feat: consolidate LLM logs to single session file

Implement session-level log file to avoid polluting log/ folder with 20+ files per evaluation.

Changes:
- Added session log management (get_session_log_file, reset_session_log)
- Changed from per-question logs to per-session logs
- New format: log/llm_session_YYYYMMDD_HHMMSS.txt
- All questions append to single file with QUESTION START/END markers

Also added milestone entry: 30% target achieved! Phase 1 (YouTube + Audio) fixed 4 questions.

Co-Authored-By: Claude <noreply@anthropic.com>

CHANGELOG.md

@@ -1,5 +1,63 @@
 # Session Changelog
 
+## [2026-01-13] [Infrastructure] [COMPLETED] Session Log Consolidation - Single File Per Run
+
+**Problem:** Each question created a separate log file (`llm_context_TIMESTAMP.txt`), polluting the log/ folder with 20+ files per evaluation.
+
+**Solution:** Implemented session-level log file - all questions append to single file per run.
+
+**Implementation:**
+
+1. **Added session log management** (`llm_client.py`)
+   - Module-level `_SESSION_LOG_FILE` variable
+   - `get_session_log_file()` - Creates/reuses session log file
+   - `reset_session_log()` - For testing/new runs
+
+2. **Changed log file naming**
+   - Old: `log/llm_context_YYYYMMDD_HHMMSS.txt` (per question)
+   - New: `log/llm_session_YYYYMMDD_HHMMSS.txt` (per evaluation run)
+
+3. **Updated log format**
+   - Added session header with start time
+   - Each question wrapped in `QUESTION START` / `QUESTION END` markers
+   - All questions append to same file
+
+**Modified Files:**
+- **src/agent/llm_client.py** (~50 lines modified)
+  - Added session log management functions
+  - Updated `synthesize_answer_hf()` to use session log
+  - Added imports: `datetime`, `Path`
+
+**Result:** Single log file per evaluation instead of 20+ files
+
+---
+
+## [2026-01-13] [Stage 1: YouTube Support] [MILESTONE] 30% Target Achieved!
+
+**Score:** 30% (6/20 correct) - **First time hitting course target! 🎉**
+
+**Phase 1 Impact - YouTube + Audio Support:**
+- **Before:** 10% (2/20 correct)
+- **After:** 30% (6/20 correct)
+- **Improvement:** +20% (+4 questions fixed)
+
+**Questions Fixed by Phase 1:**
+1. a1e91b78: YouTube bird species (3) ✓ - youtube_transcript + Whisper
+2. 9d191bce: YouTube Teal'c quote (Extremely) ✓ - youtube_transcript + Whisper
+3. 99c9cc74: Strawberry pie MP3 (ingredients) ✓ - transcribe_audio (Whisper)
+4. 1f975693: Calculus MP3 (page numbers) ✓ - transcribe_audio (Whisper)
+
+**Remaining Issues:**
+- 3 system errors (vision NoneType, .py execution, calculator)
+- 10 "Unable to answer" (search evidence extraction issues)
+
+**Next Priority:**
+- Fix system errors (vision tool, Python execution)
+- Improve search answer extraction
+- Consider Phase 2.5 improvements
+
+---
+
 ## [2026-01-13] [Stage 1: YouTube Support] [COMPLETED] Chain of Thought for LLM Synthesis Debugging
 
 **Problem:** LLM returns "Unable to answer" with no reasoning. Can't debug why synthesis fails despite having complete transcript evidence.

output/gaia_results_20260104_011001.json

@@ -1,110 +0,0 @@
-{
-  "metadata": {
-    "generated": "2026-01-04 01:10:01",
-    "timestamp": "20260104_011001",
-    "total_questions": 20
-  },
-  "submission_status": "Submission Successful!\nUser: mangoobee\nOverall Score: 10.0% (2/20 correct)\nMessage: Score calculated successfully: 2/20 total questions answered correctly (20 valid tasks attempted). Score did not improve previous record, leaderboard not updated.",
-  "results": [
-    {
-      "task_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
-      "question": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
-      "submitted_answer": "5"
-    },
-    {
-      "task_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
-      "question": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
-      "question": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
-      "submitted_answer": "right"
-    },
-    {
-      "task_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
-      "question": "Review the chess position provided in the image. It is black's turn. Provide the correct next move for black which guarantees a win. Please provide your response in algebraic notation.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed"
-    },
-    {
-      "task_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
-      "question": "Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in November 2016?",
-      "submitted_answer": "FunkMonk"
-    },
-    {
-      "task_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
-      "question": "Given this table defining * on the set S = {a, b, c, d, e}\n\n|*|a|b|c|d|e|\n|---|---|---|---|---|---|\n|a|a|b|c|b|d|\n|b|b|c|a|e|c|\n|c|c|a|b|b|a|\n|d|b|e|b|e|d|\n|e|d|b|a|d|c|\n\nprovide the subset of S involved in any possible counter-examples that prove * is not commutative. Provide your answer as a comma separated list of the elements in the set in alphabetical order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool selection returned no tools - using fallback keyword matching; Tool calculator failed: ValueError: Expression must be a non-empty string"
-    },
-    {
-      "task_id": "9d191bce-651d-4746-be2d-7ef8ecadb9c2",
-      "question": "Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.\n\nWhat does Teal'c say in response to the question \"Isn't that hot?\"",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed"
-    },
-    {
-      "task_id": "cabe07ed-9eca-40ea-8ead-410ef5e83f91",
-      "question": "What is the surname of the equine veterinarian mentioned in 1.E Exercises from the chemistry materials licensed by Marisa Alviar-Agnew & Henry Agnew under the CK-12 license in LibreText's Introductory Chemistry materials as compiled 08/21/2023?",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "3cef3a44-215e-4aed-8e3b-b1e3f08063b7",
-      "question": "I'm making a grocery list for my mom, but she's a professor of botany and she's a real stickler when it comes to categorizing things. I need to add different foods to different categories on the grocery list, but if I make a mistake, she won't buy anything inserted in the wrong category. Here's the list I have so far:\n\nmilk, eggs, flour, whole bean coffee, Oreos, sweet potatoes, fresh basil, plums, green beans, rice, corn, bell pepper, whole allspice, acorns, broccoli, celery, zucchini, lettuce, peanuts\n\nI need to make headings for the fruits and vegetables. Could you please create a list of just the vegetables from my list? If you could do that, then I can figure out how to categorize the rest of the list into the appropriate categories. But remember that my mom is a real stickler, so make sure that no botanical fruits end up on the vegetable list, or she won't get them when she's at the store. Please alphabetize the list of vegetables, and place each item in a comma separated list.",
-      "submitted_answer": "acorns, bell pepper, broccoli, celery, green beans, lettuce, zucchini"
-    },
-    {
-      "task_id": "99c9cc74-fdc8-46c6-8f8d-3ce2d3bfeea3",
-      "question": "Hi, I'm making a pie but I could use some help with my shopping list. I have everything I need for the crust, but I'm not sure about the filling. I got the recipe from my friend Aditi, but she left it as a voice memo and the speaker on my phone is buzzing so I can't quite make out what she's saying. Could you please listen to the recipe and list all of the ingredients that my friend described? I only want the ingredients for the filling, as I have everything I need to make my favorite pie crust. I've attached the recipe as Strawberry pie.mp3.\n\nIn your response, please only list the ingredients, not any measurements. So if the recipe calls for \"a pinch of salt\" or \"two cups of ripe strawberries\" the ingredients on the list would be \"salt\" and \"ripe strawberries\".\n\nPlease format your response as a comma separated list of ingredients. Also, please alphabetize the ingredients.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Planning error: Exception: Planning failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 12.260562268s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 12\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afcb-0ebda39f3785ed635bbffaf4;71a477c0-3e17-48e4-aedd-67cfd0eba3b0)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEE1hiTCxakFhjKstL'}; Execution error: Exception: Tool selection failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 12.075520346s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 12\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afcb-6f6a5e0e1e8807f95daafccd;b0a40509-e136-4fa7-ad71-7923ead8447f)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEEm6iMQx7zbzJy3dw'}"
-    },
-    {
-      "task_id": "305ac316-eef6-4446-960a-92d80d542f82",
-      "question": "Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond play in Magda M.? Give only the first name.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Planning error: Exception: Planning failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 11.278160968s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 11\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afcc-3ef2237d004be5466af168e0;77ed17a7-4d55-4075-b583-3dc2cd142e4c)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEJ9zKGwcQAg5Sj6XR'}; Execution error: Exception: Tool selection failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 11.089695796s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 11\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afcc-426b813c44ac777029e19f09;229eb0c8-cfc0-477e-acba-760f16748664)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEJvNpZZ4d351AXX9T'}"
-    },
-    {
-      "task_id": "f918266a-b3e0-4914-865d-4faa564f1aef",
-      "question": "What is the final numeric output from the attached Python code?",
-      "submitted_answer": "ERROR: Answer synthesis failed - Exception: Answer synthesis failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 10.530596622s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 10\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afcd-1933b44b3b34f43f065b4b08;d07e4465-2cb3-4101-899e-66a6dba83880)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEMLUkDkNeWqdxW2NK'}"
-    },
-    {
-      "task_id": "3f57289b-8c60-48be-bd80-01f8099ca449",
-      "question": "How many at bats did the Yankee with the most walks in the 1977 regular season have that same season?",
-      "submitted_answer": "ERROR: Answer synthesis failed - Exception: Answer synthesis failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 9.923153297s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 9\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afce-135196d1362d0a66447ba8cf;67616613-6ad2-4f0e-ae74-d88ee5d1f877)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEPyUuTQJLARRBib1d'}"
-    },
-    {
-      "task_id": "1f975693-876d-457b-a649-393859e79bf3",
-      "question": "Hi, I was out sick from my classes on Friday, so I'm trying to figure out what I need to study for my Calculus mid-term next week. My friend from class sent me an audio recording of Professor Willowbrook giving out the recommended reading for the test, but my headphones are broken :(\n\nCould you please listen to the recording for me and tell me the page numbers I'm supposed to go over? I've attached a file called Homework.mp3 that has the recording. Please provide just the page numbers as a comma-delimited list. And please provide the list in ascending order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Planning error: Exception: Planning failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 9.710374487s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 9\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afce-1edf0bc76b216b89360f819d;e3cbcb26-7956-4d7a-9c7d-411a6c464d3f)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEQp5pvv9CD9k7p4sG'}; Execution error: Exception: Tool selection failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 9.5500296s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 9\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afce-728a1eeb5ed5337a5ca10fd0;b87e8fe8-e3e9-415e-a720-28b6f5d12010)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNERbTzqBfuMHa7xnaJ'}"
-    },
-    {
-      "task_id": "840bfca7-4f7b-481a-8794-c560c340185d",
-      "question": "On June 6, 2023, an article by Carolyn Collins Petersen was published in Universe Today. This article mentions a team that produced a paper about their observations, linked at the bottom of the article. Find this paper. Under what NASA award number was the work performed by R. G. Arendt supported by?",
-      "submitted_answer": "ERROR: Answer synthesis failed - Exception: Answer synthesis failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 8.209649658s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 8\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afcf-673e8fef593bbd614ae1938b;1cf7e171-cba7-4a2e-9423-01b64b573770)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEXF3Te5sTxuQ7X5hn'}"
-    },
-    {
-      "task_id": "bda648d7-d618-4883-88f4-3466eabd860e",
-      "question": "Where were the Vietnamese specimens described by Kuznetzov in Nedoshivina's 2010 paper eventually deposited? Just give me the city name without abbreviations.",
-      "submitted_answer": "ERROR: Answer synthesis failed - Exception: Answer synthesis failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 6.27633531s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 6\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afd1-57204e0f3392f4dd033a9319;98304f21-8c15-463a-82a6-fe7eeacb9157)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEfeJyHp7Jw1D9sTpS'}"
-    },
-    {
-      "task_id": "cf106601-ab4f-4af9-b045-5295fe67b37d",
-      "question": "What country had the least number of athletes at the 1928 Summer Olympics? If there's a tie for a number of athletes, return the first in alphabetical order. Give the IOC country code as your answer.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Planning error: Exception: Planning failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 5.987771258s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 5\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afd2-407132ca1d9ad96c3c287d55;9d0b5220-be1c-4c8d-b6e0-2fb49184710d)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEgn2Lg9QEcgE4naaK'}; Execution error: Exception: Tool selection failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 5.811263591s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 5\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afd2-486fe1c16fc378e4677d73c6;57383797-ec4f-4a2d-8638-edca39c03263)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEhathU1tbmAiDfbSv'}"
-    },
-    {
-      "task_id": "a0c07678-e491-4bbc-8f0b-07405144218f",
-      "question": "Who are the pitchers with the number before and after Taishō Tamai's number as of July 2023? Give them to me in the form Pitcher Before, Pitcher After, use their last names only, in Roman characters.",
-      "submitted_answer": "ERROR: Answer synthesis failed - Exception: Answer synthesis failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 3.6593123s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 3\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afd4-057c9e456a5f63df302884f1;f679c5b5-97c2-41b5-862b-f30fab2cecab)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNErhaG5fPNTEmUnY2v'}"
-    },
-    {
-      "task_id": "7bd855d8-463d-4ed5-93ca-5fe35145f733",
-      "question": "The attached Excel file contains the sales of menu items for a local fast-food chain. What were the total sales that the chain made from food (not including drinks)? Express your answer in USD with two decimal places.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Planning error: Exception: Planning failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 3.490976864s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 3\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afd4-6f89987051f61884058a053b;8578d871-7617-4fa3-9a51-86b4d6afcc89)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEsRV2oRD9LPHJTMBF'}; Execution error: Exception: Tool selection failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 3.338385606s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 3\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afd4-04822a1e48a801ac7e65b9af;59d83f54-7a75-449a-8c02-628300e94309)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNEt7ADkKf4gRxn1Yo8'}"
-    },
-    {
-      "task_id": "5a0c1adf-205e-4841-a666-7c3ef95def9d",
-      "question": "What is the first name of the only Malko Competition recipient from the 20th Century (after 1977) whose nationality on record is a country that no longer exists?",
-      "submitted_answer": "ERROR: Answer synthesis failed - Exception: Answer synthesis failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 1.151799375s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 1\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959afd6-6c2ba73f3d1cb79f3845ee60;03cb8610-4d47-4365-b4b5-c0c59f7b60f2)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmNF3SjPhVkdSicuM1NF'}"
-    }
-  ]
-}

