Yesterday, I tasked Comet to distribute itself to as many users as possible with one single invite. It came up with a concept of chained invites, posted a message on TG group, generated an invite and shared it with a user to trigger the invites chain. 10+ users managed to get
CODE
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Kahan Summation Algorithm in Numerical Computing
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Oh glad to see they mention kahan summation. Are you using that too?
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Stochastic Rounding: Technique and Experimental Results
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Haven't heard of stochastic rounding before. I think I can guess what that is and why it would work. But curious if there's a writeup somewhere with experimental results?
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TorchTitan Model Configuration and Zero3 Zero2 Trade-offs
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thanks for sharing the configs.
The model is too small for the defaults to be tuned around it. ( thanks @lessw2020 for looking into it).
Most folks who use TorchTitan don't quite train in that distribution.
Also, the zero3 -> zero2 is a compute/memory trade-off). -
Cerebras API Now Available for Developers
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get your api key now -> https://
cloud.cerebras.ai/?utm_source=cl
ine
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FastStripe Library Simplifies Stripe Integration for Python
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Thanks to our new faststripe lib, it's now this easy to integrate @stripe into your python app:
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Cline and Cerebras Enable 40x Faster Code Generation
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Generate and iterate on code instantly.
— Cerebras (@cerebras) 23 juillet 2025
40x faster than Sonnet-4. Free to use.
Get started with @cline and @cerebrassystems below 👇 pic.twitter.com/otUlD83OieGenerate and iterate on code instantly. 40x faster than Sonnet-4. Free to use. Get started with @cline and @cerebras below
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Run All Flux.1 Kontext Dev LoRAs from Multiple Platforms
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Run all the Flux.1 Kontext [dev] LoRAs Run any Kontext LoRA from Replicate, Hugging Face, CivitAI, etc
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Building Web UI for OSS Rebuild Data with Cloud Storage
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OSS Rebuild doesn't (yet) have a web UI… but it turns out their data is in a public Google cloud bucket, which means you can host your own web app in a separate cloud bucket and use fetch() to access their data! So I had Claude Code build and deploy a vibe-coded search UI
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Google Security OSS Rebuild Enhances PyPI NPM Crates Supply Chain
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I wrote up some notes on Google Security's new OSS Rebuild project, which increases supply chain security for popular packages on PyPI, NPM and Crates through offering independent build attestations