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5 use cases
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Turn a one-line question into a clickable machine cutaway
Repo: wheresryan22/anatomy
Ask your agent how an engine or lock works and get an interactive isometric figure you can hover, click and pull apart.
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026 · X, Oct 2026
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Transcribe interviews and dictate text without the cloud
Repo: debpalash/VoiceStudio
Run transcription and the floating dictation widget locally so recordings and speech stay on your machine.
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Run a clean benchmark with network limits against rubric leaks
Repo: google-research/harness2
Lock down network access before evaluating so an agent cannot look up public benchmark answers.
- Seen in the wild
Evidence: X, Oct 2026 · X, Oct 2026
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Compare parallel and sequential refinement on the same task
Repo: google-research/harness2
Run the same benchmark task in both recursion modes to pick the cheaper or stronger refinement strategy.
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Resume a long refinement run after it stops midway
Repo: google-research/harness2
Re-issue the same command to continue a multi-task run without redoing finished tasks.
Disclaimer
Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked "Seen in the wild", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email [email protected] and we will look at it promptly.