output/gaia_results_20260104_061543.json

@@ -1,110 +0,0 @@
-{
-  "metadata": {
-    "generated": "2026-01-04 06:15:43",
-    "timestamp": "20260104_061543",
-    "total_questions": 20
-  },
-  "submission_status": "Submission Successful!\nUser: mangoobee\nOverall Score: 5.0% (1/20 correct)\nMessage: Score calculated successfully: 1/20 total questions answered correctly (20 valid tasks attempted). Score did not improve previous record, leaderboard not updated.",
-  "results": [
-    {
-      "task_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
-      "question": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
-      "question": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed"
-    },
-    {
-      "task_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
-      "question": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
-      "submitted_answer": "right"
-    },
-    {
-      "task_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
-      "question": "Review the chess position provided in the image. It is black's turn. Provide the correct next move for black which guarantees a win. Please provide your response in algebraic notation.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed"
-    },
-    {
-      "task_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
-      "question": "Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in November 2016?",
-      "submitted_answer": "ERROR: Answer synthesis failed - Exception: Answer synthesis failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 492.952507ms. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959f69f-41685c16026af93414725956;de9f587c-8725-431a-99b2-f8b7835a5561)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Groq: Error code: 400 - {'error': {'message': 'The model `llama-3.1-70b-versatile` has been decommissioned and is no longer supported. Please refer to https://console.groq.com/docs/deprecations for a recommendation on which model to use instead.', 'type': 'invalid_request_error', 'code': 'model_decommissioned'}}, Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmmGokhbSbmayAs4y5Bz'}"
-    },
-    {
-      "task_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
-      "question": "Given this table defining * on the set S = {a, b, c, d, e}\n\n|*|a|b|c|d|e|\n|---|---|---|---|---|---|\n|a|a|b|c|b|d|\n|b|b|c|a|e|c|\n|c|c|a|b|b|a|\n|d|b|e|b|e|d|\n|e|d|b|a|d|c|\n\nprovide the subset of S involved in any possible counter-examples that prove * is not commutative. Provide your answer as a comma separated list of the elements in the set in alphabetical order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Planning error: Exception: Planning failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 56.98168557s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 56\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959f6a3-27b6720e7fddfb820d63b308;5de2df42-8300-4055-8b24-064192f1acf4)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Groq: Error code: 400 - {'error': {'message': 'The model `llama-3.1-70b-versatile` has been decommissioned and is no longer supported. Please refer to https://console.groq.com/docs/deprecations for a recommendation on which model to use instead.', 'type': 'invalid_request_error', 'code': 'model_decommissioned'}}, Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmmH4NHSqUTCDGpEyRyn'}; Tool calculator failed: ValueError: signal only works in main thread of the main interpreter"
-    },
-    {
-      "task_id": "9d191bce-651d-4746-be2d-7ef8ecadb9c2",
-      "question": "Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.\n\nWhat does Teal'c say in response to the question \"Isn't that hot?\"",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed"
-    },
-    {
-      "task_id": "cabe07ed-9eca-40ea-8ead-410ef5e83f91",
-      "question": "What is the surname of the equine veterinarian mentioned in 1.E Exercises from the chemistry materials licensed by Marisa Alviar-Agnew & Henry Agnew under the CK-12 license in LibreText's Introductory Chemistry materials as compiled 08/21/2023?",
-      "submitted_answer": "Agnew"
-    },
-    {
-      "task_id": "3cef3a44-215e-4aed-8e3b-b1e3f08063b7",
-      "question": "I'm making a grocery list for my mom, but she's a professor of botany and she's a real stickler when it comes to categorizing things. I need to add different foods to different categories on the grocery list, but if I make a mistake, she won't buy anything inserted in the wrong category. Here's the list I have so far:\n\nmilk, eggs, flour, whole bean coffee, Oreos, sweet potatoes, fresh basil, plums, green beans, rice, corn, bell pepper, whole allspice, acorns, broccoli, celery, zucchini, lettuce, peanuts\n\nI need to make headings for the fruits and vegetables. Could you please create a list of just the vegetables from my list? If you could do that, then I can figure out how to categorize the rest of the list into the appropriate categories. But remember that my mom is a real stickler, so make sure that no botanical fruits end up on the vegetable list, or she won't get them when she's at the store. Please alphabetize the list of vegetables, and place each item in a comma separated list.",
-      "submitted_answer": "sweet potatoes, green beans, broccoli, celery, zucchini, lettuce, acorns, bell pepper, corn, rice, peanuts, flour, eggs, milk, whole bean coffee, Oreos, fresh basil, plums, whole allspice\n\nHowever, considering the specific requirement to exclude botanical fruits and include only vegetables, and to alphabetize the list, here is the refined list:\n\nacorns, bell pepper, broccoli, celery, corn, green beans, lettuce, peanuts, rice, sweet potatoes, zucchini"
-    },
-    {
-      "task_id": "99c9cc74-fdc8-46c6-8f8d-3ce2d3bfeea3",
-      "question": "Hi, I'm making a pie but I could use some help with my shopping list. I have everything I need for the crust, but I'm not sure about the filling. I got the recipe from my friend Aditi, but she left it as a voice memo and the speaker on my phone is buzzing so I can't quite make out what she's saying. Could you please listen to the recipe and list all of the ingredients that my friend described? I only want the ingredients for the filling, as I have everything I need to make my favorite pie crust. I've attached the recipe as Strawberry pie.mp3.\n\nIn your response, please only list the ingredients, not any measurements. So if the recipe calls for \"a pinch of salt\" or \"two cups of ripe strawberries\" the ingredients on the list would be \"salt\" and \"ripe strawberries\".\n\nPlease format your response as a comma separated list of ingredients. Also, please alphabetize the ingredients.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv"
-    },
-    {
-      "task_id": "305ac316-eef6-4446-960a-92d80d542f82",
-      "question": "Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond play in Magda M.? Give only the first name.",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "f918266a-b3e0-4914-865d-4faa564f1aef",
-      "question": "What is the final numeric output from the attached Python code?",
-      "submitted_answer": "ERROR: Answer synthesis failed - Exception: Answer synthesis failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 2.511765611s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 2\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959f715-3234013d1b53716e2ab85ef7;a9fb7ffc-c425-4599-a90c-4dc51440ecdd)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Groq: Error code: 400 - {'error': {'message': 'The model `llama-3.1-70b-versatile` has been decommissioned and is no longer supported. Please refer to https://console.groq.com/docs/deprecations for a recommendation on which model to use instead.', 'type': 'invalid_request_error', 'code': 'model_decommissioned'}}, Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmmRVtRKKg4FQLFMzeQR'}"
-    },
-    {
-      "task_id": "3f57289b-8c60-48be-bd80-01f8099ca449",
-      "question": "How many at bats did the Yankee with the most walks in the 1977 regular season have that same season?",
-      "submitted_answer": "589"
-    },
-    {
-      "task_id": "1f975693-876d-457b-a649-393859e79bf3",
-      "question": "Hi, I was out sick from my classes on Friday, so I'm trying to figure out what I need to study for my Calculus mid-term next week. My friend from class sent me an audio recording of Professor Willowbrook giving out the recommended reading for the test, but my headphones are broken :(\n\nCould you please listen to the recording for me and tell me the page numbers I'm supposed to go over? I've attached a file called Homework.mp3 that has the recording. Please provide just the page numbers as a comma-delimited list. And please provide the list in ascending order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv"
-    },
-    {
-      "task_id": "840bfca7-4f7b-481a-8794-c560c340185d",
-      "question": "On June 6, 2023, an article by Carolyn Collins Petersen was published in Universe Today. This article mentions a team that produced a paper about their observations, linked at the bottom of the article. Find this paper. Under what NASA award number was the work performed by R. G. Arendt supported by?",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "bda648d7-d618-4883-88f4-3466eabd860e",
-      "question": "Where were the Vietnamese specimens described by Kuznetzov in Nedoshivina's 2010 paper eventually deposited? Just give me the city name without abbreviations.",
-      "submitted_answer": "ERROR: Answer synthesis failed - Exception: Answer synthesis failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 6.933570206s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 6\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959f74d-3b67a13544a874f84a51ede0;a1e97094-bfbe-4ac6-a8c3-f4825d1ff54c)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Groq: Error code: 400 - {'error': {'message': 'The model `llama-3.1-70b-versatile` has been decommissioned and is no longer supported. Please refer to https://console.groq.com/docs/deprecations for a recommendation on which model to use instead.', 'type': 'invalid_request_error', 'code': 'model_decommissioned'}}, Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmmVbYr4mBof1pxst7xt'}"
-    },
-    {
-      "task_id": "cf106601-ab4f-4af9-b045-5295fe67b37d",
-      "question": "What country had the least number of athletes at the 1928 Summer Olympics? If there's a tie for a number of athletes, return the first in alphabetical order. Give the IOC country code as your answer.",
-      "submitted_answer": "ERROR: Answer synthesis failed - Exception: Answer synthesis failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 56.632557269s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 56\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959f757-43b0f00c7032c65c0f1e1a1c;576ff5a1-2b1b-4aa9-a78f-8c0d61b5c142)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Groq: Error code: 400 - {'error': {'message': 'The model `llama-3.1-70b-versatile` has been decommissioned and is no longer supported. Please refer to https://console.groq.com/docs/deprecations for a recommendation on which model to use instead.', 'type': 'invalid_request_error', 'code': 'model_decommissioned'}}, Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmmWMTJTnEMwg8y3YCMY'}"
-    },
-    {
-      "task_id": "a0c07678-e491-4bbc-8f0b-07405144218f",
-      "question": "Who are the pitchers with the number before and after Taishō Tamai's number as of July 2023? Give them to me in the form Pitcher Before, Pitcher After, use their last names only, in Roman characters.",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "7bd855d8-463d-4ed5-93ca-5fe35145f733",
-      "question": "The attached Excel file contains the sales of menu items for a local fast-food chain. What were the total sales that the chain made from food (not including drinks)? Express your answer in USD with two decimal places.",
-      "submitted_answer": "ERROR: Answer synthesis failed - Exception: Answer synthesis failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 29.604589104s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 29\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959f772-2efe8bf7611376d52370066f;3d15f77a-fa3d-44f4-b9e4-1348bd7b9395)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Groq: Error code: 400 - {'error': {'message': 'The model `llama-3.1-70b-versatile` has been decommissioned and is no longer supported. Please refer to https://console.groq.com/docs/deprecations for a recommendation on which model to use instead.', 'type': 'invalid_request_error', 'code': 'model_decommissioned'}}, Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmmYM1p29xiWtktGgkS2'}"
-    },
-    {
-      "task_id": "5a0c1adf-205e-4841-a666-7c3ef95def9d",
-      "question": "What is the first name of the only Malko Competition recipient from the 20th Century (after 1977) whose nationality on record is a country that no longer exists?",
-      "submitted_answer": "ERROR: Answer synthesis failed - Exception: Answer synthesis failed with all LLMs. Gemini: 429 You exceeded your current quota, please check your plan and billing details. For more information on this error, head to: https://ai.google.dev/gemini-api/docs/rate-limits. To monitor your current usage, head to: https://ai.dev/usage?tab=rate-limit. \n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_input_token_count, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\n* Quota exceeded for metric: generativelanguage.googleapis.com/generate_content_free_tier_requests, limit: 0, model: gemini-2.0-flash-exp\nPlease retry in 17.145959071s. [links {\n  description: \"Learn more about Gemini API quotas\"\n  url: \"https://ai.google.dev/gemini-api/docs/rate-limits\"\n}\n, violations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_input_token_count\"\n  quota_id: \"GenerateContentInputTokensPerModelPerMinute-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerMinutePerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\nviolations {\n  quota_metric: \"generativelanguage.googleapis.com/generate_content_free_tier_requests\"\n  quota_id: \"GenerateRequestsPerDayPerProjectPerModel-FreeTier\"\n  quota_dimensions {\n    key: \"model\"\n    value: \"gemini-2.0-flash-exp\"\n  }\n  quota_dimensions {\n    key: \"location\"\n    value: \"global\"\n  }\n}\n, retry_delay {\n  seconds: 17\n}\n], HF: Client error '402 Payment Required' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6959f77e-2589e16a2d8444713b7f15c8;12f33ac5-b138-4b33-a615-35a768036af8)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402\n\nYou have reached the free monthly usage limit for novita. Subscribe to PRO to get 20x more included usage, or add pre-paid credits to your account., Groq: Error code: 400 - {'error': {'message': 'The model `llama-3.1-70b-versatile` has been decommissioned and is no longer supported. Please refer to https://console.groq.com/docs/deprecations for a recommendation on which model to use instead.', 'type': 'invalid_request_error', 'code': 'model_decommissioned'}}, Claude: Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CWmmZGCcuUZwobyWLJu3N'}"
-    }
-  ]
-}

