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Perplexity’s agents are running ads better than ad agencies for business owners.

If you are working on tools and agents to do security agents, I would love to talk to you. We have something very cool cooking. Pls dm.

It is now table stakes to be running a 24/7 process of scanning for vulnerabilities and attempting to self-pwn your software/infra. This will be a compliance requirement for any business doing business with others.

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Kimi-K3.1-Pro by Moonshot AI: interesting facts It's huge, and sparse • It has 2.8T total parameters, but only 104B are active per token. • Along with Kimi-K3, it's the largest real model release on the Hub. The next biggest are Qwen3.8-2.4T and DeepSeek-V4-Pro (1.6T). • It has 896 experts and sends each token to 16 of them. (DeepSeek-V4-Pro has 2 times less and Mistral-Large-4 has 7 times less) Clever attention for a 1M-token context • Most of its 93 layers use linear attention (KDA). Every 4th layer uses DeepSeek-style sparse attention, which only looks at the top 2048 tokens. • This is how it handles a 1M-token context (the same as the other frontier open models) • It uses a custom activation called SiTU-GLU and has a 401M-parameter vision encoder (MoonViT-V2), so it takes both text and images. Small on disk for its size • It was trained to run in 4-bit (MXFP4), so the whole repo is only ~1.56 TB. • Stored in regular BF16 it would be about 5.6 TB(!) Benchmarks (from the model card) • It goes back and forth with Claude Opus 5.5 and GPT-6 Astra. It's top of the card's table on BrowseComp (92.1), HLE with tools (70.0) and SWE Marathon (51.7). • It's weaker on pure reasoning without tools and on cyber security. • Moonshot ran most of their own coding evals using the Claude Code harness. License (a modified MIT) • It's free to use, modify and redistribute. • API businesses making over $20M a year need a deal with Moonshot. • Products with over 100M monthly users or over $20M monthly revenue must display "Kimi K3.1-Pro". On the Hub • It went public about 1.5 hours ago and already has 214 likes, about 9× Kimi-K3's first hour. It's #19 on the trending list. • It isn't gated, but loading it in transformers requires "trust_remote_code"

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your daily dose of open source robotic cuteness

国庆前，我跟部分群友提议，我们错峰出行，大家出门时，我们待在家里上站。 国庆期间，我自己也没出门，带着大家一起上站，同时每天同步最新信息和经验到社群里。 于是社群里国庆期间出单的越来越多了，10 月 6 日，我做了一个决定，#哥飞国庆大撒币 https://x.com/gefei55/status/2107455361389334827 只要在 9 月 28 日至 10 月 8 日期间上站出了单的群友，按照订单数量，每一单我奖励 100 元，每个人封顶 2000 元。 今天，结果出来了，总共有 45 位群友，拿到了我的 4.86 万元奖金。 其中拿到了 2000 元的居然有 15 位。 前 24 名拿到了 1000 元以上奖励。 鼓励大家多多上站赚美金，哥飞是真的很认真在做的。 从2023 年 10 月开始（有可能更早），我们就搞了每个月一次的新词新站比赛，也是为了鼓励大家根据所学习到的知识，多多实践，多多上站。 后来社群里成长起来的一批大手子，早期都积极参与了多次新词新站比赛。 SEO 是一门特别注重实践的手艺活，我相信，多多上站，多多练习，多多复盘，多多总结，是可以让大家真正练出来的。 这里查看完整奖励名单 https://new.web.cafe/ask/bounty/x83dttsuu7