-
Tweets43K
-
Followers2K
-
Following6K
-
Likes20K
谷歌 TPU 软件工程师 Patrick Toulme 指出，外界对 GLM 5.2 靠蒸馏追平 Opus 的说法存在误解。大模型在智能体编码任务上的训练难点在于「零梯度困境」，即模型早期若无法产生正确运行路径，强化学习便无法获得梯度信号来启动参数更新。蒸馏 Claude 或 GPT-5.5 的作用，仅仅是在冷启动阶段提供种子解答以绕过零梯度困境。 一旦模型跨过冷启动门槛，后续的性能爬升将不再依赖蒸馏，而是完全依靠强化学习的爬山算法进行自我演化。Toulme 强调，GLM 5.2 已经具备独立产生成功路径的能力，完全可以通过强化学习自主迭代到更高级别，彻底摆脱对美国大模型的依赖。
There’s a big misconception about how GLM 5.2 was trained. Yes, they distilled Claude and GPT 5.5 — but distillation is not how they matched Opus quality. Distillation only fixed the cold start problem in RL. RLing an agentic coding model isn’t rocket science. In simplified
important context: Fugu is an orchestrator. if you read the blog post, it’s basically a multi-agent system trained to route and coordinate a pool of other llms. that’s collective intelligence boosting the score, which probably means it’s calling the same frontier models it’s being compared against, like gpt-5.5 and opus.
Introducing Sakana Fugu: A full multi-agent orchestration system accessible via a single model API. Our ‘Fugu Ultra’ model matches the performance of Fable and Mythos, delivering frontier capability without the risk of export controls. Try it: sakana.ai/fugu 🐡
mythos class model btw
Introducing Sakana Fugu: A full multi-agent orchestration system accessible via a single model API. Our ‘Fugu Ultra’ model matches the performance of Fable and Mythos, delivering frontier capability without the risk of export controls. Try it: sakana.ai/fugu 🐡
literal large language model
claude fable being PURPOSELY bad in frontier llm development for other folks to not catch up is so anthropic coded
here’s the research blog machinelearning.apple.com/research/intro…
> apple has shipped a 20B parameter on-device model. > you can't fit 20B params in RAM at reasonable precision, so they improved the architecture. > a small model predicts which experts to load from NAND to RAM per query. unlike typical MoE, experts don't switch every token.
The technical details behind Apple Foundation Models are worth a read: machinelearning.apple.com/research/intro…
if you're still prompting coding agents directly you're falling behind. you need an agent that infers the task from your cursor hovering over a file for 12 seconds and then over engineers it
if you’re still writing loops that prompt coding agents you’re falling behind. you need to build a meta agent that infers what loops you would have wanted based on your vibe and then write those loops
i’m just glad iOS 27 has many performance improvements
this is the kind of AI infra update that actually matters lol huawei just open sourced KVarN: 3-5x KV cache compression, plugs into vLLM with one flag, and claims speedups instead of the usual quantization tax If it holds up, longer-context local LLMs get a lot cheaper. need to start experimenting with it
ok so apparently designing loops not prompts is the new thing a useful coding loop is: prompt agent → inspect diff → run verifier → decide continue/retry/stop → save output > the loop is plumbing. > the skill inside the loop is the asset. vague loops burn tokens. verified loops compound.
@andrelandgraf @rauchg This is so cool Andre! Love this
@TheIshanGoswami built tokenleak and timemachinesdk !!! x.com/devaxsha/statu…
Just release v2 of Tokenleak, with a total overhaul using opentui and Solid.js Now with cursor integration too monitor your tokens with an even better interface!
@sdand sick work! curious to know how you’ve scraped your twitter home feed. Is it via the official api?
