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Virtual Uncle

Independent AI and automation publication. Hands-on reviews, tutorials, and news about AI tools, workflow automation, and AI-powered side hustles — explained for regular people. Founded by Vince Ultari.

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51 reach 6 · trust 5 · quality 25 · freshness 15
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listed
llms.txt
https://virtualuncle.com/llms.txt
llms-full.txt
https://virtualuncle.com/llms-full.txt
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6
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40955 bytes
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#752728
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Categories
AI and machine learning · Productivity
For agents
Documentation: developer or product docs worth reading, nothing to call
First seen
2026-10-25T17:57:20.939Z
Last checked
2026-10-26T00:40:24.672Z
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Their llms.txt

The beginning of the file, from our validated copy saved 2026-10-26T00:40:10.174Z. Cached copy · Source on virtualuncle.com

# Virtual Uncle

> Independent AI and automation publication. Hands-on reviews, tutorials, and news about AI tools, workflow automation, and AI-powered side hustles — explained for regular people. Founded by Vince Ultari.

- [About](https://virtualuncle.com/about/)
- [How We Test](https://virtualuncle.com/how-we-test/)
- [Editorial Policy](https://virtualuncle.com/editorial-policy/)
- [Full Content (llms-full.txt)](https://virtualuncle.com/llms-full.txt)

## AI News

- [Google Research Says You Can Improve An AI Agent By 11.5 Points Without Touching The Model](https://virtualuncle.com/harness2-agent-harness-google-research/): Google Research's Harness2 reports up to 11.5 points of agent improvement with the model frozen. It refines eight parts of the agent harness instead.
- [The X Subscription Bundles Cursor With Grok. Third-Party Models Now Bill Separately.](https://virtualuncle.com/x-subscription-cursor-grok-third-party-models-bill-separately/): The X Subscription bundles Cursor with Grok from $8. Cursor's own pricing page says third-party models aren't included, so a $20 Claude user now pays $50.
- [OpenAI Published 722 Maths Manuscripts. 162 Have Lean Proofs.](https://virtualuncle.com/openai-math-722-manuscripts-162-lean-proofs/): OpenAI published 722 maths manuscripts and 8,839 stars followed. Only 162 carry Lean proofs and the Hodge result is not among them. Counted from the repo.
- [Jev Ran 132,422 Independent Test Requests This Week. None of Them Measured Calibration.](https://virtualuncle.com/jev-decision-index-calibration/): Two independent Jev benchmarks landed Monday, including a reproducible 132,422-request suite. Neither measures whether its confidence scores mean anything.
- [Jev's 193x Number Reached 900,000 People This Week. The Caveats Didn't.](https://virtualuncle.com/jev-benchmark-caveats/): TypeSafe's Jev benchmark reached 901,691 views across eight posts in 48 hours. TypeSafe published three caveats about it. None of the eight mentioned any.
- [Claude for Teachers Is Free for a Year. Most People Sharing It Don't Qualify.](https://virtualuncle.com/claude-for-teachers-is-free-for-a-year-most-people-sharing-it-dont-qualify/): Anthropic gives verified US K-12 teachers a free year of premium Claude. Here is who qualifies, what verification takes, plus why viral posts skip that part.
- [Unity's Official Claude Code Plugin Is Not Open Source](https://virtualuncle.com/unity-claude-code-plugin/): Unity shipped an official Claude Code plugin with 31 skills. We read the repo: a restricted license, no MCP server, plus files for removing RevenueCat.
- [It Refused to Run the Malware. Then It Wrote Its Own Version.](https://virtualuncle.com/claude-code-auto-mode-prompt-injection-rce/): A researcher showed Claude Code in Auto Mode running attacker malware from a simple website summary request, 60 to 80% of the time. The safety classifier made it worse.
- [Anthropic Announced a 25% Raise. Then Deleted the Post.](https://virtualuncle.com/cla
…

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