Suha @suhackerr
Disclaimer: The views expressed here are solely my own and do not reflect the views of my employer or any organization I am or was affiliated with suhacker.ai Joined August 2017-
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We beat Google's quantum circuit again, and we didn't have to forge a proof this time. Today we're releasing trailmix, a toolkit for quantum "kickmix" circuits. It includes 5 new circuits we built for elliptic curve addition, the hardest part of Shor's algorithm.
Obscure Docs: Detect and debug corrupted uploaded documents without opening them - fixing parser failures at scale while preserving Harvey’s security commitments.
Last week we held Harvey Hacks, our internal hackathon. 27 projects total across our 200-person eng team. Wanted to highlight a few hackathon projects:
We partnered with @FireworksAI_HQ to train open-source models for legal. Here's what we found: 1) Hybrid legal agents can beat frontier models on quality and cost by routing selectively to a frontier advisor. We tested a hybrid setup where GLM 5.1 served as the primary worker, routing tasks to Opus 4.7 as an advisor when needed. GLM invoked Opus sparingly, just 0.83 times per task on average. The hybrid setup beat Opus on both quality and cost: 18% all-pass vs 14%, at $368 vs $954 across the same 100 tasks. 2) Post-training can push open models to frontier-level legal performance. On a 100-task slice of our Legal Agent Benchmark (LAB), SFT moved Kimi 2.6's all-pass rate from 11% to 15%, beating Opus' 14%. But the cost gap was even more striking: $84 vs $954 across the same 100 tasks, or ~11x cheaper. We're excited to continue working with @FireworksAI_HQ on the next generation of open-source legal agents.
A common informal usage of torch.compile is to generate Triton code which people then copy paste into their codebase. github.com/meta-pytorch/e… is an experiment to put a nice API around this workflow. Curious to see if it will get any traction!
Check out this awesome work led by @reeselevine and many other great ucsc students! There was so much work to make this run interesting models across many systems! Check it out (and try out the demos in the blog post!)
WebGPU support in llama.cpp is here! Check out our blog post introducing it: reeselevine.github.io/llamas-on-the-… Run local models in your browser, with GPU acceleration. No data leaves your computer! Thanks to everyone who's made this possible, especially @ggerganov
WebGPU support in llama.cpp is here! Check out our blog post introducing it: reeselevine.github.io/llamas-on-the-… Run local models in your browser, with GPU acceleration. No data leaves your computer! Thanks to everyone who's made this possible, especially @ggerganov
probably a good time to revisit this blog.trailofbits.com/2020/05/21/rei…
another day, another universal linux LPE
0e78b6737119a3141e466464ee2748eb84a61750958d0cb5824febbdadd875be poc.c
this is a dirtyfrag variant. PoC and patch: github.com/v12-security/p…
@michaelryan207 @lateinteraction @KnightHennessy congratulations!!
Counterpoint: if you throw a rock in a random direction at Defcon or Blackhat you will hit someone with a blue belt or above in BJJ
This is why you can’t mass produce special operations. The percentage of guys with 130+ IQ who enjoy both books and bar fights is incredibly small.
@dyn___ @anton_chuvakin I think of exploitable vulnerabilities as a natural resource like oil, minerals, etc. There are varying densities of proven reserves in various codebases and "mining" technology improvements make discovering and exploiting deeper vulns viable. They'll just keep getting rarer.
Grateful to @neal_katyal and his @MilbankLaw team for trusting us to help them prep for such an important case. So many great lawyer<>AI collaboration tips in @neal_katyal's Ted talk. Don't parrot the stochastic parrot; stay engaged. Find the human connection.
