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  1. results/agentic_traces_with_media/README.md +59 -0
  2. results/agentic_traces_with_media/gemini-3.1-pro-preview_cli_20260920/MANIFEST.jsonl +0 -0
  3. results/agentic_traces_with_media/gemini-3.1-pro-preview_cli_20260920/VOLUMES.json +12 -0
  4. results/agentic_traces_with_media/gemini-3.1-pro-preview_cli_20260920/gemini-3.1-pro-preview_cli_20260920-00001.tar.gz +3 -0
  5. results/agentic_traces_with_media/gemini-3.1-pro-preview_cli_20260920/gemini-3.1-pro-preview_cli_20260920-00002.tar.gz +3 -0
  6. results/agentic_traces_with_media/gemini-3.5-flash-lite_cli_20260920/MANIFEST.jsonl +199 -0
  7. results/agentic_traces_with_media/gemini-3.5-flash-lite_cli_20260920/VOLUMES.json +7 -0
  8. results/agentic_traces_with_media/gemini-3.5-flash-lite_cli_20260920/gemini-3.5-flash-lite_cli_20260920-00001.tar.gz +3 -0
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  10. results/agentic_traces_with_media/gemini-3.5-flash_cli_20260920/VOLUMES.json +7 -0
  11. results/agentic_traces_with_media/gemini-3.5-flash_cli_20260920/gemini-3.5-flash_cli_20260920-00001.tar.gz +3 -0
  12. results/agentic_traces_with_media/gemini-3.7-flash_cli_20260920/MANIFEST.jsonl +1 -0
  13. results/agentic_traces_with_media/gemini-3.7-flash_cli_20260920/VOLUMES.json +7 -0
  14. results/agentic_traces_with_media/gemini-3.7-flash_cli_20260920/gemini-3.7-flash_cli_20260920-00001.tar.gz +3 -0
  15. results/agentic_traces_with_media/opus5_20260918/MANIFEST.jsonl +0 -0
  16. results/agentic_traces_with_media/opus5_20260918/VOLUMES.json +47 -0
  17. results/agentic_traces_with_media/opus5_20260918/opus5_20260918-00003.tar.gz +3 -0
  18. results/agentic_traces_with_media/opus5_20260918/opus5_20260918-00004.tar.gz +3 -0
  19. results/agentic_traces_with_media/opus5_20260918/opus5_20260918-00005.tar.gz +3 -0
  20. results/agentic_traces_with_media/opus5_20260918/opus5_20260918-00006.tar.gz +3 -0
  21. results/agentic_traces_with_media/opus5_20260918/opus5_20260918-00007.tar.gz +3 -0
  22. results/agentic_traces_with_media/opus5_20260918/opus5_20260918-00008.tar.gz +3 -0
  23. results/agentic_traces_with_media/opus5_20260918/opus5_20260918-00009.tar.gz +3 -0
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+ # Agentic CLI traces with media
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+
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+ Full per-question traces of command-line agents answering this dataset's 840 published questions (the agentic runs behind
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+ Video-Index), with the images each agent produced and viewed kept in place. Each agent session received the question,
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+ the options and a local copy of the video, and chose its own frame sampling, contact sheets, crops and follow-up looks
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+ through shell tools.
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+
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+ | Folder | Model | Agent CLI | Questions answered (video) | Accuracy | Video call dirs | Blind call dirs | Volumes | Size |
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+ |---|---|---|---:|---:|---:|---:|---:|---:|
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+ | `opus5_20260918/` | Claude Opus 5 | Claude Code CLI | 840 | 69.9% | 840 | 3360 | 9 | 42.6 GB |
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+ | `gemini-3.1-pro-preview_cli_20260920/` | Gemini 3.1 Pro (preview) | Gemini CLI | 265 | 54.7% | 352 | 1060 | 2 | 5.2 GB |
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+ | `gemini-3.5-flash_cli_20260920/` | Gemini 3.5 Flash | Gemini CLI | 1 | 100.0% | 3 | 4 | 1 | 0.0 GB |
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+ | `gemini-3.5-flash-lite_cli_20260920/` | Gemini 3.5 Flash-Lite | Gemini CLI | 40 | 22.5% | 40 | 159 | 1 | 1.6 GB |
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+ | `gemini-3.7-flash_cli_20260920/` | Gemini 3.7 Flash | Gemini CLI | 1 | – | 1 | 0 | 1 | 0.0 GB |
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+
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+ Claude Opus 5 covers all 840 questions. The other runs stopped partway: Gemini 3.1 Pro (preview) answered 265, Gemini 3.5 Flash answered 1, Gemini 3.5 Flash-Lite answered 40, Gemini 3.7 Flash answered 1 of the 840 questions.
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+ Call directories include retried attempts (suffix `__try1`), so there can be more call directories than questions.
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+ *Blind calls* answer from the question text alone ("No video is available for this question"), several times per question
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+ with permuted option order; `answers_blind.csv` records each permutation.
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+
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+ **GPT-6-Astra (Codex CLI) and Claude Fable 5.1 (Claude Code CLI)** are in
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+ [`../benchcheck_agentic_20260918/full_text_logs/`](../benchcheck_agentic_20260918/full_text_logs/). That export is text
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+ only: embedded images were removed when it was made (`OMISSIONS.jsonl` lists each one), and the media-bearing originals
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+ are not part of this release. Codex CLI does not log image views, so Astra's logs record its ffmpeg commands but not the
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+ images it looked at.
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+
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+ ## Layout
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+
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+ Each folder holds `<run>-NNNNN.tar.gz` volumes, `MANIFEST.jsonl` (one line per call: condition, call directory, volume,
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+ file count, bytes, and the SHA-256 and size of the removed input video) and `VOLUMES.json`. Every call directory sits whole
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+ in one volume, so volumes extract independently:
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+
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+ ```bash
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+ for f in opus5_20260918-*.tar.gz; do tar xzf "$f"; done # -> opus5_20260918/calls/<question>/..., calls_blind/...
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+ ```
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+
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+ A call directory contains `prompt.txt`, `command.json`, `result.json`, the agent's event stream, and `scratch/` (every
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+ file the agent wrote: extracted frames, contact sheets, crops, scripts).
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+ - Claude Code CLI: `stdout.jsonl` (stream-json). Images the agent opened with `Read` are embedded as base64.
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+ - Gemini CLI: `events.jsonl` (stream-json) and `stderr.txt`, plus the CLI's own session record at
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+ `_home/.gemini/tmp/<question>/chats/session-*.jsonl`.
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+
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+ Question ids that contain `/` (for example `Camera Movement Understanding (BU/Google)_3879`) appear as nested directories.
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+
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+ ## Removed before release
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+
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+ - The per-call CLI configuration and home directories (`_cfg/`, `_home/`): login state, session keys, account and tool
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+ settings. Only Gemini CLI's chat session logs were kept from `_home/`.
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+ - The per-call copy of the input video (`video.mp4`). These are the published media of this dataset; `MANIFEST.jsonl`
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+ gives each copy's SHA-256 and size so it can be matched to them.
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+
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+ All released text files were scanned for API keys and tokens (Anthropic, OpenAI, Google API/OAuth, Hugging Face, GitHub,
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+ bearer headers, private keys). The only matches were random character runs inside base64-encoded image data.
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+
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+ ## Terms
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+
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+ The frames, contact sheets and crops are derived from the upstream benchmark videos. Research use only, under the same
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+ terms as the media in this repository. Content owners or benchmark authors may open a discussion on this repository and
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+ the affected files will be removed.
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