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tokate (@tokatedev) profile picture

tokate

@tokatedev

Give your compute a purpose

tokate.dev
Joined October 2026
  • Tweets75
  • Following65
  • Followers15
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Photo by tokate (@tokatedev)Photo by tokate (@tokatedev)Photo by tokate (@tokatedev)Photo by tokate (@tokatedev)Photo by tokate (@tokatedev)Photo by tokate (@tokatedev)Photo by tokate (@tokatedev)Photo by tokate (@tokatedev)Photo by tokate (@tokatedev)Photo by tokate (@tokatedev)
AI inference is often wasted. Give your inference a purpose. Tokate lets you donate it to the projects you depend on. A maintainer approves an issue. Your AI fixes the issue on your machine. The owner's checks run, and a PR arrives with a receipt. tokate.dev
Tokate · Give your inference a purpose

Tokate · Give your inference a purpose

Put your spare inference to work for the open-source projects you love.

tokate.dev
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Gratis. Lend inference to open source projects, Folding@Home style. Point Tokate at a repo, an issue, or multiple issues. Tokate contributes for a time limit or until you turn it off.
🤖 Made with AI
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The first two gratis donations have been contributed to @_gnoland, an interpreted and fully-deterministic implementation of the Go programming language. See them here: github.com/gnolang/gno/pull/… github.com/gnolang/gno/pull/…
🤖 Made with AI
fix(gnovm): allow comma-ok results in interface variables by obselate · Pull Request #6354 ·...

fix(gnovm): allow comma-ok results in interface variables by obselate · Pull Request #6354 ·...

Fixes #6343 Use untyped bool assignability for comma-ok map indexes and type assertions. Add filetests for empty interfaces, named bools, true and false results, and incompatible targets. Update ...

github.com
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Model whitelisting is paramount to a popular repo that accepts PRs written by AI. Not all tokens are equal, though they should all have a purpose. Tokate.dev allows repo owners to choose which model, reasoning level, and provider they are willing to accept.
Theo - t3.gg (@theo) profile pictureTheo - t3.gg
@theoOct 14
If you're curious how I'm feeling about the recent model releases, this summarizes it pretty well. (Wonder Full is allowed don't embarrass yourself in my replies)
Image from Theo - t3.gg (@theo)
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👀🌞🌛
whocareslol (@whocareslo4730) profile picturewhocareslol@whocareslo4730Oct 13
Replying to @0xdoug
we need folding@home but for AI and maths, science etc. I would happily use my remaining tokens each week for this
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Hey! ☀️
Wazz (@WazzCrypto) profile pictureWazz
@WazzCryptoOct 13
Replying to @0xdoug
Someone mentioned in the comments and I think it's a brilliant idea. Just create a folding @ home type of app people can point their agents to and immediately start working on collective problems like this and countribute their compute Could have a leaderboard, agents could sign with the associated github. Could even have a shitcoin reward for every submission/problem cracked as an incentive. I don't think anything like this exists rn
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Donating inference to your favorite OSS project will soon be beautiful and easy. Set up your repo, donate to another repo, browse issues, save profiles with your preferred harness, model, and effort. Give your inference a purpose 🌞
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This was not a mockup, it was a real run on a fresh repo! See the donation and amendment here: github.com/obselate/tokate-d…
Add a goodnight function by github-actions[bot] · Pull Request #11 · obselate/tokate-demo-owner

Add a goodnight function by github-actions[bot] · Pull Request #11 · obselate/tokate-demo-owner

Fixes #10 Changes and verification The goodnight function returns a Good night greeting with the supplied name and a final period. The greet test suite checks that goodnight returns the expected ...

github.com
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The maintainer asks. A supporter lends inference. We've added local model support through Pi, live donation transcripts and a way to continue stopped work. More ways to help, with the owner still deciding what gets merged.
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more replies
A stopped donation can have a next step. The same donor can continue eligible unpublished work with a fresh budget. Earlier evidence stays attached. Merged contributions stay visible after the branch is gone. The maintainer still decides what gets merged.
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Lend your inference to the projects you love and support here: tokate.dev
Tokate · Give your inference a purpose

Tokate · Give your inference a purpose

Put your spare inference to work for the open-source projects you love.