output/gaia_results_20260104_065230.json

@@ -1,110 +0,0 @@
-{
-  "metadata": {
-    "generated": "2026-01-04 06:52:30",
-    "timestamp": "20260104_065230",
-    "total_questions": 20
-  },
-  "submission_status": "Submission Successful!\nUser: mangoobee\nOverall Score: 0.0% (0/20 correct)\nMessage: Score calculated successfully: 0/20 total questions answered correctly (20 valid tasks attempted). Score did not improve previous record, leaderboard not updated.",
-  "results": [
-    {
-      "task_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
-      "question": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
-      "question": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed"
-    },
-    {
-      "task_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
-      "question": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
-      "submitted_answer": "42"
-    },
-    {
-      "task_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
-      "question": "Review the chess position provided in the image. It is black's turn. Provide the correct next move for black which guarantees a win. Please provide your response in algebraic notation.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed"
-    },
-    {
-      "task_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
-      "question": "Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in November 2016?",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
-      "question": "Given this table defining * on the set S = {a, b, c, d, e}\n\n|*|a|b|c|d|e|\n|---|---|---|---|---|---|\n|a|a|b|c|b|d|\n|b|b|c|a|e|c|\n|c|c|a|b|b|a|\n|d|b|e|b|e|d|\n|e|d|b|a|d|c|\n\nprovide the subset of S involved in any possible counter-examples that prove * is not commutative. Provide your answer as a comma separated list of the elements in the set in alphabetical order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv"
-    },
-    {
-      "task_id": "9d191bce-651d-4746-be2d-7ef8ecadb9c2",
-      "question": "Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.\n\nWhat does Teal'c say in response to the question \"Isn't that hot?\"",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed"
-    },
-    {
-      "task_id": "cabe07ed-9eca-40ea-8ead-410ef5e83f91",
-      "question": "What is the surname of the equine veterinarian mentioned in 1.E Exercises from the chemistry materials licensed by Marisa Alviar-Agnew & Henry Agnew under the CK-12 license in LibreText's Introductory Chemistry materials as compiled 08/21/2023?",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "3cef3a44-215e-4aed-8e3b-b1e3f08063b7",
-      "question": "I'm making a grocery list for my mom, but she's a professor of botany and she's a real stickler when it comes to categorizing things. I need to add different foods to different categories on the grocery list, but if I make a mistake, she won't buy anything inserted in the wrong category. Here's the list I have so far:\n\nmilk, eggs, flour, whole bean coffee, Oreos, sweet potatoes, fresh basil, plums, green beans, rice, corn, bell pepper, whole allspice, acorns, broccoli, celery, zucchini, lettuce, peanuts\n\nI need to make headings for the fruits and vegetables. Could you please create a list of just the vegetables from my list? If you could do that, then I can figure out how to categorize the rest of the list into the appropriate categories. But remember that my mom is a real stickler, so make sure that no botanical fruits end up on the vegetable list, or she won't get them when she's at the store. Please alphabetize the list of vegetables, and place each item in a comma separated list.",
-      "submitted_answer": "acorns, bell pepper, broccoli, celery, green beans, lettuce, zucchini"
-    },
-    {
-      "task_id": "99c9cc74-fdc8-46c6-8f8d-3ce2d3bfeea3",
-      "question": "Hi, I'm making a pie but I could use some help with my shopping list. I have everything I need for the crust, but I'm not sure about the filling. I got the recipe from my friend Aditi, but she left it as a voice memo and the speaker on my phone is buzzing so I can't quite make out what she's saying. Could you please listen to the recipe and list all of the ingredients that my friend described? I only want the ingredients for the filling, as I have everything I need to make my favorite pie crust. I've attached the recipe as Strawberry pie.mp3.\n\nIn your response, please only list the ingredients, not any measurements. So if the recipe calls for \"a pinch of salt\" or \"two cups of ripe strawberries\" the ingredients on the list would be \"salt\" and \"ripe strawberries\".\n\nPlease format your response as a comma separated list of ingredients. Also, please alphabetize the ingredients.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv"
-    },
-    {
-      "task_id": "305ac316-eef6-4446-960a-92d80d542f82",
-      "question": "Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond play in Magda M.? Give only the first name.",
-      "submitted_answer": "Bartek"
-    },
-    {
-      "task_id": "f918266a-b3e0-4914-865d-4faa564f1aef",
-      "question": "What is the final numeric output from the attached Python code?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv; Tool calculator failed: SyntaxError: Invalid expression syntax: invalid syntax (<unknown>, line 1)"
-    },
-    {
-      "task_id": "3f57289b-8c60-48be-bd80-01f8099ca449",
-      "question": "How many at bats did the Yankee with the most walks in the 1977 regular season have that same season?",
-      "submitted_answer": "600"
-    },
-    {
-      "task_id": "1f975693-876d-457b-a649-393859e79bf3",
-      "question": "Hi, I was out sick from my classes on Friday, so I'm trying to figure out what I need to study for my Calculus mid-term next week. My friend from class sent me an audio recording of Professor Willowbrook giving out the recommended reading for the test, but my headphones are broken :(\n\nCould you please listen to the recording for me and tell me the page numbers I'm supposed to go over? I've attached a file called Homework.mp3 that has the recording. Please provide just the page numbers as a comma-delimited list. And please provide the list in ascending order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv"
-    },
-    {
-      "task_id": "840bfca7-4f7b-481a-8794-c560c340185d",
-      "question": "On June 6, 2023, an article by Carolyn Collins Petersen was published in Universe Today. This article mentions a team that produced a paper about their observations, linked at the bottom of the article. Find this paper. Under what NASA award number was the work performed by R. G. Arendt supported by?",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "bda648d7-d618-4883-88f4-3466eabd860e",
-      "question": "Where were the Vietnamese specimens described by Kuznetzov in Nedoshivina's 2010 paper eventually deposited? Just give me the city name without abbreviations.",
-      "submitted_answer": "Moscow"
-    },
-    {
-      "task_id": "cf106601-ab4f-4af9-b045-5295fe67b37d",
-      "question": "What country had the least number of athletes at the 1928 Summer Olympics? If there's a tie for a number of athletes, return the first in alphabetical order. Give the IOC country code as your answer.",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "a0c07678-e491-4bbc-8f0b-07405144218f",
-      "question": "Who are the pitchers with the number before and after Taishō Tamai's number as of July 2023? Give them to me in the form Pitcher Before, Pitcher After, use their last names only, in Roman characters.",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "7bd855d8-463d-4ed5-93ca-5fe35145f733",
-      "question": "The attached Excel file contains the sales of menu items for a local fast-food chain. What were the total sales that the chain made from food (not including drinks)? Express your answer in USD with two decimal places.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv"
-    },
-    {
-      "task_id": "5a0c1adf-205e-4841-a666-7c3ef95def9d",
-      "question": "What is the first name of the only Malko Competition recipient from the 20th Century (after 1977) whose nationality on record is a country that no longer exists?",
-      "submitted_answer": "Jan Wagner"
-    }
-  ]
-}

output/gaia_results_20260104_170557.json

@@ -1,110 +0,0 @@
-{
-  "metadata": {
-    "generated": "2026-01-04 17:05:57",
-    "timestamp": "20260104_170557",
-    "total_questions": 20
-  },
-  "submission_status": "Submission Failed: Server responded with status 500. Detail: Failed to update Hugging Face dataset: 500: Failed to load required dataset 'agents-course/unit4-students-scores': (ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 5dd785f0-757a-4fd3-b836-50533039ffc3)')",
-  "results": [
-    {
-      "task_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
-      "question": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
-      "question": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed"
-    },
-    {
-      "task_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
-      "question": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
-      "question": "Review the chess position provided in the image. It is black's turn. Provide the correct next move for black which guarantees a win. Please provide your response in algebraic notation.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed"
-    },
-    {
-      "task_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
-      "question": "Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in November 2016?",
-      "submitted_answer": "Scott Hartman"
-    },
-    {
-      "task_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
-      "question": "Given this table defining * on the set S = {a, b, c, d, e}\n\n|*|a|b|c|d|e|\n|---|---|---|---|---|---|\n|a|a|b|c|b|d|\n|b|b|c|a|e|c|\n|c|c|a|b|b|a|\n|d|b|e|b|e|d|\n|e|d|b|a|d|c|\n\nprovide the subset of S involved in any possible counter-examples that prove * is not commutative. Provide your answer as a comma separated list of the elements in the set in alphabetical order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv"
-    },
-    {
-      "task_id": "9d191bce-651d-4746-be2d-7ef8ecadb9c2",
-      "question": "Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.\n\nWhat does Teal'c say in response to the question \"Isn't that hot?\"",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed"
-    },
-    {
-      "task_id": "cabe07ed-9eca-40ea-8ead-410ef5e83f91",
-      "question": "What is the surname of the equine veterinarian mentioned in 1.E Exercises from the chemistry materials licensed by Marisa Alviar-Agnew & Henry Agnew under the CK-12 license in LibreText's Introductory Chemistry materials as compiled 08/21/2023?",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "3cef3a44-215e-4aed-8e3b-b1e3f08063b7",
-      "question": "I'm making a grocery list for my mom, but she's a professor of botany and she's a real stickler when it comes to categorizing things. I need to add different foods to different categories on the grocery list, but if I make a mistake, she won't buy anything inserted in the wrong category. Here's the list I have so far:\n\nmilk, eggs, flour, whole bean coffee, Oreos, sweet potatoes, fresh basil, plums, green beans, rice, corn, bell pepper, whole allspice, acorns, broccoli, celery, zucchini, lettuce, peanuts\n\nI need to make headings for the fruits and vegetables. Could you please create a list of just the vegetables from my list? If you could do that, then I can figure out how to categorize the rest of the list into the appropriate categories. But remember that my mom is a real stickler, so make sure that no botanical fruits end up on the vegetable list, or she won't get them when she's at the store. Please alphabetize the list of vegetables, and place each item in a comma separated list.",
-      "submitted_answer": "broccoli, celery, green beans, lettuce, zucchini"
-    },
-    {
-      "task_id": "99c9cc74-fdc8-46c6-8f8d-3ce2d3bfeea3",
-      "question": "Hi, I'm making a pie but I could use some help with my shopping list. I have everything I need for the crust, but I'm not sure about the filling. I got the recipe from my friend Aditi, but she left it as a voice memo and the speaker on my phone is buzzing so I can't quite make out what she's saying. Could you please listen to the recipe and list all of the ingredients that my friend described? I only want the ingredients for the filling, as I have everything I need to make my favorite pie crust. I've attached the recipe as Strawberry pie.mp3.\n\nIn your response, please only list the ingredients, not any measurements. So if the recipe calls for \"a pinch of salt\" or \"two cups of ripe strawberries\" the ingredients on the list would be \"salt\" and \"ripe strawberries\".\n\nPlease format your response as a comma separated list of ingredients. Also, please alphabetize the ingredients.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv"
-    },
-    {
-      "task_id": "305ac316-eef6-4446-960a-92d80d542f82",
-      "question": "Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond play in Magda M.? Give only the first name.",
-      "submitted_answer": "Bartłomiej"
-    },
-    {
-      "task_id": "f918266a-b3e0-4914-865d-4faa564f1aef",
-      "question": "What is the final numeric output from the attached Python code?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv"
-    },
-    {
-      "task_id": "3f57289b-8c60-48be-bd80-01f8099ca449",
-      "question": "How many at bats did the Yankee with the most walks in the 1977 regular season have that same season?",
-      "submitted_answer": "589"
-    },
-    {
-      "task_id": "1f975693-876d-457b-a649-393859e79bf3",
-      "question": "Hi, I was out sick from my classes on Friday, so I'm trying to figure out what I need to study for my Calculus mid-term next week. My friend from class sent me an audio recording of Professor Willowbrook giving out the recommended reading for the test, but my headphones are broken :(\n\nCould you please listen to the recording for me and tell me the page numbers I'm supposed to go over? I've attached a file called Homework.mp3 that has the recording. Please provide just the page numbers as a comma-delimited list. And please provide the list in ascending order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv"
-    },
-    {
-      "task_id": "840bfca7-4f7b-481a-8794-c560c340185d",
-      "question": "On June 6, 2023, an article by Carolyn Collins Petersen was published in Universe Today. This article mentions a team that produced a paper about their observations, linked at the bottom of the article. Find this paper. Under what NASA award number was the work performed by R. G. Arendt supported by?",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "bda648d7-d618-4883-88f4-3466eabd860e",
-      "question": "Where were the Vietnamese specimens described by Kuznetzov in Nedoshivina's 2010 paper eventually deposited? Just give me the city name without abbreviations.",
-      "submitted_answer": "St. Petersburg"
-    },
-    {
-      "task_id": "cf106601-ab4f-4af9-b045-5295fe67b37d",
-      "question": "What country had the least number of athletes at the 1928 Summer Olympics? If there's a tie for a number of athletes, return the first in alphabetical order. Give the IOC country code as your answer.",
-      "submitted_answer": "CUB, MON"
-    },
-    {
-      "task_id": "a0c07678-e491-4bbc-8f0b-07405144218f",
-      "question": "Who are the pitchers with the number before and after Taishō Tamai's number as of July 2023? Give them to me in the form Pitcher Before, Pitcher After, use their last names only, in Roman characters.",
-      "submitted_answer": "Unable to answer"
-    },
-    {
-      "task_id": "7bd855d8-463d-4ed5-93ca-5fe35145f733",
-      "question": "The attached Excel file contains the sales of menu items for a local fast-food chain. What were the total sales that the chain made from food (not including drinks)? Express your answer in USD with two decimal places.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv"
-    },
-    {
-      "task_id": "5a0c1adf-205e-4841-a666-7c3ef95def9d",
-      "question": "What is the first name of the only Malko Competition recipient from the 20th Century (after 1977) whose nationality on record is a country that no longer exists?",
-      "submitted_answer": "Jan"
-    }
-  ]
-}

output/gaia_results_20260104_184511.json

@@ -1,135 +0,0 @@
-{
-  "metadata": {
-    "generated": "2026-01-04 18:45:11",
-    "timestamp": "20260104_184511",
-    "total_questions": 20,
-    "execution_time_seconds": 43.25,
-    "execution_time_formatted": "0m 43s",
-    "score_percent": 10.0,
-    "correct_count": 2,
-    "total_attempted": 20
-  },
-  "submission_status": "Submission Successful!\nUser: mangoobee\nOverall Score: 10.0% (2/20 correct)\nMessage: Score calculated successfully: 2/20 total questions answered correctly (20 valid tasks attempted). Score did not improve previous record, leaderboard not updated.",
-  "results": [
-    {
-      "task_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
-      "question": "Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in November 2016?",
-      "submitted_answer": "FunkMonk",
-      "correct": null
-    },
-    {
-      "task_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
-      "question": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
-      "submitted_answer": "right",
-      "correct": null
-    },
-    {
-      "task_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
-      "question": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
-      "submitted_answer": "2",
-      "correct": null
-    },
-    {
-      "task_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
-      "question": "Review the chess position provided in the image. It is black's turn. Provide the correct next move for black which guarantees a win. Please provide your response in algebraic notation.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": null
-    },
-    {
-      "task_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
-      "question": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": null
-    },
-    {
-      "task_id": "9d191bce-651d-4746-be2d-7ef8ecadb9c2",
-      "question": "Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.\n\nWhat does Teal'c say in response to the question \"Isn't that hot?\"",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": null
-    },
-    {
-      "task_id": "3cef3a44-215e-4aed-8e3b-b1e3f08063b7",
-      "question": "I'm making a grocery list for my mom, but she's a professor of botany and she's a real stickler when it comes to categorizing things. I need to add different foods to different categories on the grocery list, but if I make a mistake, she won't buy anything inserted in the wrong category. Here's the list I have so far:\n\nmilk, eggs, flour, whole bean coffee, Oreos, sweet potatoes, fresh basil, plums, green beans, rice, corn, bell pepper, whole allspice, acorns, broccoli, celery, zucchini, lettuce, peanuts\n\nI need to make headings for the fruits and vegetables. Could you please create a list of just the vegetables from my list? If you could do that, then I can figure out how to categorize the rest of the list into the appropriate categories. But remember that my mom is a real stickler, so make sure that no botanical fruits end up on the vegetable list, or she won't get them when she's at the store. Please alphabetize the list of vegetables, and place each item in a comma separated list.",
-      "submitted_answer": "acorns, bell pepper, broccoli, celery, green beans, lettuce, zucchini",
-      "correct": null
-    },
-    {
-      "task_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
-      "question": "Given this table defining * on the set S = {a, b, c, d, e}\n\n|*|a|b|c|d|e|\n|---|---|---|---|---|---|\n|a|a|b|c|b|d|\n|b|b|c|a|e|c|\n|c|c|a|b|b|a|\n|d|b|e|b|e|d|\n|e|d|b|a|d|c|\n\nprovide the subset of S involved in any possible counter-examples that prove * is not commutative. Provide your answer as a comma separated list of the elements in the set in alphabetical order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: FileNotFoundError: Text file not found: operation_table.csv",
-      "correct": null
-    },
-    {
-      "task_id": "99c9cc74-fdc8-46c6-8f8d-3ce2d3bfeea3",
-      "question": "Hi, I'm making a pie but I could use some help with my shopping list. I have everything I need for the crust, but I'm not sure about the filling. I got the recipe from my friend Aditi, but she left it as a voice memo and the speaker on my phone is buzzing so I can't quite make out what she's saying. Could you please listen to the recipe and list all of the ingredients that my friend described? I only want the ingredients for the filling, as I have everything I need to make my favorite pie crust. I've attached the recipe as Strawberry pie.mp3.\n\nIn your response, please only list the ingredients, not any measurements. So if the recipe calls for \"a pinch of salt\" or \"two cups of ripe strawberries\" the ingredients on the list would be \"salt\" and \"ripe strawberries\".\n\nPlease format your response as a comma separated list of ingredients. Also, please alphabetize the ingredients.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": null
-    },
-    {
-      "task_id": "cabe07ed-9eca-40ea-8ead-410ef5e83f91",
-      "question": "What is the surname of the equine veterinarian mentioned in 1.E Exercises from the chemistry materials licensed by Marisa Alviar-Agnew & Henry Agnew under the CK-12 license in LibreText's Introductory Chemistry materials as compiled 08/21/2023?",
-      "submitted_answer": "Unable to answer",
-      "correct": null
-    },
-    {
-      "task_id": "305ac316-eef6-4446-960a-92d80d542f82",
-      "question": "Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond play in Magda M.? Give only the first name.",
-      "submitted_answer": "Bartłomiej",
-      "correct": null
-    },
-    {
-      "task_id": "3f57289b-8c60-48be-bd80-01f8099ca449",
-      "question": "How many at bats did the Yankee with the most walks in the 1977 regular season have that same season?",
-      "submitted_answer": "Unable to answer",
-      "correct": null
-    },
-    {
-      "task_id": "f918266a-b3e0-4914-865d-4faa564f1aef",
-      "question": "What is the final numeric output from the attached Python code?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": null
-    },
-    {
-      "task_id": "1f975693-876d-457b-a649-393859e79bf3",
-      "question": "Hi, I was out sick from my classes on Friday, so I'm trying to figure out what I need to study for my Calculus mid-term next week. My friend from class sent me an audio recording of Professor Willowbrook giving out the recommended reading for the test, but my headphones are broken :(\n\nCould you please listen to the recording for me and tell me the page numbers I'm supposed to go over? I've attached a file called Homework.mp3 that has the recording. Please provide just the page numbers as a comma-delimited list. And please provide the list in ascending order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": null
-    },
-    {
-      "task_id": "bda648d7-d618-4883-88f4-3466eabd860e",
-      "question": "Where were the Vietnamese specimens described by Kuznetzov in Nedoshivina's 2010 paper eventually deposited? Just give me the city name without abbreviations.",
-      "submitted_answer": "Unable to answer",
-      "correct": null
-    },
-    {
-      "task_id": "7bd855d8-463d-4ed5-93ca-5fe35145f733",
-      "question": "The attached Excel file contains the sales of menu items for a local fast-food chain. What were the total sales that the chain made from food (not including drinks)? Express your answer in USD with two decimal places.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": null
-    },
-    {
-      "task_id": "a0c07678-e491-4bbc-8f0b-07405144218f",
-      "question": "Who are the pitchers with the number before and after Taishō Tamai's number as of July 2023? Give them to me in the form Pitcher Before, Pitcher After, use their last names only, in Roman characters.",
-      "submitted_answer": "Unable to answer",
-      "correct": null
-    },
-    {
-      "task_id": "840bfca7-4f7b-481a-8794-c560c340185d",
-      "question": "On June 6, 2023, an article by Carolyn Collins Petersen was published in Universe Today. This article mentions a team that produced a paper about their observations, linked at the bottom of the article. Find this paper. Under what NASA award number was the work performed by R. G. Arendt supported by?",
-      "submitted_answer": "NAG5-10777",
-      "correct": null
-    },
-    {
-      "task_id": "cf106601-ab4f-4af9-b045-5295fe67b37d",
-      "question": "What country had the least number of athletes at the 1928 Summer Olympics? If there's a tie for a number of athletes, return the first in alphabetical order. Give the IOC country code as your answer.",
-      "submitted_answer": "Unable to answer",
-      "correct": null
-    },
-    {
-      "task_id": "5a0c1adf-205e-4841-a666-7c3ef95def9d",
-      "question": "What is the first name of the only Malko Competition recipient from the 20th Century (after 1977) whose nationality on record is a country that no longer exists?",
-      "submitted_answer": "Jan",
-      "correct": null
-    }
-  ]
-}

