_cost_per_token}, {output_cost_per_token})")
-                return (input_cost_per_token, output_cost_per_token)
-        else:
-            print(f"   LiteLLM API returned status: {response.status_code}")
-    except Exception as e:
-        print(f"   Error fetching from LiteLLM: {e}")
-    
-    # Step 5: Default fallback
-    print("5. Using default fallback: (0.0, 0.0)")
-    return (0.0, 0.0)
-
-if __name__ == '__main__':
-    result = debug_pricing_flow()
-    print(f"\nFinal result: {result}")
-    
-    # Now test the actual function
-    print(f"\nActual function result: {COST_TRACKER.get_model_pricing('qwen3:14b')}") 
\ No newline at end of file