@donnfelker just reverse prompting, give a brief prompt to chatgpt/gemini to give you a prompt for generating an image that does xyz and make it as detailed as possible and many a times it’d make an amazing prompt
gpt 5.5 high been oneshotting a lot of whatever i throw at it im struggling to get used to this paradigm shift where I don’t double check its output
Breaking: The results of Mythos’s audit of the Rust standard library have been leaked github.com/Swival/securit…
Vitto Rivabella @VittoStack
127K Followers 506 Following AI at @ethereumfndn | Ex @Cyfrin and @Alchemy | Created @cyfrinupdraft and @AlchemyLearn | Robotics | Prompts enchanter
Santiago @svpino
452K Followers 567 Following Computer scientist. I teach hard-core AI/ML Engineering at https://t.co/THCAAZcBMu. YouTube: https://t.co/pROi08OZYJ
Patrick Collins @PatrickAlphaC
113K Followers 5K Following Co-founder of 🛡️@cyfrin | 🟪 @soloditofficial | 🦅 @codehawks | 🎓 @cyfrinupdraft | ⚔️ @battlechain
Alexa | Startup found... @alexabelonix
23K Followers 14K Following building my startup life in public | @xcloserhq @belonixhq | startups, X growth, AI tools, founder discipline | for ambitious founders
Kavya R @Kavia1d
0 Followers 3 Following
Diego Aud @dieaud91
588 Followers 507 Following Biologist & Nutritionist 🧬 | AI Enthusiast 🤖 | Exploring the intersection of biology and AI. Sharing insights on #AI, #Biotech, #Futureofwork
Matt Mazur @mhmazur
5K Followers 7K Following Founder https://t.co/b4R1fyjaLn (frontier research explorer) & https://t.co/7Vt8cKVIo1 (AI timeline maker). Ex data lead @HelpScout, engineer @Automattic, captain @USAirForce.
Deepak Verma @whoizverma
6 Followers 43 Following
Maximilian Thomas Ham... @MaximilianHamm6
693 Followers 7K Following I love researching and creating (intangible) things, mostly in mathematical optimization, foundations of mathematics and computing, AI, physics, theoretical CS
Sengun @benjitusk
120 Followers 183 Following i just know a lot | MIT, Forbes 30u30 | politics | tech | sports bot follow = block
__hacktap__ @__hacktap__
86 Followers 462 Following
Zach @ZacharyGoldman_
276 Followers 1K Following Give temp access to a signed in version of your product w/ an agentic demo. https://t.co/gneM1HHoot @southpkcommons F25 | @joinodf '26 | ex-Microsoft AI
TeaAndNotTea @tea_and_not_tea
1 Followers 81 Following
cloudpeers @cloudpeers
230 Followers 5K Following intelligent, real-time services across connected peers
yought @tatakaita
1 Followers 28 Following
BD. Bulit Raja @alomgir4123
10 Followers 227 Following
$inventory/Okhale @Okhale9
58 Followers 510 Following Am a gentle boy likes having fun , loves football and play football
Glucksberg @no_coinor
375 Followers 2K Following Professional vibe coder and OSS donatoor Openclaw-tributor 🦞 Top #50 Building https://t.co/rfLme53Pnz https://t.co/aEh46ILqE4 https://t.co/sa35WJQJUn
Anon Tech Enjoyer @anontechenjoyer
0 Followers 31 Following
Blendi @BlendiByl
3K Followers 817 Following eng @fal | prev co-founder @remade_ai (acq by @fal) | cambridge 24
Shaunak @shaunakinamdar
146 Followers 348 Following Building https://t.co/K6rNoIA6hF | I write essays about AI and other things https://t.co/HO3qfO8KDY
Moe @MoeCanDoIt
7K Followers 6K Following Built and led tech teams globally. Now I build AI solutions, advise on AI/tech, and call it like I see it. Building @opencrust 🦀. MSc AI @LivUni 🇨🇦 in 🇦🇪
jester @jestermolecule
235 Followers 3K Following a b c d e f g, this is why you should never ever fuck with me
Satyam Shubham @itsflash10
3K Followers 372 Following Developer | Open Source 👨🏻💻 🎮 React Native 📱 ItsFlash10 ⚡️
Uriel Sefu @UrielSefu
5 Followers 817 Following
Elias @1111Elias1111
85 Followers 677 Following
Muhammad @Muhd26001
1 Followers 61 Following
sunny @sun_dee_p
102 Followers 2K Following COO/President GroqInc E prev (co-f definitiveio acq. by groq, co-f autonomic acq. byford, and co-f xtreme labs acq. by pivotal/ vmware)
Csaba Kissi @csaba_kissi
255K Followers 1K Following Coding Dinosaur • Entrepreneur • 200 projects • DM for collabs ⬜⬜⬜⬜⬜⬜⬜⬜ - Building https://t.co/4CVkHWnYEy to $4k MRR
Vitto Rivabella @VittoStack
127K Followers 506 Following AI at @ethereumfndn | Ex @Cyfrin and @Alchemy | Created @cyfrinupdraft and @AlchemyLearn | Robotics | Prompts enchanter
vitalik.eth @VitalikButerin
6.8M Followers 547 Following I choose balance. First-level balance. mi pinxe lo crino tcati https://t.co/gCQrmCby7P
Francesco Ciulla @FrancescoCiull4
211K Followers 493 Following - Head of DevRel Engineer at https://t.co/t5PMw0nLYM - Software Developer - Rust, Docker, Web Dev - Docker Captain - Keynote Speaker - Building a 1M community...66%
Oliver Jumpertz @oliverjumpertz
118K Followers 472 Following The Educated Software Engineer | Writing over @ https://t.co/EVIvqJCm8q | YouTube @ https://t.co/Wucct0uW1H
Danny Thompson @DThompsonDev
301K Followers 3K Following Senior Developer Advocate at Atlassian | Co-Host of The Programming Podcast | I've helped 1000s of people land jobs in tech |
Sahil Bloom @SahilBloom
1.2M Followers 446 Following NYT Bestselling Author of The 5 Types of Wealth. Founder of Wild Roman. Gave up a grand slam on ESPN in 2012 and still waiting for it to land.