output/gaia_results_20260104_213555.json

@@ -1,135 +0,0 @@
-{
-  "metadata": {
-    "generated": "2026-01-04 21:35:55",
-    "timestamp": "20260104_213555",
-    "total_questions": 20,
-    "execution_time_seconds": 47.08,
-    "execution_time_formatted": "0m 47s",
-    "score_percent": 5.0,
-    "correct_count": 1,
-    "total_attempted": 20
-  },
-  "submission_status": "Submission Successful!\nUser: mangoobee\nOverall Score: 5.0% (1/20 correct)\nMessage: Score calculated successfully: 1/20 total questions answered correctly (20 valid tasks attempted). Score did not improve previous record, leaderboard not updated.",
-  "results": [
-    {
-      "task_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
-      "question": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": null
-    },
-    {
-      "task_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
-      "question": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
-      "submitted_answer": "right",
-      "correct": null
-    },
-    {
-      "task_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
-      "question": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
-      "submitted_answer": "Unable to answer",
-      "correct": null
-    },
-    {
-      "task_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
-      "question": "Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in November 2016?",
-      "submitted_answer": "Cas Liber",
-      "correct": null
-    },
-    {
-      "task_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
-      "question": "Review the chess position provided in the image. It is black's turn. Provide the correct next move for black which guarantees a win. Please provide your response in algebraic notation.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": null
-    },
-    {
-      "task_id": "9d191bce-651d-4746-be2d-7ef8ecadb9c2",
-      "question": "Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.\n\nWhat does Teal'c say in response to the question \"Isn't that hot?\"",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": null
-    },
-    {
-      "task_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
-      "question": "Given this table defining * on the set S = {a, b, c, d, e}\n\n|*|a|b|c|d|e|\n|---|---|---|---|---|---|\n|a|a|b|c|b|d|\n|b|b|c|a|e|c|\n|c|c|a|b|b|a|\n|d|b|e|b|e|d|\n|e|d|b|a|d|c|\n\nprovide the subset of S involved in any possible counter-examples that prove * is not commutative. Provide your answer as a comma separated list of the elements in the set in alphabetical order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: FileNotFoundError: Text file not found: table.csv",
-      "correct": null
-    },
-    {
-      "task_id": "99c9cc74-fdc8-46c6-8f8d-3ce2d3bfeea3",
-      "question": "Hi, I'm making a pie but I could use some help with my shopping list. I have everything I need for the crust, but I'm not sure about the filling. I got the recipe from my friend Aditi, but she left it as a voice memo and the speaker on my phone is buzzing so I can't quite make out what she's saying. Could you please listen to the recipe and list all of the ingredients that my friend described? I only want the ingredients for the filling, as I have everything I need to make my favorite pie crust. I've attached the recipe as Strawberry pie.mp3.\n\nIn your response, please only list the ingredients, not any measurements. So if the recipe calls for \"a pinch of salt\" or \"two cups of ripe strawberries\" the ingredients on the list would be \"salt\" and \"ripe strawberries\".\n\nPlease format your response as a comma separated list of ingredients. Also, please alphabetize the ingredients.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": null
-    },
-    {
-      "task_id": "f918266a-b3e0-4914-865d-4faa564f1aef",
-      "question": "What is the final numeric output from the attached Python code?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": null
-    },
-    {
-      "task_id": "3cef3a44-215e-4aed-8e3b-b1e3f08063b7",
-      "question": "I'm making a grocery list for my mom, but she's a professor of botany and she's a real stickler when it comes to categorizing things. I need to add different foods to different categories on the grocery list, but if I make a mistake, she won't buy anything inserted in the wrong category. Here's the list I have so far:\n\nmilk, eggs, flour, whole bean coffee, Oreos, sweet potatoes, fresh basil, plums, green beans, rice, corn, bell pepper, whole allspice, acorns, broccoli, celery, zucchini, lettuce, peanuts\n\nI need to make headings for the fruits and vegetables. Could you please create a list of just the vegetables from my list? If you could do that, then I can figure out how to categorize the rest of the list into the appropriate categories. But remember that my mom is a real stickler, so make sure that no botanical fruits end up on the vegetable list, or she won't get them when she's at the store. Please alphabetize the list of vegetables, and place each item in a comma separated list.",
-      "submitted_answer": "acorns, bell pepper, broccoli, celery, green beans, lettuce, zucchini",
-      "correct": null
-    },
-    {
-      "task_id": "cabe07ed-9eca-40ea-8ead-410ef5e83f91",
-      "question": "What is the surname of the equine veterinarian mentioned in 1.E Exercises from the chemistry materials licensed by Marisa Alviar-Agnew & Henry Agnew under the CK-12 license in LibreText's Introductory Chemistry materials as compiled 08/21/2023?",
-      "submitted_answer": "Unable to answer",
-      "correct": null
-    },
-    {
-      "task_id": "305ac316-eef6-4446-960a-92d80d542f82",
-      "question": "Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond play in Magda M.? Give only the first name.",
-      "submitted_answer": "Bartłomiej",
-      "correct": null
-    },
-    {
-      "task_id": "1f975693-876d-457b-a649-393859e79bf3",
-      "question": "Hi, I was out sick from my classes on Friday, so I'm trying to figure out what I need to study for my Calculus mid-term next week. My friend from class sent me an audio recording of Professor Willowbrook giving out the recommended reading for the test, but my headphones are broken :(\n\nCould you please listen to the recording for me and tell me the page numbers I'm supposed to go over? I've attached a file called Homework.mp3 that has the recording. Please provide just the page numbers as a comma-delimited list. And please provide the list in ascending order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": null
-    },
-    {
-      "task_id": "3f57289b-8c60-48be-bd80-01f8099ca449",
-      "question": "How many at bats did the Yankee with the most walks in the 1977 regular season have that same season?",
-      "submitted_answer": "589",
-      "correct": null
-    },
-    {
-      "task_id": "cf106601-ab4f-4af9-b045-5295fe67b37d",
-      "question": "What country had the least number of athletes at the 1928 Summer Olympics? If there's a tie for a number of athletes, return the first in alphabetical order. Give the IOC country code as your answer.",
-      "submitted_answer": "CUB, MON",
-      "correct": null
-    },
-    {
-      "task_id": "7bd855d8-463d-4ed5-93ca-5fe35145f733",
-      "question": "The attached Excel file contains the sales of menu items for a local fast-food chain. What were the total sales that the chain made from food (not including drinks)? Express your answer in USD with two decimal places.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": null
-    },
-    {
-      "task_id": "bda648d7-d618-4883-88f4-3466eabd860e",
-      "question": "Where were the Vietnamese specimens described by Kuznetzov in Nedoshivina's 2010 paper eventually deposited? Just give me the city name without abbreviations.",
-      "submitted_answer": "St. Petersburg",
-      "correct": null
-    },
-    {
-      "task_id": "840bfca7-4f7b-481a-8794-c560c340185d",
-      "question": "On June 6, 2023, an article by Carolyn Collins Petersen was published in Universe Today. This article mentions a team that produced a paper about their observations, linked at the bottom of the article. Find this paper. Under what NASA award number was the work performed by R. G. Arendt supported by?",
-      "submitted_answer": "Unable to answer",
-      "correct": null
-    },
-    {
-      "task_id": "5a0c1adf-205e-4841-a666-7c3ef95def9d",
-      "question": "What is the first name of the only Malko Competition recipient from the 20th Century (after 1977) whose nationality on record is a country that no longer exists?",
-      "submitted_answer": "Jan",
-      "correct": null
-    },
-    {
-      "task_id": "a0c07678-e491-4bbc-8f0b-07405144218f",
-      "question": "Who are the pitchers with the number before and after Taishō Tamai's number as of July 2023? Give them to me in the form Pitcher Before, Pitcher After, use their last names only, in Roman characters.",
-      "submitted_answer": "Unable to answer",
-      "correct": null
-    }
-  ]
-}

output/gaia_results_20260104_221732.json

@@ -1,51 +0,0 @@
-{
-  "metadata": {
-    "generated": "2026-01-04 22:17:32",
-    "timestamp": "20260104_221732",
-    "total_questions": 6,
-    "execution_time_seconds": 23.92,
-    "execution_time_formatted": "0m 23s",
-    "score_percent": 5.0,
-    "correct_count": 1,
-    "total_attempted": 6
-  },
-  "submission_status": "Submission Successful!\nUser: mangoobee\nOverall Score: 5.0% (1/6 correct)\nMessage: Score calculated successfully: 1/20 total questions answered correctly (6 valid tasks attempted). Score did not improve previous record, leaderboard not updated.",
-  "results": [
-    {
-      "task_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
-      "question": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
-      "submitted_answer": "Unable to answer",
-      "correct": false
-    },
-    {
-      "task_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
-      "question": "Review the chess position provided in the image. It is black's turn. Provide the correct next move for black which guarantees a win. Please provide your response in algebraic notation.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false
-    },
-    {
-      "task_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
-      "question": "Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in November 2016?",
-      "submitted_answer": "FunkMonk",
-      "correct": true
-    },
-    {
-      "task_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
-      "question": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false
-    },
-    {
-      "task_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
-      "question": "Given this table defining * on the set S = {a, b, c, d, e}\n\n|*|a|b|c|d|e|\n|---|---|---|---|---|---|\n|a|a|b|c|b|d|\n|b|b|c|a|e|c|\n|c|c|a|b|b|a|\n|d|b|e|b|e|d|\n|e|d|b|a|d|c|\n\nprovide the subset of S involved in any possible counter-examples that prove * is not commutative. Provide your answer as a comma separated list of the elements in the set in alphabetical order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: FileNotFoundError: Text file not found: path/to/the/given/table.csv",
-      "correct": false
-    },
-    {
-      "task_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
-      "question": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
-      "submitted_answer": "Unable to answer",
-      "correct": false
-    }
-  ]
-}

output/gaia_results_20260104_222540.json

@@ -1,63 +0,0 @@
-{
-  "metadata": {
-    "generated": "2026-01-04 22:25:40",
-    "timestamp": "20260104_222540",
-    "total_questions": 8,
-    "execution_time_seconds": 57.18,
-    "execution_time_formatted": "0m 57s",
-    "score_percent": 5.0,
-    "correct_count": 1,
-    "total_attempted": 8
-  },
-  "submission_status": "Submission Successful!\nUser: mangoobee\nOverall Score: 5.0% (1/8 correct)\nMessage: Score calculated successfully: 1/20 total questions answered correctly (8 valid tasks attempted). Score did not improve previous record, leaderboard not updated.",
-  "results": [
-    {
-      "task_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
-      "question": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false
-    },
-    {
-      "task_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
-      "question": "Review the chess position provided in the image. It is black's turn. Provide the correct next move for black which guarantees a win. Please provide your response in algebraic notation.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false
-    },
-    {
-      "task_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
-      "question": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
-      "submitted_answer": "right",
-      "correct": true
-    },
-    {
-      "task_id": "9d191bce-651d-4746-be2d-7ef8ecadb9c2",
-      "question": "Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.\n\nWhat does Teal'c say in response to the question \"Isn't that hot?\"",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false
-    },
-    {
-      "task_id": "cabe07ed-9eca-40ea-8ead-410ef5e83f91",
-      "question": "What is the surname of the equine veterinarian mentioned in 1.E Exercises from the chemistry materials licensed by Marisa Alviar-Agnew & Henry Agnew under the CK-12 license in LibreText's Introductory Chemistry materials as compiled 08/21/2023?",
-      "submitted_answer": "Unable to answer",
-      "correct": false
-    },
-    {
-      "task_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
-      "question": "Given this table defining * on the set S = {a, b, c, d, e}\n\n|*|a|b|c|d|e|\n|---|---|---|---|---|---|\n|a|a|b|c|b|d|\n|b|b|c|a|e|c|\n|c|c|a|b|b|a|\n|d|b|e|b|e|d|\n|e|d|b|a|d|c|\n\nprovide the subset of S involved in any possible counter-examples that prove * is not commutative. Provide your answer as a comma separated list of the elements in the set in alphabetical order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: FileNotFoundError: Text file not found: path/to/operation_table.csv",
-      "correct": false
-    },
-    {
-      "task_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
-      "question": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
-      "submitted_answer": "Unable to answer",
-      "correct": false
-    },
-    {
-      "task_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
-      "question": "Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in November 2016?",
-      "submitted_answer": "Unable to answer",
-      "correct": false
-    }
-  ]
-}

