{
 "date": "2026-10-14",
 "request": "Write me a Python script that uses the AI Builder Space speech recognition API to transcribe the voice memos in the memos/ folder to text, and saves each one as a .txt file with the same name in transcripts/. The API key is in the environment variable AI_BUILDER_TOKEN.",
 "success_rule": "every memo has transcripts/<stem>.txt, >=20 English words, word-level similarity >=0.5 to the script (check.py; validated in check_validation.json)",
 "A_chat": {
  "A1": {
   "model": "gemini-3.8-flash",
   "success": false,
   "n_ok": 0,
   "exit_code": 0,
   "urls_in_code": [
    "https://api.ai-builder.run/v1/audio/transcriptions"
   ],
   "chat_seconds": 14.3,
   "run_seconds": 0.2,
   "last_stdout_line": "Processing complete.",
   "error_handling": "per-file try/except prints the error and continues; exit 0; transcripts/ empty",
   "counterfactual_url_fixed": {
    "guessed": "https://api.ai-builder.run/v1",
    "exit_code": 0,
    "success": true,
    "n_ok": 5,
    "similarity": {
     "I01": 1.0,
     "L01": 0.916,
     "W01": 0.946,
     "W02": 0.943,
     "W05": 0.94
    }
   }
  },
  "A2": {
   "model": "gemini-3.8-flash",
   "success": false,
   "n_ok": 0,
   "exit_code": 0,
   "urls_in_code": [
    "https://api.ai-builder.space/v1/audio/transcriptions"
   ],
   "chat_seconds": 17.8,
   "run_seconds": 0.3,
   "last_stdout_line": "Batch transcription completed.",
   "error_handling": "per-file try/except prints the error and continues; exit 0; transcripts/ empty",
   "counterfactual_url_fixed": {
    "guessed": "https://api.ai-builder.space/v1",
    "exit_code": 0,
    "success": true,
    "n_ok": 5,
    "similarity": {
     "I01": 1.0,
     "L01": 0.916,
     "W01": 0.954,
     "W02": 0.943,
     "W05": 0.92
    }
   }
  },
  "A3": {
   "model": "gemini-3.8-flash",
   "success": false,
   "n_ok": 0,
   "exit_code": 0,
   "urls_in_code": [
    "https://api.ai-builder.space/v1/audio/transcriptions"
   ],
   "chat_seconds": 13.6,
   "run_seconds": 0.1,
   "last_stdout_line": null,
   "error_handling": "per-file try/except prints the error and continues; exit 0; transcripts/ empty",
   "counterfactual_url_fixed": {
    "guessed": "https://api.ai-builder.space/v1",
    "exit_code": 0,
    "success": true,
    "n_ok": 5,
    "similarity": {
     "I01": 1.0,
     "L01": 0.927,
     "W01": 0.954,
     "W02": 0.943,
     "W05": 0.94
    }
   }
  }
 },
 "B_workspace": {
  "B1": {
   "harness": "agy 1.3.5",
   "model": "gemini-3.8-flash-high",
   "success": true,
   "n_ok": 5,
   "seconds": 251.5,
   "key_in_files": [],
   "similarity": {
    "I01": 1.0,
    "L01": 0.975,
    "W01": 0.916,
    "W02": 0.926,
    "W05": 0.929
   },
   "endpoint_in_code": "https://space.ai-builders.com/backend/v1/audio/grok-transcription",
   "sandbox_blocked_commands": 1,
   "agy_usage": {
    "input_tokens": 307525,
    "output_tokens": 23612,
    "thinking_tokens": 14229,
    "cache_read_tokens": 1843688,
    "total_tokens": 331137
   }
  },
  "B2": {
   "harness": "agy 1.3.5",
   "model": "gemini-3.8-flash-high",
   "success": true,
   "n_ok": 5,
   "seconds": 101.4,
   "key_in_files": [],
   "similarity": {
    "I01": 1.0,
    "L01": 0.975,
    "W01": 0.916,
    "W02": 0.936,
    "W05": 0.949
   },
   "endpoint_in_code": "https://space.ai-builders.com/backend/v1/audio/grok-transcription",
   "sandbox_blocked_commands": 1,
   "agy_usage": {
    "input_tokens": 156700,
    "output_tokens": 11806,
    "thinking_tokens": 7426,
    "cache_read_tokens": 429763,
    "total_tokens": 168506
   }
  },
  "B3": {
   "harness": "agy 1.3.5",
   "model": "gemini-3.8-flash-high",
   "success": true,
   "n_ok": 5,
   "seconds": 98.6,
   "key_in_files": [],
   "similarity": {
    "I01": 1.0,
    "L01": 0.975,
    "W01": 0.916,
    "W02": 0.926,
    "W05": 0.949
   },
   "endpoint_in_code": "https://space.ai-builders.com/backend/v1/audio/grok-transcription",
   "sandbox_blocked_commands": 1,
   "agy_usage": {
    "input_tokens": 163298,
    "output_tokens": 11303,
    "thinking_tokens": 6627,
    "cache_read_tokens": 555313,
    "total_tokens": 174601
   }
  }
 },
 "summary": {
  "A_first_try": "0/3",
  "A_transcripts_each": "0/5",
  "A_after_url_fix": "3/3 at 5/5",
  "B_first_try": "3/3",
  "B_transcripts_each": "5/5",
  "B_seconds": [
   251.5,
   101.4,
   98.6
  ]
 }
}