Marko Denic @denicmarko
268K Followers 386 Following Software Engineer - Content Creator - Community Builder - Let's grow together → https://t.co/rSwUHtCUFL
freeCodeCamp.org @freeCodeCamp
1.2M Followers 159 Following We're a community of millions of people who are building new skills and getting new jobs together. A 501(c)(3) public charity. Tweets by @abbeyrenn.
Santiago @svpino
452K Followers 567 Following Computer scientist. I teach hard-core AI/ML Engineering at https://t.co/THCAAZcBMu. YouTube: https://t.co/pROi08OZYJ
Patrick Collins @PatrickAlphaC
113K Followers 5K Following Co-founder of 🛡️@cyfrin | 🟪 @soloditofficial | 🦅 @codehawks | 🎓 @cyfrinupdraft | ⚔️ @battlechain
Harsh Makadia @MakadiaHarsh
230K Followers 728 Following MVPs & AI Automation at mach speed. Helping founders ship faster than they can pitch. Founder https://t.co/KnKHlRawx3, https://t.co/FHMNUJ3oB0
Eddie Jaoude | DevRel... @eddiejaoude
206K Followers 3K Following 🌏 Digital Nomad 🇬🇧🇵🇹🇹🇭 ⭐️ GitHub Star of the Year | 👨🏫 GitHub Top Teacher Award 🤓 Developer Advocate @paypaldev 🎙️ Views expressed are my own
Brad Traversy @traversymedia
360K Followers 654 Following Full Stack Web Developer & Educator. - Check out all of my courses at https://t.co/F56FYSu1Sq - Sign up for early access at our new platform https://t.co/Af4fqM0Ct7
George Moller @_georgemoller
119K Followers 853 Following Staff Front End Engineer @shopify. Learning, building, and sharing my journey.
Kacie Ahmed @kacieahmed
70K Followers 1K Following at the frontier of human + AI learning design. working on @buildanythingso | prev @ethereumfndn
albert @thatguyintech
39K Followers 557 Following Automating manual work for insurance brokerages @ Fulcrum, prev. DeForm/Megaphone acq., Alchemy, Samsara
Andrew Curran @AndrewCurran_
64K Followers 18K Following 🏰 - I write about AI, mostly. Expect some strange sights.
The Timeless Traveler @TimelessTrvlr
366K Followers 153 Following A digital time machine that takes you to unique places and shares unforgettable stories. Our goal is to open your mind and inspire your travels.
Oxidative State @oxidativestate
11K Followers 103 Following Own your health. “Over the oxygen supply of the body carbon dioxide spreads its protecting wings” F.miescher
Dean McKee @deanmckee757
171 Followers 277 Following Currently building representation learning systems (mostly JEPA) and agentic harnesses.
Nathan Lambert @natolambert
91K Followers 919 Following Open model research @ something new. Prev. co-led Olmo at Ai2. Contact via email. Writes @interconnectsai Wrote The RLHF Book, 🏔️🏃♂️
BridgeMind @bridgemindai
41K Followers 5 Following The home of the vibe coding movement. Founded by @matthewmillerai. 87K+ on YouTube. Building to $1M in public. https://t.co/wRtHrQMXKA
Seve @seveibar
5K Followers 5K Following founder https://t.co/UumwaBg3CF (we're hiring!), AI must create electronics. https://t.co/CmXXav93uj podcast host, founding CTO https://t.co/kbabWthGkJ,❤️open-source. Author https://t.co/jj9o1UMpWk
Kimi Developers @KimiDevs
59K Followers 1 Following The official Kimi account for developers building with Kimi Code and the Kimi API.
Teslaconomics @Teslaconomics
502K Followers 224 Following I post my conscious thoughts w/ the world, live to the fullest, keep things simple, truthful & filter the noise. Long-term investor in Tesla, SpaceX, xAI/X.