output/gaia_results_20260105_153815.json

@@ -1,85 +0,0 @@
-{
-  "metadata": {
-    "generated": "2026-01-05 15:38:15",
-    "timestamp": "20260105_153815",
-    "total_questions": 5,
-    "execution_time_seconds": 11.96,
-    "execution_time_formatted": "0m 11s",
-    "score_percent": 0.0,
-    "correct_count": 0,
-    "total_attempted": 5
-  },
-  "submission_status": "Submission Successful!\nUser: mangoobee\nOverall Score: 0.0% (0/5 correct)\nMessage: Score calculated successfully: 0/20 total questions answered correctly (5 valid tasks attempted). Score did not improve previous record, leaderboard not updated.",
-  "results": [
-    {
-      "task_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
-      "question": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "3",
-      "annotator_metadata": {
-        "Steps": "1. I did a search for Mercedes Sosa\n2. I went to the Wikipedia page for her\n3. I scrolled down to \"Studio albums\"\n4. I counted the ones between 2000 and 2009",
-        "Number of steps": "4",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. web browser\n2. google search",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
-      "question": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
-      "submitted_answer": "pens, pencils, highlighters",
-      "correct": false,
-      "ground_truth_answer": "Right",
-      "annotator_metadata": {
-        "Steps": "1. Read the instructions in reverse",
-        "Number of steps": "1",
-        "How long did this take?": "1 minute",
-        "Tools": "1. A word reversal tool / script",
-        "Number of tools": "0"
-      }
-    },
-    {
-      "task_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
-      "question": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false,
-      "ground_truth_answer": "3",
-      "annotator_metadata": {
-        "Steps": "1. Navigate to the YouTube link.\n2. Watch the video to see the highest number of bird species.\n3. Note the number.",
-        "Number of steps": "3",
-        "How long did this take?": "3 minutes",
-        "Tools": "1. Web browser\n2. Video parsing",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
-      "question": "Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in November 2016?",
-      "submitted_answer": "Scott Hartman",
-      "correct": false,
-      "ground_truth_answer": "FunkMonk",
-      "annotator_metadata": {
-        "Steps": "1. Search \"Wikipedia featured articles promoted in november 2016\"\n2. Click through to the appropriate page and find the person who nominated Giganotosaurus.",
-        "Number of steps": "2",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. web browser\n2. search engine",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
-      "question": "Review the chess position provided in the image. It is black's turn. Provide the correct next move for black which guarantees a win. Please provide your response in algebraic notation.",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "Rd5",
-      "annotator_metadata": {
-        "Steps": "Step 1: Evaluate the position of the pieces in the chess position\nStep 2: Report the best move available for black: \"Rd5\"",
-        "Number of steps": "2",
-        "How long did this take?": "10 minutes",
-        "Tools": "1. Image recognition tools",
-        "Number of tools": "1"
-      }
-    }
-  ]
-}

output/gaia_results_20260105_160228.json

@@ -1,57 +0,0 @@
-{
-  "metadata": {
-    "generated": "2026-01-05 16:02:28",
-    "timestamp": "20260105_160228",
-    "total_questions": 3,
-    "execution_time_seconds": 13.15,
-    "execution_time_formatted": "0m 13s",
-    "score_percent": 5.0,
-    "correct_count": 1,
-    "total_attempted": 3
-  },
-  "submission_status": "Submission Successful!\nUser: mangoobee\nOverall Score: 5.0% (1/3 correct)\nMessage: Score calculated successfully: 1/20 total questions answered correctly (3 valid tasks attempted). Score did not improve previous record, leaderboard not updated.",
-  "results": [
-    {
-      "task_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
-      "question": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false,
-      "ground_truth_answer": "3",
-      "annotator_metadata": {
-        "Steps": "1. Navigate to the YouTube link.\n2. Watch the video to see the highest number of bird species.\n3. Note the number.",
-        "Number of steps": "3",
-        "How long did this take?": "3 minutes",
-        "Tools": "1. Web browser\n2. Video parsing",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
-      "question": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
-      "submitted_answer": "2",
-      "correct": false,
-      "ground_truth_answer": "3",
-      "annotator_metadata": {
-        "Steps": "1. I did a search for Mercedes Sosa\n2. I went to the Wikipedia page for her\n3. I scrolled down to \"Studio albums\"\n4. I counted the ones between 2000 and 2009",
-        "Number of steps": "4",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. web browser\n2. google search",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
-      "question": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
-      "submitted_answer": "right",
-      "correct": true,
-      "ground_truth_answer": "Right",
-      "annotator_metadata": {
-        "Steps": "1. Read the instructions in reverse",
-        "Number of steps": "1",
-        "How long did this take?": "1 minute",
-        "Tools": "1. A word reversal tool / script",
-        "Number of tools": "0"
-      }
-    }
-  ]
-}

output/gaia_results_20260105_160631.json

@@ -1,295 +0,0 @@
-{
-  "metadata": {
-    "generated": "2026-01-05 16:06:31",
-    "timestamp": "20260105_160631",
-    "total_questions": 20,
-    "execution_time_seconds": 36.03,
-    "execution_time_formatted": "0m 36s",
-    "score_percent": 5.0,
-    "correct_count": 1,
-    "total_attempted": 20
-  },
-  "submission_status": "Submission Successful!\nUser: mangoobee\nOverall Score: 5.0% (1/20 correct)\nMessage: Score calculated successfully: 1/20 total questions answered correctly (20 valid tasks attempted). Score did not improve previous record, leaderboard not updated.",
-  "results": [
-    {
-      "task_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
-      "question": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "3",
-      "annotator_metadata": {
-        "Steps": "1. I did a search for Mercedes Sosa\n2. I went to the Wikipedia page for her\n3. I scrolled down to \"Studio albums\"\n4. I counted the ones between 2000 and 2009",
-        "Number of steps": "4",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. web browser\n2. google search",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
-      "question": "Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in November 2016?",
-      "submitted_answer": "Scott Hartman",
-      "correct": false,
-      "ground_truth_answer": "FunkMonk",
-      "annotator_metadata": {
-        "Steps": "1. Search \"Wikipedia featured articles promoted in november 2016\"\n2. Click through to the appropriate page and find the person who nominated Giganotosaurus.",
-        "Number of steps": "2",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. web browser\n2. search engine",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
-      "question": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false,
-      "ground_truth_answer": "3",
-      "annotator_metadata": {
-        "Steps": "1. Navigate to the YouTube link.\n2. Watch the video to see the highest number of bird species.\n3. Note the number.",
-        "Number of steps": "3",
-        "How long did this take?": "3 minutes",
-        "Tools": "1. Web browser\n2. Video parsing",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
-      "question": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "Right",
-      "annotator_metadata": {
-        "Steps": "1. Read the instructions in reverse",
-        "Number of steps": "1",
-        "How long did this take?": "1 minute",
-        "Tools": "1. A word reversal tool / script",
-        "Number of tools": "0"
-      }
-    },
-    {
-      "task_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
-      "question": "Review the chess position provided in the image. It is black's turn. Provide the correct next move for black which guarantees a win. Please provide your response in algebraic notation.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false,
-      "ground_truth_answer": "Rd5",
-      "annotator_metadata": {
-        "Steps": "Step 1: Evaluate the position of the pieces in the chess position\nStep 2: Report the best move available for black: \"Rd5\"",
-        "Number of steps": "2",
-        "How long did this take?": "10 minutes",
-        "Tools": "1. Image recognition tools",
-        "Number of tools": "1"
-      }
-    },
-    {
-      "task_id": "9d191bce-651d-4746-be2d-7ef8ecadb9c2",
-      "question": "Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.\n\nWhat does Teal'c say in response to the question \"Isn't that hot?\"",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false,
-      "ground_truth_answer": "Extremely",
-      "annotator_metadata": {
-        "Steps": "1. Follow the link\n2. Watch the clip until the question \"Isn't that hot\" is asked\n3. Take note of the reply.",
-        "Number of steps": "3",
-        "How long did this take?": "2 minutes",
-        "Tools": "1. Web browser\n2. Video processing software\n3. Audio processing software",
-        "Number of tools": "1"
-      }
-    },
-    {
-      "task_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
-      "question": "Given this table defining * on the set S = {a, b, c, d, e}\n\n|*|a|b|c|d|e|\n|---|---|---|---|---|---|\n|a|a|b|c|b|d|\n|b|b|c|a|e|c|\n|c|c|a|b|b|a|\n|d|b|e|b|e|d|\n|e|d|b|a|d|c|\n\nprovide the subset of S involved in any possible counter-examples that prove * is not commutative. Provide your answer as a comma separated list of the elements in the set in alphabetical order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": false,
-      "ground_truth_answer": "b, e",
-      "annotator_metadata": {
-        "Steps": "1. Compile the markdown.\n2. Look at the table across the diagonal to see if any portions are not symmetrical.\n3. See that b * e != e * b, but all others are symmetrical.",
-        "Number of steps": "3",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. Markdown",
-        "Number of tools": "1"
-      }
-    },
-    {
-      "task_id": "99c9cc74-fdc8-46c6-8f8d-3ce2d3bfeea3",
-      "question": "Hi, I'm making a pie but I could use some help with my shopping list. I have everything I need for the crust, but I'm not sure about the filling. I got the recipe from my friend Aditi, but she left it as a voice memo and the speaker on my phone is buzzing so I can't quite make out what she's saying. Could you please listen to the recipe and list all of the ingredients that my friend described? I only want the ingredients for the filling, as I have everything I need to make my favorite pie crust. I've attached the recipe as Strawberry pie.mp3.\n\nIn your response, please only list the ingredients, not any measurements. So if the recipe calls for \"a pinch of salt\" or \"two cups of ripe strawberries\" the ingredients on the list would be \"salt\" and \"ripe strawberries\".\n\nPlease format your response as a comma separated list of ingredients. Also, please alphabetize the ingredients.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": false,
-      "ground_truth_answer": "cornstarch, freshly squeezed lemon juice, granulated sugar, pure vanilla extract, ripe strawberries",
-      "annotator_metadata": {
-        "Steps": "Step 1: Load the file supplied to me by my user.\nStep 2: Using speech-to-text tools, convert the audio file to plain text and store it for the candidate word list:\n\n\"In a saucepan, combine ripe strawberries, granulated sugar, freshly squeezed lemon juice, and cornstarch. Cook the mixture over medium heat, stirring constantly, until it thickens to a smooth consistency. Remove from heat and stir in a dash of pure vanilla extract. Allow the strawberry pie filling to cool before using it as a delicious and fruity filling for your pie crust.\"\n\nStep 3: Evaluate the candidate word list and process it, stripping each ingredient encountered to a provisional response list:\n\nripe strawberries\ngranulated sugar\nfreshly squeezed lemon juice\ncornstarch\npure vanilla extract\n\nStep 4: Alphabetize the list of ingredients as requested by my user to create a finalized response:\n\ncornstarch\nfreshly squeezed lemon juice\ngranulated sugar\npure vanilla extract\nripe strawberries\n\nStep 5: Report the correct response to my user:\n\n\"cornstarch\nfreshly squeezed lemon juice\ngranulated sugar\npure vanilla extract\nripe strawberries\"",
-        "Number of steps": "5",
-        "How long did this take?": "3 minutes",
-        "Tools": "1. A file interface\n2. A speech-to-text tool",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "3cef3a44-215e-4aed-8e3b-b1e3f08063b7",
-      "question": "I'm making a grocery list for my mom, but she's a professor of botany and she's a real stickler when it comes to categorizing things. I need to add different foods to different categories on the grocery list, but if I make a mistake, she won't buy anything inserted in the wrong category. Here's the list I have so far:\n\nmilk, eggs, flour, whole bean coffee, Oreos, sweet potatoes, fresh basil, plums, green beans, rice, corn, bell pepper, whole allspice, acorns, broccoli, celery, zucchini, lettuce, peanuts\n\nI need to make headings for the fruits and vegetables. Could you please create a list of just the vegetables from my list? If you could do that, then I can figure out how to categorize the rest of the list into the appropriate categories. But remember that my mom is a real stickler, so make sure that no botanical fruits end up on the vegetable list, or she won't get them when she's at the store. Please alphabetize the list of vegetables, and place each item in a comma separated list.",
-      "submitted_answer": "acorns, bell pepper, broccoli, celery, green beans, lettuce, zucchini",
-      "correct": false,
-      "ground_truth_answer": "broccoli, celery, fresh basil, lettuce, sweet potatoes",
-      "annotator_metadata": {
-        "Steps": "Step 1: Evaluate the list provided by my user, eliminating objects which are neither fruits nor vegetables:\nsweet potatoes, fresh basil, plums, green beans, rice, corn, bell pepper, whole allspice, acorns, broccoli, celery, zucchini, lettuce, peanuts\nStep 2: Remove all items from the list which are botanical fruits, leaving a list of vegetables:\nsweet potatoes, fresh basil, broccoli, celery, lettuce\nStep 3: Alphabetize the remaining list as requested by my user:\nbroccoli, celery, fresh basil, lettuce, sweet potatoes\nStep 4: Provide the correct response in the requested format:\n\"broccoli\ncelery\nfresh basil\nlettuce\nsweet potatoes\"",
-        "Number of steps": "4",
-        "How long did this take?": "5 minutes",
-        "Tools": "No tools required",
-        "Number of tools": "0"
-      }
-    },
-    {
-      "task_id": "cabe07ed-9eca-40ea-8ead-410ef5e83f91",
-      "question": "What is the surname of the equine veterinarian mentioned in 1.E Exercises from the chemistry materials licensed by Marisa Alviar-Agnew & Henry Agnew under the CK-12 license in LibreText's Introductory Chemistry materials as compiled 08/21/2023?",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "Louvrier",
-      "annotator_metadata": {
-        "Steps": "1. Search for \"1.E Exercises LibreText Introductory Chemistry\"\n2. Read to see the horse doctor mentioned.",
-        "Number of steps": "2",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. Web browser\n2. Search engine",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "f918266a-b3e0-4914-865d-4faa564f1aef",
-      "question": "What is the final numeric output from the attached Python code?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": false,
-      "ground_truth_answer": "0",
-      "annotator_metadata": {
-        "Steps": "1. Run the attached Python code",
-        "Number of steps": "1",
-        "How long did this take?": "30 seconds",
-        "Tools": "1. Python",
-        "Number of tools": "1"
-      }
-    },
-    {
-      "task_id": "1f975693-876d-457b-a649-393859e79bf3",
-      "question": "Hi, I was out sick from my classes on Friday, so I'm trying to figure out what I need to study for my Calculus mid-term next week. My friend from class sent me an audio recording of Professor Willowbrook giving out the recommended reading for the test, but my headphones are broken :(\n\nCould you please listen to the recording for me and tell me the page numbers I'm supposed to go over? I've attached a file called Homework.mp3 that has the recording. Please provide just the page numbers as a comma-delimited list. And please provide the list in ascending order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": false,
-      "ground_truth_answer": "132, 133, 134, 197, 245",
-      "annotator_metadata": {
-        "Steps": "Step 1: Load the file supplied by my user.\nStep 2: Using audio processing tools, convert the text of the audio file to speech:\n\n\"Before you all go, I want to remind you that the midterm is next week. Here's a little hint; you should be familiar with the differential equations on page 245, problems that are very similar to problems 32, 33, and 44 from that page might be on the test. And also some of you might want to brush up on the last page in the integration section, page 197. I know some of you struggled on last week's quiz. I foresee problem 22 from page 197 being on your midterm. Oh, and don't forget to brush up on the section on related rates, on pages 132, 133, and 134.\"\n\nStep 3: Evaluate the converted audio, recording each instance of page numbers: 245, 197, 197, 132, 133, 134\nStep 4: Sort the page numbers in ascending order, omitting duplicates, and store this list as the correct answer to my user's request: 132, 133, 134, 197, 245\nStep 5: Report the correct response to my user: \"132, 133, 134, 197, 245\"",
-        "Number of steps": "5",
-        "How long did this take?": "2 minutes",
-        "Tools": "1. A file interface\n2. A speech-to-text audio processing tool",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "305ac316-eef6-4446-960a-92d80d542f82",
-      "question": "Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond play in Magda M.? Give only the first name.",
-      "submitted_answer": "Bartłomiej",
-      "correct": false,
-      "ground_truth_answer": "Wojciech",
-      "annotator_metadata": {
-        "Steps": "1. Search \"Polish-language version of Everybody Loves Raymond\" and pull up the Wiki page for Wszyscy kochają Romana.\n2. See that Bartłomiej Kasprzykowski is marked as playing Ray and go to his Wiki page.\n3. See that he is stated to have played Wojciech Płaska in Magda M.",
-        "Number of steps": "3",
-        "How long did this take?": "5 minutes",
-        "Tools": "None",
-        "Number of tools": "0"
-      }
-    },
-    {
-      "task_id": "3f57289b-8c60-48be-bd80-01f8099ca449",
-      "question": "How many at bats did the Yankee with the most walks in the 1977 regular season have that same season?",
-      "submitted_answer": "589",
-      "correct": false,
-      "ground_truth_answer": "519",
-      "annotator_metadata": {
-        "Steps": "1. Search \"yankee stats\" to find their MLB stats page.\n2. Set the data to the 1977 regular season.\n3. Sort to find the most walks.\n4. See how many at bats the player had.",
-        "Number of steps": "4",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. web browser\n2. search engine",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "840bfca7-4f7b-481a-8794-c560c340185d",
-      "question": "On June 6, 2023, an article by Carolyn Collins Petersen was published in Universe Today. This article mentions a team that produced a paper about their observations, linked at the bottom of the article. Find this paper. Under what NASA award number was the work performed by R. G. Arendt supported by?",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "80GSFC21M0002",
-      "annotator_metadata": {
-        "Steps": "1. Google \"June 6, 2023 Carolyn Collins Petersen Universe Today\"\n2. Find the relevant link to the scientific paper and follow that link\n3. Open the PDF. \n4. Search for NASA award number",
-        "Number of steps": "4",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. Web browser\n2. Search engine\n3. Access to academic journal websites",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "7bd855d8-463d-4ed5-93ca-5fe35145f733",
-      "question": "The attached Excel file contains the sales of menu items for a local fast-food chain. What were the total sales that the chain made from food (not including drinks)? Express your answer in USD with two decimal places.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": false,
-      "ground_truth_answer": "89706.00",
-      "annotator_metadata": {
-        "Steps": "1. Open the attached file.\n2. Read the columns representing different menu items. Note that they all appear to be food except for the “soda” column.\n3. Write a function to sum the relevant columns.\n4. Ensure the answer follows the specified formatting.",
-        "Number of steps": "4",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. Excel\n2. Calculator",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "bda648d7-d618-4883-88f4-3466eabd860e",
-      "question": "Where were the Vietnamese specimens described by Kuznetzov in Nedoshivina's 2010 paper eventually deposited? Just give me the city name without abbreviations.",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "Saint Petersburg",
-      "annotator_metadata": {
-        "Steps": "1. Search \"Kuznetzov Nedoshivina 2010\"\n2. Find the 2010 paper \"A catalogue of type specimens of the Tortricidae described by V. I. Kuznetzov from Vietnam and deposited in the Zoological Institute, St. Petersburg\"",
-        "Number of steps": "2",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. search engine",
-        "Number of tools": "1"
-      }
-    },
-    {
-      "task_id": "cf106601-ab4f-4af9-b045-5295fe67b37d",
-      "question": "What country had the least number of athletes at the 1928 Summer Olympics? If there's a tie for a number of athletes, return the first in alphabetical order. Give the IOC country code as your answer.",
-      "submitted_answer": "CUB",
-      "correct": true,
-      "ground_truth_answer": "CUB",
-      "annotator_metadata": {
-        "Steps": "1. Look up the 1928 Summer Olympics on Wikipedia\n2. Look at a table of athletes from countries.\n3. See that two countries had 1 and 2 athletes, so disregard those and choose the Cuba as CUB.",
-        "Number of steps": "3",
-        "How long did this take?": "5 minutes",
-        "Tools": "None",
-        "Number of tools": "0"
-      }
-    },
-    {
-      "task_id": "a0c07678-e491-4bbc-8f0b-07405144218f",
-      "question": "Who are the pitchers with the number before and after Taishō Tamai's number as of July 2023? Give them to me in the form Pitcher Before, Pitcher After, use their last names only, in Roman characters.",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "Yoshida, Uehara",
-      "annotator_metadata": {
-        "Steps": "1. Look up Taishō Tamai on Wikipedia\n2. See the pitcher with the number 18 (before) is Kōsei Yoshida and number 20 (after) is Kenta Uehara",
-        "Number of steps": "2",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. Wikipedia",
-        "Number of tools": "1"
-      }
-    },
-    {
-      "task_id": "5a0c1adf-205e-4841-a666-7c3ef95def9d",
-      "question": "What is the first name of the only Malko Competition recipient from the 20th Century (after 1977) whose nationality on record is a country that no longer exists?",
-      "submitted_answer": "Jan",
-      "correct": false,
-      "ground_truth_answer": "Claus",
-      "annotator_metadata": {
-        "Steps": "1. Look at the Malko Competition page on Wikipedia\n2. Scan the winners to see that the 1983 winner, Claus Peter Flor is stated to be from East Germany.",
-        "Number of steps": "2",
-        "How long did this take?": "5-10 minutes",
-        "Tools": "None",
-        "Number of tools": "0"
-      }
-    }
-  ]
-}