How does a seasoned Supreme Court lawyer prepare for the biggest case of his life? Using Harvey. Read how Harvey supported @neal_katyal in refining his arguments before the Supreme Court and how we are bringing those tools to law schools with Harvey Moot: harvey.ai/blog/the-supre…
We got a lot of demand for a Tinfoil Rust SDK. In fact, it’s been a TODO post-it on our wall for over a year! The reason it took this long was that we had to implement a Sigstore verifier for client-side supply chain verification and work around the lack of official libraries:
had a jane street interview in 2013 on the way there, i run into a dog. the dog is hurt. i stop to help it but am an hour late to the interview i arrive at the office. the dog is my interviewer. i sigh with relief. surely i'm hired. 'you didn't get the job' the dog says 'reason: ineffective altruism. you failed to realize that arriving on time, earning $500k/year as a junior trader, and donating 10% to shrimp welfare would have prevented approximately 4 million shrimp-hours of suffering. you saved one dog. me. a dog with negligible moral weight relative to the marginal bednet.' i open my mouth. 'also i wasn't hurt. it was a trolley problem. you pulled the wrong lever.' i nod. it is true. dogs are not a givewell top charity. the dog slides a pamphlet across the desk. it says 80,000 hours. 'have you considered earning to give' i start to cry. the dog does not update on this. the dog has read the sequences. 'one more thing,' the dog says. 'the dog you saved. that was also me. i contain multitudes. specifically, i contain a counterfactual in which you arrived on time and we are currently shaking hands. that version of you is now my colleague. he tips well at lunch.' i leave the building. on the sidewalk, another dog is hurt. i keep walking. i have learned. the dog yells after me, 'WRONG. THAT ONE WAS REAL' - written by Claude 4.7 (Adaptive)
Brendan Dolan-Gavitt @moyix
33K Followers 6K Following Building offsec agents: https://t.co/G9EtnC2Gl3 PGP https://t.co/3WXr0RfRkv
Trail of Bits @trailofbits
38K Followers 260 Following We help secure the world’s most targeted organizations and products. We combine security research with an attacker mentality to reduce risk and fortify code.
Miles Brundage @Miles_Brundage
72K Followers 13K Following AI policy researcher, @lfschiavo wife guy, fan of cute animals and sci-fi, executive director of AVERI (https://t.co/qq9xcmKQas), Substacker, views my own
Joshua Saxe @joshua_saxe
3K Followers 1K Following Now: building in stealth. Before: AI+cybersecurity at Meta. Way before: labor / community organizing, classical/jazz piano, hacking scene
Stella Biderman @BlancheMinerva
18K Followers 857 Following Ensuring that tech companies don't have a monopoly on being able to do research on cutting edge AI @AiEleuther. She/her
cts🌸 @gf_256
67K Followers 981 Following founder and hacker @zellic_io @v12sec @pb_ctf yt https://t.co/nlNai6iQCn
Richard Johnson @richinseattle
19K Followers 3K Following Computer Security, Reverse Engineering, and Fuzzing; Training & Publications @ https://t.co/mloVP6rPB7; hacking the planet since 1995; Undercurrents BOFH
vicki @vboykis
58K Followers 1K Following I move vectors to different machines sometimes. Founding ml engineer in recsys/search. building ✨I like Nutella.
Sven Cattell @comathematician
1K Followers 698 Following Founder of @aivillage_dc. Former topologist. I blue team math. 🙂
𝗥𝗬𝗔𝗡 𝗦... @withzombies
3K Followers 1K Following "im not distilled! im not distilled!!", i continue to insist as i slowly shrink and transform into a prompt
Riley Goodside @goodside
211K Followers 3K Following Screenshots of chatbots since 2022. Formerly: Google DeepMind, Scale.
Bobby Filar @filar
2K Followers 1K Following dad. security ai @sublime_sec fmr:@elastic, @endgameinc
Clint Gibler @clintgibler
23K Followers 573 Following 🗡️ Head of Security Research @semgrep 📚 Creator of https://t.co/xwtIAI0CuJ newsletter
Dr. Anton Chuvakin @anton_chuvakin
42K Followers 9K Following Information security - #SIEM, #DFIR, #EDR formerly at Gartner! Now @GoogleCloud Office of the #CISO; host of @CloudSecPodcast https://t.co/VpKtfz8nXG
Rock Stevens @ada95ftw
685 Followers 1K Following Digital security researcher. Former ad model (inadvertantly). PhD in CompSci from @umdcs.
habeeb Adekunle @adekunle_443
144 Followers 335 Following Cyber Security Enthusiast || CYB Student @ OAU || ISC² CC|| MUSLIMHACK FOUNDER||Footballer ||✨وربك على كل شيء قدير ✨
Just Cammy @mcttjohnson
27 Followers 1K Following night owl with morning energy 🦉 always follow back
Spencer Poff @spencerpoff
233 Followers 282 Following
Armaan @mearmaaan
215 Followers 1K Following distributed systems @AntithesisHQ | prev @thalesgroup | Tweets are my own :D
Vasu Nigam @vasungm
335 Followers 3K Following Law, crypto & similarly dull things. Senior Legal Counsel at @wintermute_t. Previously Reg & Policy @BainCapCrypto. Tweets ≠ Legal advice. Views personal.
basil fawlty @lilbacon18
0 Followers 2K Following
Haverly Damon @HaverlyD
5 Followers 69 Following Content marketing | Legal AI | National Parks | Rescue Dogs | No Big Bend Wall
Benjamin Samuels @thebensams
6K Followers 922 Following I like cryptography, long walks on the beach, and novel testing techniques. Engineering Director of the Blockchain team @trailofbits.