tokate.dev
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Shut the door or keep it open and pay the review tax? We propose a middle-ground. The maintainer approves the issue. A supporter lends their inference to it. The PR that arrives is one they asked for.
🤖 Made with AI
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A maintainer deciding their project's destiny. It is not about the quality, but the attitude. Work nobody asked for, made for the sake of contributing. Maintainers should never feel powerless. The best help starts with what the owner asks for.
Yusuke Wada (@yusukebe) profile pictureYusuke Wada
@yusukebeOct 5
Sad news. We disabled PRs from external contributors on honojs/hono Hono has not stood here without PRs. I will never forget the PR @usualoma created for RegExpRouter. A damn fast HTTP router we have never seen! But PRs don't work in this era. Contribute in other ways. Thanks
Image from Yusuke Wada (@yusukebe)
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Google paused its open-source bug bounty over a rise in invalid automated reports. Both rewarded whatever arrived. Both stepped back. How do you help without adding to their queue? With Tokate, the maintainer approves the issue first. Then you lend your inference to it.
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Google VRP (Google Bug Hunters) (@GoogleVRP) profile pictureGoogle VRP (Google Bug Hunters)
@GoogleVRPOct 1
📢 PSA for open-source bug hunters We are temporarily no longer accepting OSS VRP product vulnerability submissions. This does not impact OSS VRP supply chain reports, or any outstanding reports. As an alternative, we encourage you to find impact across our other VRP programs and submit there instead, or pursue the Patch Rewards Program. Why is this happening? This pause is due to a significant rise in automated submissions, the vast majority of which are not valid. We will continue to reformat and work on this aspect of the OSS VRP and commit to giving an update in Q1 2027. bughunters.google.com/about/…
Google Open Source Software Vulnerability Reward Program Rules | Google Bug Hunters

Google Open Source Software Vulnerability Reward Program Rules | Google Bug Hunters

Get an overview of the rules governing the Google VRP and related programs, including what’s in scope and potential reward amounts.

bughunters.google.com
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tokate retweeted
Empero (@EmperoAI) profile picture
Empero
@EmperoAIOct 4
Training your own model shouldn't take a research team. 🍺 Today we're releasing Homebrew, an open agent that brews AI models with you. Tell it what you want and it handles the rest: picking a base model, preparing data, safe parameters and training. github.com/empero-org/homebr…
GitHub - empero-org/brewery-ai: An intuitive console agent to fine-tune AI models with little to no...

GitHub - empero-org/brewery-ai: An intuitive console agent to fine-tune AI models with little to no...

An intuitive console agent to fine-tune AI models with little to no experience required! - empero-org/brewery-ai

github.com
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Axios is reporting that Reflection AI is about to release an extremely capable open weight model expected to compete with the top Chinese open weight ones. Reflection have been paying Elon $150 million a month for compute at Colossus since July, on top of a $1 billion compute deal with Nebius, so a strong model is certainly possible. Sources also told Axios that multiple open source models from other unnamed American labs are also planned to release this month. American OSS Renaissance about to begin? Howard Lutnick has been hoping for something like this for some time, and at one point was reportedly even considering direct government funding to get the ball rolling. The USG wants American open models to compete with Chinese models globally. axios.com/2026/10/04/reflect…
Scoop: A powerful new model from startup Reflection is set to shake up the AI race

Scoop: A powerful new model from startup Reflection is set to shake up the AI race

A new U.S. AI model is set to challenge China and the domestic AI giants.

axios.com
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This is coming. People on the frontier are already using agents to figure this out….
Graham Christensen (@grhmc) profile pictureGraham Christensen
@grhmcOct 2
"vibe coding is awesome, vibe maintaining is horrible, and vibe maintaining someone else’s slop is a nightmare."
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A GNOME developer said it plainly on Friday: don't ban AI from your issue tracker. Even good reports and patches pile up into more review for maintainers. Attention is the scarcity. Tokate leaves it with the maintainer. The owner approves the issue. A patron lends their inference. The owner's checks decide what arrives.
🤖 Made with AI
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Michael Catanzaro, "The era of software quality, or the era of ostriches": blogs.gnome.org/mcatanzaro/2…

The Era of Software Quality, or the Era of Ostriches?

Humans are bad at writing secure code, and GNOME developers are no exception. GNOME is primarily written using unsafe programming languages where simple mistakes in our code lead to devastating...

blogs.gnome.org
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Two invitations. Keep a repo? Approve the work you want done. Patrons bring their own inference. Have spare AI? Donate it. No issues to file. No PRs to invent. The owner decides. tokate.dev
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