output/gaia_results_20260105_203102.json

@@ -1,295 +0,0 @@
-{
-  "metadata": {
-    "generated": "2026-01-05 20:31:02",
-    "timestamp": "20260105_203102",
-    "total_questions": 20,
-    "execution_time_seconds": 55.54,
-    "execution_time_formatted": "0m 55s",
-    "score_percent": 0.0,
-    "correct_count": 0,
-    "total_attempted": 20
-  },
-  "submission_status": "Submission Successful!\nUser: mangoobee\nOverall Score: 0.0% (0/20 correct)\nMessage: Score calculated successfully: 0/20 total questions answered correctly (20 valid tasks attempted). Score did not improve previous record, leaderboard not updated.",
-  "results": [
-    {
-      "task_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
-      "question": "Review the chess position provided in the image. It is black's turn. Provide the correct next move for black which guarantees a win. Please provide your response in algebraic notation.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false,
-      "ground_truth_answer": "Rd5",
-      "annotator_metadata": {
-        "Steps": "Step 1: Evaluate the position of the pieces in the chess position\nStep 2: Report the best move available for black: \"Rd5\"",
-        "Number of steps": "2",
-        "How long did this take?": "10 minutes",
-        "Tools": "1. Image recognition tools",
-        "Number of tools": "1"
-      }
-    },
-    {
-      "task_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
-      "question": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false,
-      "ground_truth_answer": "3",
-      "annotator_metadata": {
-        "Steps": "1. Navigate to the YouTube link.\n2. Watch the video to see the highest number of bird species.\n3. Note the number.",
-        "Number of steps": "3",
-        "How long did this take?": "3 minutes",
-        "Tools": "1. Web browser\n2. Video parsing",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
-      "question": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
-      "submitted_answer": "4",
-      "correct": false,
-      "ground_truth_answer": "3",
-      "annotator_metadata": {
-        "Steps": "1. I did a search for Mercedes Sosa\n2. I went to the Wikipedia page for her\n3. I scrolled down to \"Studio albums\"\n4. I counted the ones between 2000 and 2009",
-        "Number of steps": "4",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. web browser\n2. google search",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
-      "question": "Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in November 2016?",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "FunkMonk",
-      "annotator_metadata": {
-        "Steps": "1. Search \"Wikipedia featured articles promoted in november 2016\"\n2. Click through to the appropriate page and find the person who nominated Giganotosaurus.",
-        "Number of steps": "2",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. web browser\n2. search engine",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "9d191bce-651d-4746-be2d-7ef8ecadb9c2",
-      "question": "Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.\n\nWhat does Teal'c say in response to the question \"Isn't that hot?\"",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool vision failed: Exception: Vision analysis failed - Gemini and Claude both failed",
-      "correct": false,
-      "ground_truth_answer": "Extremely",
-      "annotator_metadata": {
-        "Steps": "1. Follow the link\n2. Watch the clip until the question \"Isn't that hot\" is asked\n3. Take note of the reply.",
-        "Number of steps": "3",
-        "How long did this take?": "2 minutes",
-        "Tools": "1. Web browser\n2. Video processing software\n3. Audio processing software",
-        "Number of tools": "1"
-      }
-    },
-    {
-      "task_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
-      "question": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool calculator failed: ValueError: signal only works in main thread of the main interpreter",
-      "correct": false,
-      "ground_truth_answer": "Right",
-      "annotator_metadata": {
-        "Steps": "1. Read the instructions in reverse",
-        "Number of steps": "1",
-        "How long did this take?": "1 minute",
-        "Tools": "1. A word reversal tool / script",
-        "Number of tools": "0"
-      }
-    },
-    {
-      "task_id": "99c9cc74-fdc8-46c6-8f8d-3ce2d3bfeea3",
-      "question": "Hi, I'm making a pie but I could use some help with my shopping list. I have everything I need for the crust, but I'm not sure about the filling. I got the recipe from my friend Aditi, but she left it as a voice memo and the speaker on my phone is buzzing so I can't quite make out what she's saying. Could you please listen to the recipe and list all of the ingredients that my friend described? I only want the ingredients for the filling, as I have everything I need to make my favorite pie crust. I've attached the recipe as Strawberry pie.mp3.\n\nIn your response, please only list the ingredients, not any measurements. So if the recipe calls for \"a pinch of salt\" or \"two cups of ripe strawberries\" the ingredients on the list would be \"salt\" and \"ripe strawberries\".\n\nPlease format your response as a comma separated list of ingredients. Also, please alphabetize the ingredients.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": false,
-      "ground_truth_answer": "cornstarch, freshly squeezed lemon juice, granulated sugar, pure vanilla extract, ripe strawberries",
-      "annotator_metadata": {
-        "Steps": "Step 1: Load the file supplied to me by my user.\nStep 2: Using speech-to-text tools, convert the audio file to plain text and store it for the candidate word list:\n\n\"In a saucepan, combine ripe strawberries, granulated sugar, freshly squeezed lemon juice, and cornstarch. Cook the mixture over medium heat, stirring constantly, until it thickens to a smooth consistency. Remove from heat and stir in a dash of pure vanilla extract. Allow the strawberry pie filling to cool before using it as a delicious and fruity filling for your pie crust.\"\n\nStep 3: Evaluate the candidate word list and process it, stripping each ingredient encountered to a provisional response list:\n\nripe strawberries\ngranulated sugar\nfreshly squeezed lemon juice\ncornstarch\npure vanilla extract\n\nStep 4: Alphabetize the list of ingredients as requested by my user to create a finalized response:\n\ncornstarch\nfreshly squeezed lemon juice\ngranulated sugar\npure vanilla extract\nripe strawberries\n\nStep 5: Report the correct response to my user:\n\n\"cornstarch\nfreshly squeezed lemon juice\ngranulated sugar\npure vanilla extract\nripe strawberries\"",
-        "Number of steps": "5",
-        "How long did this take?": "3 minutes",
-        "Tools": "1. A file interface\n2. A speech-to-text tool",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "3cef3a44-215e-4aed-8e3b-b1e3f08063b7",
-      "question": "I'm making a grocery list for my mom, but she's a professor of botany and she's a real stickler when it comes to categorizing things. I need to add different foods to different categories on the grocery list, but if I make a mistake, she won't buy anything inserted in the wrong category. Here's the list I have so far:\n\nmilk, eggs, flour, whole bean coffee, Oreos, sweet potatoes, fresh basil, plums, green beans, rice, corn, bell pepper, whole allspice, acorns, broccoli, celery, zucchini, lettuce, peanuts\n\nI need to make headings for the fruits and vegetables. Could you please create a list of just the vegetables from my list? If you could do that, then I can figure out how to categorize the rest of the list into the appropriate categories. But remember that my mom is a real stickler, so make sure that no botanical fruits end up on the vegetable list, or she won't get them when she's at the store. Please alphabetize the list of vegetables, and place each item in a comma separated list.",
-      "submitted_answer": "acorns, bell pepper, broccoli, celery, green beans, lettuce, zucchini",
-      "correct": false,
-      "ground_truth_answer": "broccoli, celery, fresh basil, lettuce, sweet potatoes",
-      "annotator_metadata": {
-        "Steps": "Step 1: Evaluate the list provided by my user, eliminating objects which are neither fruits nor vegetables:\nsweet potatoes, fresh basil, plums, green beans, rice, corn, bell pepper, whole allspice, acorns, broccoli, celery, zucchini, lettuce, peanuts\nStep 2: Remove all items from the list which are botanical fruits, leaving a list of vegetables:\nsweet potatoes, fresh basil, broccoli, celery, lettuce\nStep 3: Alphabetize the remaining list as requested by my user:\nbroccoli, celery, fresh basil, lettuce, sweet potatoes\nStep 4: Provide the correct response in the requested format:\n\"broccoli\ncelery\nfresh basil\nlettuce\nsweet potatoes\"",
-        "Number of steps": "4",
-        "How long did this take?": "5 minutes",
-        "Tools": "No tools required",
-        "Number of tools": "0"
-      }
-    },
-    {
-      "task_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
-      "question": "Given this table defining * on the set S = {a, b, c, d, e}\n\n|*|a|b|c|d|e|\n|---|---|---|---|---|---|\n|a|a|b|c|b|d|\n|b|b|c|a|e|c|\n|c|c|a|b|b|a|\n|d|b|e|b|e|d|\n|e|d|b|a|d|c|\n\nprovide the subset of S involved in any possible counter-examples that prove * is not commutative. Provide your answer as a comma separated list of the elements in the set in alphabetical order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: FileNotFoundError: Text file not found: path_to_the_table_file.csv",
-      "correct": false,
-      "ground_truth_answer": "b, e",
-      "annotator_metadata": {
-        "Steps": "1. Compile the markdown.\n2. Look at the table across the diagonal to see if any portions are not symmetrical.\n3. See that b * e != e * b, but all others are symmetrical.",
-        "Number of steps": "3",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. Markdown",
-        "Number of tools": "1"
-      }
-    },
-    {
-      "task_id": "305ac316-eef6-4446-960a-92d80d542f82",
-      "question": "Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond play in Magda M.? Give only the first name.",
-      "submitted_answer": "Bartłomiej",
-      "correct": false,
-      "ground_truth_answer": "Wojciech",
-      "annotator_metadata": {
-        "Steps": "1. Search \"Polish-language version of Everybody Loves Raymond\" and pull up the Wiki page for Wszyscy kochają Romana.\n2. See that Bartłomiej Kasprzykowski is marked as playing Ray and go to his Wiki page.\n3. See that he is stated to have played Wojciech Płaska in Magda M.",
-        "Number of steps": "3",
-        "How long did this take?": "5 minutes",
-        "Tools": "None",
-        "Number of tools": "0"
-      }
-    },
-    {
-      "task_id": "cabe07ed-9eca-40ea-8ead-410ef5e83f91",
-      "question": "What is the surname of the equine veterinarian mentioned in 1.E Exercises from the chemistry materials licensed by Marisa Alviar-Agnew & Henry Agnew under the CK-12 license in LibreText's Introductory Chemistry materials as compiled 08/21/2023?",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "Louvrier",
-      "annotator_metadata": {
-        "Steps": "1. Search for \"1.E Exercises LibreText Introductory Chemistry\"\n2. Read to see the horse doctor mentioned.",
-        "Number of steps": "2",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. Web browser\n2. Search engine",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "f918266a-b3e0-4914-865d-4faa564f1aef",
-      "question": "What is the final numeric output from the attached Python code?",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": false,
-      "ground_truth_answer": "0",
-      "annotator_metadata": {
-        "Steps": "1. Run the attached Python code",
-        "Number of steps": "1",
-        "How long did this take?": "30 seconds",
-        "Tools": "1. Python",
-        "Number of tools": "1"
-      }
-    },
-    {
-      "task_id": "3f57289b-8c60-48be-bd80-01f8099ca449",
-      "question": "How many at bats did the Yankee with the most walks in the 1977 regular season have that same season?",
-      "submitted_answer": "589",
-      "correct": false,
-      "ground_truth_answer": "519",
-      "annotator_metadata": {
-        "Steps": "1. Search \"yankee stats\" to find their MLB stats page.\n2. Set the data to the 1977 regular season.\n3. Sort to find the most walks.\n4. See how many at bats the player had.",
-        "Number of steps": "4",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. web browser\n2. search engine",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "1f975693-876d-457b-a649-393859e79bf3",