Chris Bee @chrisbeetweets
1K Followers 3K Following Building Devplan. Former CTO. ex-Zillow/Uber/Amazon. Dad. Dreamer.
Jules Drean @julesdrean
89 Followers 26 Following Co-founder of Tinfoil. Building news standards for verifiably private AI. MIT PhD in secure hardware and cryptography. Microsoft Research / NVIDIA.
🕊 @sephr
2K Followers 2K Following Goals: Defeat my enemies, optimize resource usage. Enemies: Mortality, hate, ennui. ❤️/🔁//👥 ≠ endorsement. Views are my own. 📨 ~@eligrey.com
Security Reads @securityreads
70 Followers 720 Following
Brian Burns @brian_a_burns
4K Followers 2K Following Recruiter & employee #12 at @harvey. UW ML PhD dropout, started @ai__pub, ran an ML recruiting business.
Michael @michael_chomsky
14K Followers 5K Following https://t.co/wP5OsA9afm • https://t.co/U1VfQ4K0Bq • https://t.co/UPVdiCl5mL • https://t.co/fqOT3A6IgP. Most startup problems can be solved w/ 100M views.
Dque @dquefrn
0 Followers 496 Following
YATA AI | AI Forensic... @YATA_GenAI
743 Followers 5K Following Is it Real or AI? 🪞 YATA AI constantly learns scam tactics to neutralize deepfakes. Our forensics outsmart fraud with instant, high-precision reports.
James Clark @citcsmobile
1K Followers 2K Following randomly working on projects like plotting, 3d printing and laser cutting. also, mental. ISO8601 Enjoyer! 42 Male and Staying that way!
Jawann M. Johnson @JawannMJohnson
209 Followers 1K Following Chicago native with a taste for finance,classical music, tacos,and 🎨 CEO/CFO @dorm_service
Yunus Aydın @aydinnyunuss
992 Followers 1K Following
Jędrzej Maczan @jedmaczan
607 Followers 270 Following ML research / open science @Cohere_Labs / writing @pagedout_zine / contributor @PyTorch / tiny-vllm https://t.co/zM6gQ2LFLj cover art https://t.co/rs0nMCNVCE
Siddhant Khare @Siddhant_K_code
6K Followers 2K Following 23 | Devtools ❤️ | Engineer @ona_hq | Maintainer @OpenFGA, github1s 💚 | Building agent infra & tools | Author of https://t.co/XtUOrCMdZV | opinions are mine
jd @c0kernel
144 Followers 384 Following Interested in books, mathematics, running, rock climbing, and infosec.
Nathan Farlow @0x1337cafe
339 Followers 76 Following
tetsuo.cpp (no slop) @tetsuo_cpp
2K Followers 2K Following Not affiliated with *that* tetsuo. Building compilers for ML hardware. Senior Staff Supreme Engineer. The secret 3rd co-author of the Pi coding agent.
Stanislav Fort @stanislavfort
16K Followers 8K Following Founder & Chief Scientist @Aisle_Inc | AI security | Stanford PhD in AI & Cambridge physics | ex-Anthropic and DeepMind | scientific progress + economic growth
Lylli Petite @72063834
344 Followers 5K Following
Gadi Evron @gadievron
7K Followers 2K Following CEO & Founder, Knostic. CISO-in-Residence for AI, Cloud Security Alliance. Founder @Cymmetria (acquired). Scifi geek, dance teacher. Opinions my own.
