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vforno

413karma·78submissions·May 18, 2026
recent activity (78 total)
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Thanks really thanks for support!
2d ago·view thread
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Because everything stays local and latency is tiny, even modest always-on devices can contribute. A few Raspberry Pi 5s, old mini-PCs, or stronger IoT-style boards can each hold and run a handful of e…
2d ago·view thread
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That’s one of the strongest use-cases. On a local network (office, lab, home cluster) the RTT is a few milliseconds instead of 20-50 ms, so the expert-offloading becomes much more practical. You can s…
2d ago·view thread
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Ho thanks for the comment. Verification does not depend on temperature. Expert execution is deterministic (pure matmul). LUMABRI_VERIFY=N re-runs N% of the calls on a second replica and requires byte-…
2d ago·view thread
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Thanks for the support!
2d ago·view thread
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It’s a wonderful world because everyone has their own thoughts on how to handle various situations. I respect your point of view. Thank you very much for your time.
6d ago·view thread
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Thanks for the comment. Extremely clear and detailed. To write this project, I researched a lot about methods and how peers should work compared to a server, as well as security concepts, which certai…
6d ago·view thread
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Actually, no, in this case it would be possible that if other peers in the network give up processing or space you would have a speed that you wouldn't have as a single computer.
6d ago·view thread
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Adding information for this type of project might make the readme seem overloaded with information, but the goal was to show each test and explain it as best as possible. I'll work on it, thank y…
6d ago·view thread
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absolutely controls and other things will be part of everything for this type of project. Thanks for the comment and the goal is definitely to improve it more and more.
6d ago·view thread
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Thanks for this benchmark have you used the last commit? We made some changes from mtp int 4 to much more! If you like, leave an issue so we can work on it! Thank you so much!
1mo ago·view thread
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Yes you can use ./coli chat
1mo ago·view thread
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Thanks for kind words!
1mo ago·view thread
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Maybe some from intel can read and we can try? :)
1mo ago·view thread
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Yes accurate!
1mo ago·view thread
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Really thanks!!
1mo ago·view thread
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Thanks We're working on it!
1mo ago·view thread
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I have a small laptop. If you have more disks available, you could really do some testing. When you have some benchmarks, submit a pull request or issue so we can maybe work on them. We are really hap…
1mo ago·view thread
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We're working on it right now with a pull request that will also arrive for opencode!
1mo ago·view thread
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That's possibly a good idea! We can work on it!
1mo ago·view thread
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Thanks really thanks!
1mo ago·view thread