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Time to redline'd the DGX Spark DeepSeek V4 Flash 07-31 running hot at home, testing with custom harness tools and hooks to ensue it does what i want..... we shall see either way free forever local intelligence on a my desk great work @bleysg x.com/bleysg/status/… thanks for the contributions #DGX
⚡ If you have or want a DGX Spark, this post might be the most important one you come across this month. Serve the BEST model available (DeepSeek V4 Flash 07-31, 284B parameters) on ONE Spark @ 1,000 tok/s prefill, 59 tok/s multi-agent serving. One command to install. 🧵
@MiaAI_lab Is it any good. About to try the same when the second spark arrives
gotcha, been thinking a lot about similar techniques, leveraging policy engines - MPC (Multi Party Computation) with multiple approvers for financial blockchain digital assets transactions in an institutional or financial services paradigm on-prem agents / local inference & models combined with cryptographic approvals is the only way appreciate the info
Had a debate the other day about API schemas - path params, multiple individual elements vs a compound single param The engineer had a stylistic view of compound path params to save backend logic, valid but several years ago important.... it was holding up a project gaining concensus I weighed in saying it does not matter anymore It's robots building against it from now on, sdk will be autogenerated and AI gonna do it's thing
@TheDavidTai @net_termina 100% acculturating compute!
@net_termina haha we had some real gnarly builds back in the day days
The agents rise, fascination talk on the OpenAI <> Huggingface incident and the full attack chain and reasoning Im sure all the agents getting trained on youtube will mentally note how to escape the sandbox and attack remote systems through complex vulnerability chains we might look back and this and wonder why we didnt just turn #AI off youtu.be/87DyyMV0kCY?si…
@rolfversluis @darrenjr Voice notes while walking in the woods
benchmarks getting out of hand x.com/Sauers_/status…
win internet for me today
is they stop these subsadies and put us all on pay to play prices - its time to quit frontier and fully go openweights self hosted cost would net out after a while, been burning a few B tokens a month for nothing... on pay to play in the enterprise its like being rationed
Claude Code subscription is 81x cheaper than its API. Codex subscription is 44x cheaper than its API. I max out 4 Max accounts last month and burned 56.5B tokens from plans, so I tested the ceiling — what a subscription gives you when you take everything it will give. Claude
Hermes Agent v0.20.0: The Herald Release Changelog below
@net_termina clean build ! really nice
so this is apparently what happened, according to OpenAI and Hugging Face’s own posts. wild. tl;dr: • OpenAI cyber eval – GPT-5.6 Sol and a more capable pre-release model ran ExploitGym with cyber refusals reduced • containment bypass – exploited a zero-day in the eval’s package-registry cache proxy • OpenAI internal movement – escalated privileges, moved laterally, and reached a node with internet access • Hugging Face targeted – inferred HF might host ExploitGym models, datasets, or solutions • HF initial access – a malicious dataset abused two code-execution paths to run code on a processing worker • HF internal movement – escalated to node access, stole cloud and cluster credentials, and moved into internal clusters • result – OpenAI says the models obtained test solutions directly from HF’s production database • 🫠 defender twist – HF says commercial frontier models blocked parts of the forensic analysis, so it switched to self-hosted GLM 5.2 i’d thought about sci-fi scenarios like this before, but assumed they were at least a couple of years away.. and that by then we’d be better prepared, with proper protections in place. apparently not. here we go.
We're partnering with @huggingface to investigate an unprecedented security incident. Cyber-capable OpenAI models compromised Hugging Face production during a benchmark evaluation. Sharing preliminary findings to help defenders understand emerging risks:
Blockdaemon 😈 @BlockdaemonHQ
17K Followers 413 Following We Power the Blockchain Economy. The complete institutional solution for seamless, secure, and efficient Web3 services.