Chuck Cook @ChuckCook
77K Followers 2K Following Dad, USNavy CDR S3 Viking, A321 Captain, OG FSDβ, @NavalAcademy Aero Engr, Developer, Arborist, Beekeeper, Aquaponics, Keto Coach - https://t.co/G841drcL9G
Teslascope @teslascope
75K Followers 146 Following A complete view of everything about your Tesla vehicle. We are the worldwide drivers' platform and highly rated vehicle companion. 🚘 Not affiliated with Tesla.
vincent @SPCX100T
245K Followers 279 Following
The Limiting Factor @LimitingThe
60K Followers 1K Following Humanity is a project. What's holding us back today? https://t.co/hN3JngjtC6
stevenmarkryan @stevenmarkryan
444K Followers 141 Following ► Daily videos for $TSLA investors 📈 ► Content for fans of common sense ► Want early access? Subscribe on X ► aka "Solving The Money Problem". ► I read my DMs
Clive Chan @itsclivetime
28K Followers 3K Following perplexity per picojoule @anthropicai // prev jalapeno @openai, dojo @tesla
DRONEFORGE @droneforge
8K Followers 0 Following Building the intelligence layer for everyday drones. Nimbus adds object tracking, repeatable routes, and programmable autonomy. Starting at $159!
Trade Whisperer @TradexWhisperer
138K Followers 156 Following Published $MU Bargain Thesis at $62. $PLTR $21. $RKLB $10. $SNDK $214. Memory Engineer. Data Scientist. Founder of Blue Pink Candles. Masters 🎓 @UofIllinois
AltStore.io @altstoreio
97K Followers 6 Following A home for apps that push the boundaries of iOS — no jailbreak required. By @rileytestut @shanegillio Now on Mastodon! https://t.co/0UKkB0elyh
Paul Solt @PaulSolt
18K Followers 3K Following Building iOS & macOS apps using AI agents (Codex) What works • what breaks • why • ex GoPro, Apple, Microsoft ☕️@BrewCoffeeApp
Wulfie Bain @wulfie_bain_
5K Followers 150 Following @OpenAI Applied AI International Lead, Startups. Prev CTO/founder, @BCG, @UniofOxford. Small sparks ✨ & just working things out
Nous Research @NousResearch
224K Followers 27 Following A bunch of nerds making progress toward open source AI https://t.co/vrD0aDJeto
Jiayi Weng @Trinkle23897
12K Followers 187 Following MTS @openai, author of the entire post-training RL infra, core contributor of ChatGPT/GPT4/GPT4o etc. 30U30
owockai @owocki
134K Followers 4K Following ontological frontier cartographer @ @gitcoin i spin bits 4 fun & profit, watch out for my megabyte
Evan Van Ness @evan_van_ness
132K Followers 605 Following I choose winning. First-level winning. 🧉 maximalist. Ex @ethereum/@ethereumfndn
Lefteris Karapetsas @LefterisJP
73K Followers 812 Following Founder of @rotkiapp🐦, the portfolio tracker that protects your privacy. #Berlin. University of Tokyo graduate. Marathon runner. #ethereum developer. #birding
joseph.eth @josephdelong
85K Followers 2K Following CEO @colossuspay, prev CTO @sushiswap, @ethereum Core Dev @ConsenSys, @USAirforce (crow)
anthony @agray1205
3K Followers 2K Following building @sharexyz | prev @uniswap @geniexyz @edfrenewablesNA
Uniswap @Uniswap
1.5M Followers 156 Following The largest onchain marketplace. Buy and sell crypto on Ethereum and 18+ other chains.
Scott @Scott_eth
22K Followers 4K Following founder @sharexyz, polymarket's social trading app founded @geniexyz (acquired by @uniswap)
Ian Lapham @ianlapham
6K Followers 2K Following building @fomo, prev @uniswap | long-tail technologist
Tom Brown @NotTomBrown
28K Followers 433 Following Co-founder and Chief Compute Officer @AnthropicAI
Insiderwave @insiderwave_
180K Followers 1 Following The only app that shows you REAL data on politicians’ portfolios.
Diego Aud @dieaud91
588 Followers 507 Following Biologist & Nutritionist 🧬 | AI Enthusiast 🤖 | Exploring the intersection of biology and AI. Sharing insights on #AI, #Biotech, #Futureofwork
The Assembly @InTheAssembly
507K Followers 3 Following Macro analysis, market structure, and the trades nobody else is showing you. Access closed. Not financial advice.
SemiAnalysis @SemiAnalysis_
120K Followers 27 FollowingYou might like