-      "question": "Hi, I was out sick from my classes on Friday, so I'm trying to figure out what I need to study for my Calculus mid-term next week. My friend from class sent me an audio recording of Professor Willowbrook giving out the recommended reading for the test, but my headphones are broken :(\n\nCould you please listen to the recording for me and tell me the page numbers I'm supposed to go over? I've attached a file called Homework.mp3 that has the recording. Please provide just the page numbers as a comma-delimited list. And please provide the list in ascending order.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: .mp3. Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": false,
-      "ground_truth_answer": "132, 133, 134, 197, 245",
-      "annotator_metadata": {
-        "Steps": "Step 1: Load the file supplied by my user.\nStep 2: Using audio processing tools, convert the text of the audio file to speech:\n\n\"Before you all go, I want to remind you that the midterm is next week. Here's a little hint; you should be familiar with the differential equations on page 245, problems that are very similar to problems 32, 33, and 44 from that page might be on the test. And also some of you might want to brush up on the last page in the integration section, page 197. I know some of you struggled on last week's quiz. I foresee problem 22 from page 197 being on your midterm. Oh, and don't forget to brush up on the section on related rates, on pages 132, 133, and 134.\"\n\nStep 3: Evaluate the converted audio, recording each instance of page numbers: 245, 197, 197, 132, 133, 134\nStep 4: Sort the page numbers in ascending order, omitting duplicates, and store this list as the correct answer to my user's request: 132, 133, 134, 197, 245\nStep 5: Report the correct response to my user: \"132, 133, 134, 197, 245\"",
-        "Number of steps": "5",
-        "How long did this take?": "2 minutes",
-        "Tools": "1. A file interface\n2. A speech-to-text audio processing tool",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "7bd855d8-463d-4ed5-93ca-5fe35145f733",
-      "question": "The attached Excel file contains the sales of menu items for a local fast-food chain. What were the total sales that the chain made from food (not including drinks)? Express your answer in USD with two decimal places.",
-      "submitted_answer": "ERROR: No evidence collected. Details: Tool parse_file failed: ValueError: Unsupported file type: . Supported: .pdf, .xlsx, .xls, .docx, .txt, .csv",
-      "correct": false,
-      "ground_truth_answer": "89706.00",
-      "annotator_metadata": {
-        "Steps": "1. Open the attached file.\n2. Read the columns representing different menu items. Note that they all appear to be food except for the “soda” column.\n3. Write a function to sum the relevant columns.\n4. Ensure the answer follows the specified formatting.",
-        "Number of steps": "4",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. Excel\n2. Calculator",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "840bfca7-4f7b-481a-8794-c560c340185d",
-      "question": "On June 6, 2023, an article by Carolyn Collins Petersen was published in Universe Today. This article mentions a team that produced a paper about their observations, linked at the bottom of the article. Find this paper. Under what NASA award number was the work performed by R. G. Arendt supported by?",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "80GSFC21M0002",
-      "annotator_metadata": {
-        "Steps": "1. Google \"June 6, 2023 Carolyn Collins Petersen Universe Today\"\n2. Find the relevant link to the scientific paper and follow that link\n3. Open the PDF. \n4. Search for NASA award number",
-        "Number of steps": "4",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. Web browser\n2. Search engine\n3. Access to academic journal websites",
-        "Number of tools": "2"
-      }
-    },
-    {
-      "task_id": "bda648d7-d618-4883-88f4-3466eabd860e",
-      "question": "Where were the Vietnamese specimens described by Kuznetzov in Nedoshivina's 2010 paper eventually deposited? Just give me the city name without abbreviations.",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "Saint Petersburg",
-      "annotator_metadata": {
-        "Steps": "1. Search \"Kuznetzov Nedoshivina 2010\"\n2. Find the 2010 paper \"A catalogue of type specimens of the Tortricidae described by V. I. Kuznetzov from Vietnam and deposited in the Zoological Institute, St. Petersburg\"",
-        "Number of steps": "2",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. search engine",
-        "Number of tools": "1"
-      }
-    },
-    {
-      "task_id": "cf106601-ab4f-4af9-b045-5295fe67b37d",
-      "question": "What country had the least number of athletes at the 1928 Summer Olympics? If there's a tie for a number of athletes, return the first in alphabetical order. Give the IOC country code as your answer.",
-      "submitted_answer": "CUB, MON",
-      "correct": false,
-      "ground_truth_answer": "CUB",
-      "annotator_metadata": {
-        "Steps": "1. Look up the 1928 Summer Olympics on Wikipedia\n2. Look at a table of athletes from countries.\n3. See that two countries had 1 and 2 athletes, so disregard those and choose the Cuba as CUB.",
-        "Number of steps": "3",
-        "How long did this take?": "5 minutes",
-        "Tools": "None",
-        "Number of tools": "0"
-      }
-    },
-    {
-      "task_id": "a0c07678-e491-4bbc-8f0b-07405144218f",
-      "question": "Who are the pitchers with the number before and after Taishō Tamai's number as of July 2023? Give them to me in the form Pitcher Before, Pitcher After, use their last names only, in Roman characters.",
-      "submitted_answer": "Unable to answer",
-      "correct": false,
-      "ground_truth_answer": "Yoshida, Uehara",
-      "annotator_metadata": {
-        "Steps": "1. Look up Taishō Tamai on Wikipedia\n2. See the pitcher with the number 18 (before) is Kōsei Yoshida and number 20 (after) is Kenta Uehara",
-        "Number of steps": "2",
-        "How long did this take?": "5 minutes",
-        "Tools": "1. Wikipedia",
-        "Number of tools": "1"
-      }
-    },
-    {
-      "task_id": "5a0c1adf-205e-4841-a666-7c3ef95def9d",
-      "question": "What is the first name of the only Malko Competition recipient from the 20th Century (after 1977) whose nationality on record is a country that no longer exists?",
-      "submitted_answer": "Jan",
-      "correct": false,
-      "ground_truth_answer": "Claus",
-      "annotator_metadata": {
-        "Steps": "1. Look at the Malko Competition page on Wikipedia\n2. Scan the winners to see that the 1983 winner, Claus Peter Flor is stated to be from East Germany.",
-        "Number of steps": "2",
-        "How long did this take?": "5-10 minutes",
-        "Tools": "None",
-        "Number of tools": "0"
-      }
-    }
-  ]
-}

output/phase0_vision_validation_20260107_174146.json

@@ -1,33 +0,0 @@
-{
-  "total_tests": 3,
-  "successful": 0,
-  "failed": 3,
-  "working_models": [],
-  "working_formats": [],
-  "results": [
-    {
-      "model": "microsoft/Phi-3.5-vision-instruct",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e8cc9-10fc913b2c5bd9646e264dbc;f037df6f-d7d9-450e-9004-ed2373079cd1)\n\nBad request:\n{'message': \"The requested model 'microsoft/Phi-3.5-vision-instruct' is not supported by any provider you have enabled.\", 'type': 'invalid_request_error', 'param': 'model', 'code': 'model_not_supported'}"
-    },
-    {
-      "model": "meta-llama/Llama-3.2-11B-Vision-Instruct",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "Client error '404 Not Found' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: oSMo8MM-2kFHot-9ba4e78d4a58ffbc)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404\n\n{'message': 'Unable to access model meta-llama/Llama-3.2-11B-Vision-Instruct. Please visit https://api.together.ai/models to view the list of supported models.', 'type': 'invalid_request_error', 'param': None, 'code': 'model_not_available'}"
-    },
-    {
-      "model": "Qwen/Qwen2-VL-72B-Instruct",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e8cca-76332aa653509ea749a10232;3e104e95-9f53-4571-8dd4-7122c99800d5)\n\nBad request:"
-    }
-  ]
-}

output/phase0_vision_validation_20260107_174401.json

@@ -1,78 +0,0 @@
-{
-  "total_tests": 8,
-  "successful": 2,
-  "failed": 6,
-  "working_models": [
-    "CohereLabs/aya-vision-32b",
-    "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT"
-  ],
-  "working_formats": [
-    "base64"
-  ],
-  "results": [
-    {
-      "model": "CohereLabs/command-a-vision-07-2025",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e8d49-1b3bcbe670ba9df15d6d2c42;ef8bca12-16e4-429d-9fb8-36d160e3a272)\n\n429 Too Many Requests for url: https://router.huggingface.co/v1/chat/completions."
-    },
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "The image is a solid red square with no additional details or objects within it. The color is vibrant and uniform across the entire frame.",
-      "error": null
-    },
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e8d4a-0a03ab902bce96f455386eef;a6cae202-9058-4837-9c9b-afe475360b65)\n\nBad request:"
-    },
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "direct_image",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "InferenceClient.chat_completion() got an unexpected keyword argument 'message'"
-    },
-    {
-      "model": "zai-org/GLM-4.1V-9B-Thinking",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e8d4a-1b9a5cc8212823c92840be83;cf83885e-1bad-4acb-9057-71b5d28fc401)\n\nBad request:\n{'message': \"The requested model 'zai-org/GLM-4.1V-9B-Thinking' is not supported by provider 'zai-org'.\", 'type': 'invalid_request_error', 'param': 'model', 'code': 'model_not_supported'}"
-    },
-    {
-      "model": "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "This image is a solid red color. There are no discernible objects, shapes, or features within it\u2014just a uniform red background.",
-      "error": null
-    },
-    {
-      "model": "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e8d4d-682117514be7d3b870ab0f34;44295a40-7291-4d39-a258-4763f3c74dd2)\n\nBad request:"
-    },
-    {
-      "model": "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-      "format": "direct_image",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "InferenceClient.chat_completion() got an unexpected keyword argument 'message'"
-    }
-  ]
-}

output/phase0_vision_validation_20260107_182113.json

@@ -1,70 +0,0 @@
-{
-  "total_tests": 7,
-  "successful": 2,
-  "failed": 5,
-  "working_models": [
-    "CohereLabs/aya-vision-32b",
-    "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT"
-  ],
-  "working_formats": [
-    "base64"
-  ],
-  "results": [
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "The image is a solid red square with no additional details or objects present. It is a uniform color throughout, and there are no variations in shade or texture. The red is vibrant and intense, filling the entire frame of the image. There are no borders or edges visible, giving the impression that the red extends infinitely in all directions. The simplicity of the image draws attention to the color itself, making it the sole focus of the viewer's gaze.",
-      "error": null
-    },
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e9605-6005e15e4e97777133dd6086;ebd2d288-9e0f-4a56-898d-c63ff990db2f)\n\nBad request:"
-    },
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "direct_image",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "InferenceClient.chat_completion() got an unexpected keyword argument 'message'"
-    },
-    {
-      "model": "deepseek-ai/DeepSeek-OCR",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e9605-2ca5fcd415abf4ed4ab69c3f;02f77bac-3fee-420f-aa97-dd8c7e829619)\n\nBad request:\n{'message': \"The requested model 'deepseek-ai/DeepSeek-OCR' is not a chat model.\", 'type': 'invalid_request_error', 'param': 'model', 'code': 'model_not_supported'}"
-    },
-    {
-      "model": "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "This image is a solid red color. There are no discernible objects, patterns, or variations within the image\u2014it is uniformly red.",
-      "error": null
-    },
-    {
-      "model": "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e9608-465bea4365c79b9b27ec8cd0;bb5eec23-4c50-48f6-a2e9-cc0dfc516e8f)\n\nBad request:"
-    },
-    {
-      "model": "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-      "format": "direct_image",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "InferenceClient.chat_completion() got an unexpected keyword argument 'message'"
-    }
-  ]
-}