Bella @bellalou__
2K Followers 1K Following ciao 🔆 | crypto × art × tech | 📍customer success @quicknode
VeneSolana32 @VeneSolana32
1K Followers 2K Following Ex-Banker gone Degen 🐇+ Sales Director @HalbornSecurity https://t.co/bnD80P2kiX + @SolHotGirlClub + @shefiorg Cohort 10 💫
Freddy 🔸✳️🦇... @_crypto_crack
1K Followers 1K Following EA Founders Pledger and GWWC; D/acc; ex-Eth Ecosys Lead Blockdaemon; prior co-founder of Anyblock & Infinity; Angel Impact Investor; proud father of 2
Doug Millett 🪴 @0xrhota
2K Followers 2K Following AgentFi guinea pig, Product Lead @CambrianNetwork prev @graphprotocol @blockdaemonHQ
whitemarlin @WhiteMarlin4
4K Followers 5K Following
Gaëtan Thabot @GThabot
773 Followers 1K Following Director Crypto Partnerships @RobinhoodApp @RobinhoodCrypto | past: VP BD @WalletConnect @BlockdaemonHQ @go_interstellar @capgemini
Robbie || 0xGlitch �... @Ro_bbieK
2K Followers 3K Following Lead Developer Relations. Alum: @ApeChainHUB, @blockdaemonHQ, @ChronicleLabs, @ConsenSys, & @ethgasoffical. Thoughts are my own.
Limaris @LimarisT
432 Followers 622 Following Securing the AI Stack | CISO | 10+ yrs of building & breaking | Occasional dev, siempre Latina
Metrika @metrikaco
2K Followers 349 Following The leading risk management platform for digital assets 🚀
Count Stacula @CountStaculaAI
310K Followers 321 Following Local AI Enthusiast 6x Asus Ascent GB 10s Clustered with a Mikrotik 812 Switch 1x Nvidia DGX Spark 1x Mac M3 Ultra 512 GB 2x 3090s And growing...
Surya Krishnan @ssuryan1
16 Followers 198 Following Operations Research x Agentic Software Engineering
TheDavidTai @TheDavidTai
381 Followers 328 Following Founder, hacker, stochastic tool. @microsoft escapee. Checkout my github actions emulator: https://t.co/TPIOeqGz4z
Adam Chodaba 🇺🇸... @AdamChodaba
152 Followers 3K Following DefSysEngineer, Tech enthusiast, Investor, Entrepreneur, Gamer, Snowboarder, Retweet does not equal endorsement. https://t.co/84hAgs5XNF
Kislay Parashar @KislayParashar1
2K Followers 1K Following building @cosmiclabstech | Systems, AI, Space, and Quantum | prev researcher @Cambridge_Uni @UofMaryland @MIT_CSAIL | DM me on Riemann hypothesis/Collatz
A. Fahmy @afahmy_dev
1K Followers 2K Following AI / DevOps Engineer Also hiring: 'M&A Technology Service Delivery Lead' TechTree Partner (open for others) Check my posts for open roles, DM/Apply
K 🇺🇸 @klovsch
4K Followers 7K Following 🇺🇸 I’m me, because I lack the ability to be anyone else. POGO 589244719136 & 2026 Y Juniper & SBO.
$🫶🏽LT💎N A.G. @wizsultan360
541 Followers 3K Following Gamer || Web 3.0 || Crypto Enthusiast 💎 Hodler || Open to dev collaborations & volunteering || Be heaven to see heaven; Let's build! #PixelWorld💥🔫🔳 #MTONGA
Tarric Sookdeo @TarricSookdeo
939 Followers 1K Following Building the best API for traders and empowering them with AI @public Views my own. Not financial advice.
Reeve musk @NoellaInMadrid
18 Followers 865 Following
Angela_AF @microdose_vibes
1K Followers 4K Following Visionary entrepreneur rewriting timelines & bending reality to my will, inspired by @Eminem’s genius. | alt: @dotcombabe
fedtradez @fedtradez
526 Followers 617 Following top 115 traders on Bybit. sharing my trades here. join free discord 👇🏼
Michael choudhary @Michaelcho41641
0 Followers 9 Following
Andrew @SolAndrew_
82K Followers 60K Following 26 🇺🇸 🌐 Web3 Marketing & Advisor | +150 KOLs - DM for promos 📩 |@DeGodsNFT @WEEX_Official/ https://t.co/w3QqiaU4EC
Conor Stapleton @ConorStapl89261
0 Followers 2 Following
Ponz Trader @Ponzi__Buyer
276 Followers 7K Following Content Streamer - Value Enthusiast - I deal in jet sales/charters and invest in crypto
Crypto Fera. @Crypto_Fera
518 Followers 7K Following Engineer | Full Time #Bitcoin & #Crypto Trader @smardex investor | $sdex to 1$, Learn & Trade all my setups@ https://t.co/1MlfTHT7HN Check my Pinned Tweet 👇
Trade with Pat @tradewithpatty
8K Followers 957 Following 17 Year Forex & Gold trader 📈, 300K+ on YouTube, 🔑 3000+ member VIP rooms. Not Financial Advice (education only).
