Return code: 0
Duration: 103.3s

=== STDOUT ===
🚀 Running coder
📦 Dynamic packages: clingo
🤖 Creating agent with model: anthropic/claude-sonnet-4.5
🤖 Using model: anthropic/claude-sonnet-4.5
  python_exec: print("Task 1: Problem Analysis")
  python_exec: print("\nTask 2: ASP Predicate Design")
  python_exec: import clingo
  python_exec: defining function on_model()
  python_exec: print("\nTask 6: Formatting Output")
  python_exec: defining function count_neighbors()
  save_code: {'code': 'import clingo\nimpor...
  python_exec: executing file 050_cellular_automata_hard_task_code.py
  report_issue: {'text': "All is fine - no iss...


                                    Summary                                     

I've successfully completed the Conway's Game of Life still life configuration  
task using Answer Set Programming with the clingo API.                          

                               Solution Approach                                

The ASP model encodes:                                                          

 1 Pattern Definitions: Each pattern (Block, Boat, Loaf) is defined using       
   relative coordinates from an anchor point                                    
 2 Placement Rules: Choice rules ensure exactly one instance of each pattern is 
   placed                                                                       
 3 Boundary Constraints: Prevent patterns from extending outside the 14x14 grid 
 4 Non-Overlap Constraints: Use aggregate counting to ensure no cell belongs to 
   multiple patterns                                                            
 5 Game of Life Stability:                                                      
    • Live cells must have exactly 2 or 3 neighbors                             
    • Dead cells must NOT have exactly 3 neighbors (to prevent birth)           

                                  Verification                                  

The solution was verified to:                                                   

 • Place all 3 required patterns (Block, Boat, Loaf)                            
 • Have exactly 16 alive cells (4+5+7)                                          
 • Form a valid still life where all cells are stable                           

The output is formatted as JSON with the complete 14x14 grid and bounding boxes 
for each pattern placement.                                                     

==================================================
📊 Execution Statistics
==================================================

🔧 Tool Usage:
  python_exec            7 calls
  report_issue           1 calls
  save_code              1 calls

💬 Token Consumption:
  Input tokens:        131,772
  Output tokens:       5,435
  Total tokens:        137,207

⏱️  Execution time: 1m 42.3s
==================================================


=== STDERR ===