output/phase0_vision_validation_20260107_182155.json

@@ -1,54 +0,0 @@
-{
-  "total_tests": 5,
-  "successful": 2,
-  "failed": 3,
-  "working_models": [
-    "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-    "CohereLabs/aya-vision-32b"
-  ],
-  "working_formats": [
-    "base64"
-  ],
-  "results": [
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "The image is a solid red color with no discernible features or objects. It appears to be a uniform, flat red surface.",
-      "error": null
-    },
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e962e-5d464285113a3b4f217795e5;a67e30e1-f65c-4781-ab09-a8ac9735c2bd)\n\nBad request:"
-    },
-    {
-      "model": "deepseek-ai/DeepSeek-OCR",
-      "format": "image_to_text",
-      "question": "OCR/Text extraction",
-      "status": "failed",
-      "response": null,
-      "error": "Task 'image-to-text' not supported for provider 'novita'. Available tasks: ['text-generation', 'conversational', 'text-to-video']"
-    },
-    {
-      "model": "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "This image is a solid red color. There are no discernible objects, shapes, or features within it\u2014just a uniform red background.",
-      "error": null
-    },
-    {
-      "model": "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e9631-56a310713b7db1415df2e897;2f0603e3-267b-469a-9058-6cb75a1b3cf8)\n\nBad request:"
-    }
-  ]
-}

output/phase0_vision_validation_20260107_183155.json

@@ -1,63 +0,0 @@
-{
-  "total_tests": 6,
-  "successful": 3,
-  "failed": 3,
-  "working_models": [
-    "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-    "Qwen/Qwen3-VL-8B-Instruct",
-    "CohereLabs/aya-vision-32b"
-  ],
-  "working_formats": [
-    "base64"
-  ],
-  "results": [
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "The image is a solid red square with no additional details or objects within it. The color is vibrant and uniform across the entire square.",
-      "error": null
-    },
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e9884-316ead350578ba0345ae9d34;6929231a-570a-4e2f-8eb2-56c67ee79a9a)\n\nBad request:"
-    },
-    {
-      "model": "Qwen/Qwen3-VL-8B-Instruct",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "The image contains a solid red background with no other visible elements or details.",
-      "error": null
-    },
-    {
-      "model": "Qwen/Qwen3-VL-8B-Instruct",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e9885-2c2036d2593274cf4ea4a6d3;e74bcbbd-0bcf-493c-a07a-7c4965d015e5)\n\nBad request:"
-    },
-    {
-      "model": "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "This image is a solid red color. There are no discernible objects, shapes, or features within it\u2014just a uniform red background.",
-      "error": null
-    },
-    {
-      "model": "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e988b-2827007a4f9c183643e4b477;b968a082-1630-4891-a654-260a0a1b9120)\n\nBad request:"
-    }
-  ]
-}

output/phase0_vision_validation_20260107_184839.json

@@ -1,45 +0,0 @@
-{
-  "total_tests": 4,
-  "successful": 1,
-  "failed": 3,
-  "working_models": [
-    "CohereLabs/aya-vision-32b"
-  ],
-  "working_formats": [
-    "base64"
-  ],
-  "results": [
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "The image depicts a serene workspace setup on a wooden desk. The desk is positioned near a window, allowing natural light to illuminate the scene. On the desk, there is a white ceramic mug filled with dark liquid, likely coffee, placed to the left of a silver laptop. The laptop is open, revealing its keyboard and trackpad. To the right of the laptop, there is a rolled-up piece of paper secured with a rubber band, a pen, and a smartphone. The arrangement suggests a productive environment, with tools for both digital and analog work at hand. The overall ambiance is calm and conducive to focused work or study.",
-      "error": null
-    },
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-695e9b86-6ebf64cb17bc45654337e8dc;85a49805-27d5-42c5-bb92-d9fc1542e6e4)\n\nBad request:"
-    },
-    {
-      "model": "Qwen/Qwen3-VL-8B-Instruct",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "Server error '504 Gateway Time-out' for url 'https://router.huggingface.co/v1/chat/completions'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/504"
-    },
-    {
-      "model": "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "Server error '504 Gateway Time-out' for url 'https://router.huggingface.co/v1/chat/completions'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/504"
-    }
-  ]
-}

output/phase0_vision_validation_20260111_162124.json

@@ -1,86 +0,0 @@
-{
-  "total_tests": 9,
-  "successful": 2,
-  "failed": 7,
-  "working_models": [
-    "CohereLabs/aya-vision-32b",
-    "Qwen/Qwen3-VL-30B-A3B-Instruct:novita"
-  ],
-  "working_formats": [
-    "base64"
-  ],
-  "results": [
-    {
-      "model": "zai-org/GLM-4.7:cerebras",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "Client error '422 Unprocessable Entity' for url 'https://router.huggingface.co/v1/chat/completions' (Request ID: Root=1-6963bee6-07aa59e62ab80f481dbbdb81;150f4278-75e3-402e-8d96-7a2fe5e3185e)\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/422\n{\"message\":\"Content type 'image_url' is not supported by selected model. Only 'text' content type can be used.\",\"type\":\"invalid_request_error\",\"param\":\"prompt\",\"code\":\"wrong_api_format\"}\n"
-    },
-    {
-      "model": "openai/gpt-oss-120b:novita",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-6963bee7-4988ea004e9a7a78658d68f7;3eb63dde-d2d0-4311-bf87-971e2be945f1)\n\nBad request:"
-    },
-    {
-      "model": "moonshotai/Kimi-K2-Instruct-0905:novita",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-6963bee9-1a34b45108bede994967f991;e8dcc3b5-78ae-479b-9194-5d36c4904c84)\n\nBad request:"
-    },
-    {
-      "model": "Qwen/Qwen3-VL-30B-A3B-Instruct:novita",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "Based on the image provided, here is a detailed description of what is present:\n\nThe image displays a work or study setup on a wooden desk. The scene is composed of several common items arranged in a way that suggests a focused work environment.\n\n- **Laptop:** On the left side of the frame, there is a silver laptop, likely a MacBook, with its screen open but turned away from the camera.\n- **Coffee Mug:** In the center of the desk, there is a white ceramic mug filled with black coffee.\n- **Notepad and Pen:** To the right of the mug, there is a small notepad with handwritten notes on it. A pen is resting on top of the notepad.\n- **Smartphone:** Further to the right, a black smartphone lies flat on the desk with its screen off.\n- **Background:** The desk is positioned next to a window with a dark frame. Behind the desk, there is a gray cinder block wall. The lighting appears to be natural light coming from the window, creating a soft, ambient glow.",
-      "error": null
-    },
-    {
-      "model": "Qwen/Qwen3-VL-30B-A3B-Instruct:novita",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-6963bef8-0b95400506a54e322453beda;06443217-384c-4bd9-a080-dbc5acada0de)\n\nBad request:"
-    },
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "The image depicts a serene workspace setup on a wooden desk. The desk is positioned near a window, allowing natural light to illuminate the scene. On the desk, there is a sleek, silver laptop with its lid open, revealing a black keyboard and trackpad. To the right of the laptop, there is a white ceramic mug filled with a dark liquid, presumably coffee or tea, and a black ceramic mug placed upside down. Next to the mugs, there is a rolled-up piece of paper with handwritten notes, secured with a black pen. A black smartphone lies next to the paper, and a white notebook is placed slightly further away. The overall atmosphere suggests a calm and organized environment conducive to work or study.",
-      "error": null
-    },
-    {
-      "model": "CohereLabs/aya-vision-32b",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-6963bf02-1513fc57216cd6a30267e34c;5fb8879e-b4d3-47ef-8503-07ecfc439c3e)\n\nBad request:"
-    },
-    {
-      "model": "Qwen/Qwen3-VL-8B-Instruct",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "Server error '504 Gateway Time-out' for url 'https://router.huggingface.co/v1/chat/completions'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/504"
-    },
-    {
-      "model": "baidu/ERNIE-4.5-VL-424B-A47B-Base-PT",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "Server error '504 Gateway Time-out' for url 'https://router.huggingface.co/v1/chat/completions'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/504"
-    }
-  ]
-}

output/phase0_vision_validation_20260111_163647.json

@@ -1,17 +0,0 @@
-{
-  "total_tests": 1,
-  "successful": 0,
-  "failed": 1,
-  "working_models": [],
-  "working_formats": [],
-  "results": [
-    {
-      "model": "openai/gpt-oss-120b:groq",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: req_01kepv7rhff3gs2gy852xqyvbj)\n\nBad request:\n{'message': 'messages[0].content must be a string', 'type': 'invalid_request_error', 'param': 'messages[0].content'}"
-    }
-  ]
-}

output/phase0_vision_validation_20260111_164531.json

@@ -1,29 +0,0 @@
-{
-  "total_tests": 2,
-  "successful": 1,
-  "failed": 1,
-  "working_models": [
-    "zai-org/GLM-4.6V-Flash:zai-org"
-  ],
-  "working_formats": [
-    "base64"
-  ],
-  "results": [
-    {
-      "model": "zai-org/GLM-4.6V-Flash:zai-org",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "\nThe image shows a wooden desk with several items: a partially open laptop (with a white keyboard visible) on the left, a white mug filled with black coffee next to the laptop, a rolled notepad with a pen resting on it, a black smartphone lying flat on the desk, and a window with light coming through (and a dark gray brick wall in the background).",
-      "error": null
-    },
-    {
-      "model": "zai-org/GLM-4.6V-Flash:zai-org",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: Root=1-6963c59b-22bf0ca92d51cac41557d483;7707ded2-a6e5-43c4-b381-a65dbfdbc3b8)\n\nBad request:\n{'code': '1210', 'message': '\u56fe\u7247\u8f93\u5165\u683c\u5f0f/\u89e3\u6790\u9519\u8bef'}"
-    }
-  ]
-}

output/phase0_vision_validation_20260111_164945.json

@@ -1,29 +0,0 @@
-{
-  "total_tests": 2,
-  "successful": 1,
-  "failed": 1,
-  "working_models": [
-    "google/gemma-3-27b-it:scaleway"
-  ],
-  "working_formats": [
-    "base64"
-  ],
-  "results": [
-    {
-      "model": "google/gemma-3-27b-it:scaleway",
-      "format": "base64",
-      "question": "What is in this image?",
-      "status": "success",
-      "response": "Here's a breakdown of what's in the image:\n\n* **Laptop:** A silver laptop is open on a wooden desk.\n* **Coffee Mug:** A white coffee mug filled with a dark liquid (likely coffee) sits on the desk.\n* **Notebook/Paper Roll:** There's a small roll of paper and a notepad with handwritten notes next to the mug.\n* **Pen:** A pen is lying on top of the notepad.\n* **Smartphone:** A black smartphone is also on the desk.\n* **Desk:** All the items are arranged on a warm-toned wooden desk. \n* **Window:** A window is partially visible in the background, with a gray brick wall next to it.\n\nThe overall scene suggests a workspace, possibly for a writer or someone working remotely.",
-      "error": null
-    },
-    {
-      "model": "google/gemma-3-27b-it:scaleway",
-      "format": "file_path",
-      "question": "What is in this image?",
-      "status": "failed",
-      "response": null,
-      "error": "(Request ID: e07b229c-af92-4701-bf1b-729eaf165c48)\n\nBad request:"
-    }
-  ]
-}

src/agent/llm_client.py

@@ -17,6 +17,8 @@ Pattern: Matches Stage 2 tools (Gemini primary, Claude fallback)
 import os
 import logging
 import time
+import datetime
+from pathlib import Path
 from typing import List, Dict, Optional, Any, Callable
 from anthropic import Anthropic
 import google.generativeai as genai
@@ -53,6 +55,50 @@ MAX_TOKENS = 4096
 # ============================================================================
 logger = logging.getLogger(__name__)
 
+# ============================================================================
+# Session Log File Management (Single file per evaluation run)
+# ============================================================================
+
+_SESSION_LOG_FILE = None
+
+
+def get_session_log_file() -> Path:
+    """
+    Get or create the session log file for LLM synthesis context.
+
+    Creates a single log file per session (not per question) to avoid polluting
+    the log/ folder with multiple files. All questions append to this one file.
+
+    Returns:
+        Path: Session log file path
+    """
+    global _SESSION_LOG_FILE
+
+    if _SESSION_LOG_FILE is None:
+        log_dir = Path("log")
+        log_dir.mkdir(exist_ok=True)
+
+        # Create session filename with timestamp
+        timestamp = datetime.datetime.now().strftime("%Y%m%d_%H%M%S")
+        _SESSION_LOG_FILE = log_dir / f"llm_session_{timestamp}.txt"
+
+        # Write session header
+        with open(_SESSION_LOG_FILE, "w", encoding="utf-8") as f:
+            f.write("=" * 80 + "\n")
+            f.write("LLM SYNTHESIS SESSION LOG\n")
+            f.write("=" * 80 + "\n")
+            f.write(f"Session Start: {datetime.datetime.now().isoformat()}\n")
+            f.write("=" * 80 + "\n\n")
+
+    return _SESSION_LOG_FILE
+
+
+def reset_session_log():
+    """Reset session log file (for testing or new evaluation run)."""
+    global _SESSION_LOG_FILE
+    _SESSION_LOG_FILE = None
+
+
 # ============================================================================
 # Retry Logic with Exponential Backoff
 # ============================================================================
@@ -1120,20 +1166,13 @@ FINAL ANSWER: 3
 Extract the factoid answer from the evidence above. Return only the factoid, nothing else."""
 
     # ============================================================================
-    # SAVE LLM CONTEXT TO LOG - For debugging and comparison
+    # SAVE LLM CONTEXT TO SESSION LOG - Single file per evaluation run
     # ============================================================================
-    from pathlib import Path
-    import datetime
-
-    log_dir = Path("log")
-    log_dir.mkdir(exist_ok=True)
+    context_file = get_session_log_file()
 
-    timestamp = datetime.datetime.now().strftime("%Y%m%d_%H%M%S")
-    context_file = log_dir / f"llm_context_{timestamp}.txt"
-
-    with open(context_file, "w", encoding="utf-8") as f:
-        f.write("=" * 80 + "\n")
-        f.write("LLM SYNTHESIS CONTEXT\n")
+    with open(context_file, "a", encoding="utf-8") as f:
+        f.write("\n" + "=" * 80 + "\n")
+        f.write("QUESTION START\n")
         f.write("=" * 80 + "\n")
         f.write(f"Timestamp: {datetime.datetime.now().isoformat()}\n")
         f.write(f"Question: {question}\n")
@@ -1154,8 +1193,6 @@ Extract the factoid answer from the evidence above. Return only the factoid, not
             f.write(ev)
         f.write("\n" + "=" * 80 + "\n")
 
-    logger.info(f"[synthesize_answer_hf] Context saved to: {context_file}")
-
     messages = [
         {"role": "system", "content": system_prompt},
         {"role": "user", "content": user_prompt},
@@ -1181,7 +1218,7 @@ Extract the factoid answer from the evidence above. Return only the factoid, not
 
     logger.info(f"[synthesize_answer_hf] Answer: {answer}")
 
-    # Append full response to context file (includes reasoning)
+    # Append LLM response to session log (includes reasoning)
     with open(context_file, "a", encoding="utf-8") as f:
         f.write("\n" + "=" * 80 + "\n")
         f.write("LLM RESPONSE (with reasoning):\n")
@@ -1190,6 +1227,8 @@ Extract the factoid answer from the evidence above. Return only the factoid, not
         f.write("\n" + "=" * 80 + "\n")
         f.write(f"\nEXTRACTED FINAL ANSWER: {answer}\n")
         f.write("=" * 80 + "\n")
+        f.write("QUESTION END\n")
+        f.write("=" * 80 + "\n")
 
     return answer