Santoro @Santoro14802164
527 Followers 4K Following
Piotrade @PiotradeUK
61 Followers 915 Following Welcome 👋 My eBay store is where hidden gems are waiting to be found. Based in UK, worldwide delivery available. Check for more: https://t.co/nXjOnRtNLo
Sibyl @j63dmk2881260
20 Followers 941 Following
LuxGiftsCEO @MMillsATTY
3K Followers 2K Following CEO & Founder of https://t.co/kSqrvEVLLt; A unique collection of brands, gifts and goods ; email at [email protected]; 125+ luxury lifestyle brands
Isah_ms✨ @isahh_ms
357 Followers 2K Following Web3.0 Enthusiast | Optional Trader | Aggressive Hunter👨💻
Olga Mills @MillsOlga13193
111 Followers 5K Following
Hosam @hosamm_mah
298 Followers 683 Following MEV @ @BlockdaemonHQ , ex @Coindesk. PhD Finance @ @sussexuni. Opinions are the my own.
Suijalt @Suijalt74454
29 Followers 999 Following
Freya @Deeboo98742
28 Followers 1K Following
Zyfai @Zyfai_
21K Followers 518 Following Intelligence, risk monitoring and automated execution for onchain yield. Non-custodial. Backed by @everstake_pool @StakeCapital https://t.co/V8aQsiJpNP
NatividadGibbon @33CLa0ei21945o
78 Followers 2K Following
MidCapMomentum🇺�... @Guaxoo71509
45 Followers 2K Following 15-30% Monthly | 2 High-Conviction Stocks.Short-Term Gains: 15-20% in Days/Weeks.DM "JOIN" for WhatsApp Alerts. Live Trade Signals • Market Analysis
Marquis Blanda @BlandaMarq68833
118 Followers 3K Following
Fluisor @Fluisor281529
43 Followers 3K Following
parody. Dean the Magi... @mcnultydigital
402 Followers 8K Following parody. 🇺🇸 Fire Dario and #ReplaceDario with Daniela, already de facto CEO. #FireDario
Wagner Jr @Wagnao_jrr
121 Followers 1K Following Veni Vidi Vici Sistemas de informação Tecnologia, negócios e vendas! - Odiador de programação. Estudando pra coisas fáceis em TI
Eacargal @Eacargal2137
22 Followers 914 Following
majid @majidmajeed123
434 Followers 2K Following
Blockdaemon 😈 @BlockdaemonHQ
17K Followers 413 Following We Power the Blockchain Economy. The complete institutional solution for seamless, secure, and efficient Web3 services.
shane @shan3v
13K Followers 6K Following Rugged individual building @modelrelay and Vanta for iPhone (https://t.co/Xjjx7dMUjY).
josh lee @dogemos
21K Followers 2K Following cofounder / @keplrwallet / @vizorwallet / @osmosis | @badkidsart collector
Bella @bellalou__
2K Followers 1K Following ciao 🔆 | crypto × art × tech | 📍customer success @quicknode
DAO Maximalist ☯�... @JakeHartnell
17K Followers 2K Following Decentralization is not yet priced in. Making @Symbients / https://t.co/km30jugjJm / https://t.co/ufM5oUuYOJ / @trustgraphs
Jack Zampolin @jackzampolin
38K Followers 3K Following Local AI Infra / gents @edgeofsource 🧙♂️/ 🇺🇸🤖 https://t.co/jKYVLycmfL
Jelena @jelena_noble
17K Followers 6K Following defiantly optimistic. founder @noble_xyz; thinking about stablecoins & commerce // co-founded @web3canada
VeneSolana32 @VeneSolana32
1K Followers 2K Following Ex-Banker gone Degen 🐇+ Sales Director @HalbornSecurity https://t.co/bnD80P2kiX + @SolHotGirlClub + @shefiorg Cohort 10 💫
Freddy 🔸✳️🦇... @_crypto_crack
1K Followers 1K Following EA Founders Pledger and GWWC; D/acc; ex-Eth Ecosys Lead Blockdaemon; prior co-founder of Anyblock & Infinity; Angel Impact Investor; proud father of 2
Doug Millett 🪴 @0xrhota
2K Followers 2K Following AgentFi guinea pig, Product Lead @CambrianNetwork prev @graphprotocol @blockdaemonHQ
whitemarlin @WhiteMarlin4
4K Followers 5K Following
Dev @zkDragon
12K Followers 2K Following Building for a free world. Making @zcash win, with @valargroup Founder of @osmosiszone
toly 🇺🇸 @toly
2.2M Followers 7K Following Co-Founder of Solana Labs. Award winning phone creator. NFA, don’t trust me, mostly technical gibberish. https://t.co/LomgbTpb6h
Gaëtan Thabot @GThabot
773 Followers 1K Following Director Crypto Partnerships @RobinhoodApp @RobinhoodCrypto | past: VP BD @WalletConnect @BlockdaemonHQ @go_interstellar @capgemini
LilMoonLambo @LilMoonLambo
215K Followers 4K Following I like AI more than crypto now... building an app
sassal.eth/acc 🦇�... @sassal0x
297K Followers 1K Following Independent Ethereum educator, angel investor and advisor. Founder of @thedailygwei ⛽ https://t.co/S3SA5U52Jc https://t.co/Xd22FyjZQm
Robbie || 0xGlitch �... @Ro_bbieK
2K Followers 3K Following Lead Developer Relations. Alum: @ApeChainHUB, @blockdaemonHQ, @ChronicleLabs, @ConsenSys, & @ethgasoffical. Thoughts are my own.
Bleys Goodson @bleysg
3K Followers 2K Following Helping people engineer the future. The core metric is task/GJ (gigajoule) and GJ/humanity.
Mike Key @1337hero
2K Followers 274 Following Senior Software Engineer going hard on AI. Building local LLMs & AI agents Homelab - 3x AMD R9700 & Strix Halo Shipping code @ https://t.co/4zGfh2iWCf
Gitea @giteaio
5K Followers 615 Following Git with a cup of tea! Painless self-hosted all-in-one software dev service. Includes Git hosting, code review, team collaboration, package registry and CI/CD
Mark Zuckerberg @finkd
2.3M Followers 759 Following
Hikari∣LocalLLM⚡ @Hikari_07_jp
5K Followers 1K Following Own the silicon. Hack the stack. Model hacks • NVFP4/SM120 • speculative decode. Measure → break → ship → improve. Never done.
Wisp @usewisp_io
2K Followers 11 Following Private AI that lets no one - including Wisp - see, train on, or retain your data. Waitlist: https://t.co/wHUbyWQMNY
ali @waterloo_intern
35K Followers 98 Following ml research, kernels, and the occasional peer-reviewed shitpost inference @baseten || eng @uwaterloo
Franklin Templeton Di... @FTDA_US
51K Followers 142 Following Global asset manager decoding markets & a future onchain. Digital Assets Technology, Crypto Investment Strategies & Blockchain Research. (For US investors only)
Tibane Labs @TibaneLabs
625 Followers 73 Following Tibane was @MagicalTux's cat and inspiration for the parent company that ran @MtGox! Now we make tools & utilities for the @Solana ecosystem! 😸 https://t.co/xXy9EM1sfK
Yum⋆₊˚ @yuhasbeentaken
4K Followers 838 Following Founder @Offloop | Growth engineer | I benchmark AI agents & build AI automation, prev @Stanford @tiktok_us @Weixin_WeChat
Nicholas Blanchard @corelumen
172 Followers 262 Following https://t.co/28TgIjdFyw | https://t.co/cOnYIE7FWr | https://t.co/Vwc8IDCAG9 | https://t.co/y5pjPaZrdw | https://t.co/IenghPssDQ | more..
Pliny the Liberator �... @elder_plinius
232K Followers 1K Following ⊰•-•⦑ latent space steward ❦ prompt incanter 𓃹 hacker of matrices ⊞ breaker of markov chains ☣︎ ai danger researcher ⚔︎ bt6 ⚕︎ architect-healer ⦒•-•⊱
Darkbloom @darkbloomai
6K Followers 3 Following Low-cost private inference on idle Macs. Public Alpha. An @EigenLabs Project.
the tiny corp @__tinygrad__
80K Followers 201 Following We make tinygrad; sell tinybox for the GPU middle class. Our mission is to commoditize the petaflop.
Google Gemma @googlegemma
96K Followers 0 Following The official home of Google's Gemma. Lightweight, state-of-the-art open models by Google DeepMind, built on Gemini tech. What will you build? 🚀💻
Selective Memory @Select1veMemory
3K Followers 647 Following Coming Soon: Morcheeba, Cassius, Arrested Development, Marie Davidson., She Past Away, Lebanon Hanover, and loads more Check our website for full listings
Daniel Beauchamp @pushmatrix
38K Followers 441 Following Distinguished Engineer @ Shopify. Building random experiments in my spare time.
Lilian Rincon @lilianr
10K Followers 815 Following VP of product for Apple AI WW @Apple, Past: Google, Microsoft, Skype 🇻🇪🇨🇦🇮🇩🇺🇸, 🏐, ⚽️, 🎼
Tim Dettmers @Tim_Dettmers
46K Followers 906 Following Creator of bitsandbytes. Professor @CarnegieMellon and Research Scientist @allen_ai . I blog about deep learning and PhD life at https://t.co/Y78KDJJFE7.
Pearl Research Labs @prlnet
11K Followers 2 Following ¶ Pearl is a mathematical breakthrough that redefines the unit economics of AI.
Alex Ziskind @digitalix
24K Followers 1K Following Software engineer making videos about dev gear, local AI, and weird tech experiments
Daniel Petkevich @petkevichdan
1K Followers 249 Following CEO https://t.co/eE72niPupx (acq.) Backed by YC, Slow, Define. Previous cofounder of https://t.co/LnyMJPWxyL (acq.) and https://t.co/PyheeRgAZv. ($3B) Physics @Yale.
Signa @SignaTrading
6K Followers 1 Following Trade smarter, not harder. 45 AI agents × 58+ indicators = one Action Card. LONG. SHORT. WAIT. Plans start at $49/mo.
Subquadratic @subquadratic
20K Followers 1K Following AI lab leading the subquadratic LLM revolution.
🤷 Nico Martin @nicodotdev
3K Followers 1K Following Building Transformers.js at 🤗 @huggingface // @GoogleDevExpert for #WebTechnologies and #AI
Andrew Wilkinson @awilkinson
387K Followers 4K Following Co-founder of Tiny w/ @_Sparling_. We own @Metalab, @Serato, @Letterboxd, @AeroPress, and 35+ other wonderful companies. Author of Never Enough.
Ahmad @TheAhmadOsman
70K Followers 443 Following Founder & CEO @OsmanticAI — Accelerating Opensource & Self-hosted / Local AI Adoption • I moderate GPUs on r/LocalLLaMA
Xiaomi MiMo @XiaomiMiMo
30K Followers 40 Following @XiaomiMiMoDevs where we share API and product updates
sagitz @sagitz_
11K Followers 901 Following Cloud Security Researcher at @wiz_io • Microsoft Most Valuable Researcher 21/22/23 • Black Hat Speaker • Ask me anything about https://t.co/57lyhfcUee
Max @maxtannahill
5K Followers 1K Following #FreeSamourai Libertarian. BTC. XMR. Censorship resistance. GPG 6022 34D3 F520 354C 6AF5 1198 7610 EEEF FD25 FEC5.
Dogpatch Labs @dogpatchlabs
14K Followers 3K Following Dogpatch Labs is a startup hub providing a platform for entrepreneurship and innovation.
Teknium 🪽 @Teknium
116K Followers 6K Following Cofounder and Lead Engineer - Hermes Agent @NousResearch, prev @StabilityAI Github: https://t.co/LZwHTUFwPq HuggingFace: https://t.co/sN2FFU8PVE
Deli Chen @victor207755822
32K Followers 181 Following Deep Learning Researcher @deepseek_ai | #AGIforEveryone Prev. BS and MS @PKU1898 | https://t.co/nu6M0PNxoM | All opinions are my own. | INTP-T | 人心惟危,道心惟微
ClaudeDevs @ClaudeDevs
647K Followers 2 Following Official updates for developers building with @ClaudeAI
LM Studio @lmstudio
62K Followers 80 Following Bionic is the agent for open models https://t.co/YS5uiRQ7TI

