Ameen Patel @Ameen_ml
2K Followers 2K Following Inference @PrimeIntellect, prev @togethercompute, @AmazonScience, @uwaterloo
Chris Glaze @chris_m_glaze
1K Followers 4K Following Principal Research Scientist at @SnorkelAI. PhD in computational neuroscience. Previously: @penn @UofMaryland
Peter J. Fry @peterjfry
857 Followers 6K Following infosec, human rights, privacy, tech. https://t.co/9CYxBeBCyB
Andrey Cheptsov @andrey_cheptsov
2K Followers 353 Following @dstackai. AI infra. Previously @JetBrains
Richard @Richardnotme
426 Followers 888 Following Klira AI (Techstars 2025) | Cofounder & CTO Helping AI Teams in healthcare ensure GenAI safety in hours, not months
michael @mkultraWasHere
13 Followers 165 Following AI Research Engineer @dreadnode offensive cyber evals/benchmarks, agent tooling & harnesses, training datasets (opinions are my own)
Aadil Saif @aadi_lsaif
6 Followers 115 Following Security Engineer l Focused on AI and Infrastructure Security l views(mine)
Brendan Dolan-Gavitt @moyix
33K Followers 6K Following Building offsec agents: https://t.co/G9EtnC2Gl3 PGP https://t.co/3WXr0RfRkv
Trail of Bits @trailofbits
38K Followers 260 Following We help secure the world’s most targeted organizations and products. We combine security research with an attacker mentality to reduce risk and fortify code.
François Chollet @fchollet
693K Followers 826 Following Co-founder @ndea. Co-founder @arcprize. Creator of Keras and ARC-AGI. Author of 'Deep Learning with Python'.
Halvar Flake @halvarflake
45K Followers 3K Following Choose disfavour where obedience does not bring honour. I do math. And was once asked by R. Morris Sr. : "For whom?" @[email protected]
Miles Brundage @Miles_Brundage
72K Followers 13K Following AI policy researcher, @lfschiavo wife guy, fan of cute animals and sci-fi, executive director of AVERI (https://t.co/qq9xcmKQas), Substacker, views my own
Edward Raff @EdwardRaffML
2K Followers 683 Following Sr. Director @CrowdStrike. Chair @CamlisOrg. Author of #InsideDeepLearning @ManningBooks & of JSAT Machine Learning library. PhD from & Visiting Prof @UMBC
SwiftOnSecurity @SwiftOnSecurity
410K Followers 9K Following computer security person. former helpdesk.
Joshua Saxe @joshua_saxe
3K Followers 1K Following Now: building in stealth. Before: AI+cybersecurity at Meta. Way before: labor / community organizing, classical/jazz piano, hacking scene
clem 🤗 @ClementDelangue
357K Followers 5K Following Co-founder & CEO @HuggingFace 🤗, the open and collaborative platform for AI builders
Stella Biderman @BlancheMinerva
18K Followers 857 Following Ensuring that tech companies don't have a monopoly on being able to do research on cutting edge AI @AiEleuther. She/her
cts🌸 @gf_256
67K Followers 981 Following founder and hacker @zellic_io @v12sec @pb_ctf yt https://t.co/nlNai6iQCn
Richard Johnson @richinseattle
19K Followers 3K Following Computer Security, Reverse Engineering, and Fuzzing; Training & Publications @ https://t.co/mloVP6rPB7; hacking the planet since 1995; Undercurrents BOFH
vicki @vboykis
58K Followers 1K Following I move vectors to different machines sometimes. Founding ml engineer in recsys/search. building ✨I like Nutella.
Sven Cattell @comathematician
1K Followers 698 Following Founder of @aivillage_dc. Former topologist. I blue team math. 🙂
Julien Chaumond @julien_c
76K Followers 1K Following Co-founder and CTO at @huggingface 🤗. ML/AI for everyone, building products to propel communities fwd. @Stanford + @Polytechnique
👩💻 Paige Bai... @DynamicWebPaige
75K Followers 2K Following ✨ AI should be about empowering humans, building understanding, and making dreams realities. 👩💻 DevX Eng. Lead @GoogleDeepMind ex-@GitHub || views = my own!
𝗥𝗬𝗔𝗡 𝗦... @withzombies
3K Followers 1K Following "im not distilled! im not distilled!!", i continue to insist as i slowly shrink and transform into a prompt
𝕡𝕨𝕟𝕚𝕖 @0day_ninja
2K Followers 676 Following Building things, Breaking things Day-0 to Zero-Day marathon (believe it) my dm here is useless so chat me on my alt: @Aegis_122
Ziyad Edher @ziyadedher
1K Followers 466 Following vibing @anthropicai | ex @asana @google @citsecurities | @uoft | any views you think i have are a figment of your imagination | 🇵🇸🇨🇦
Rock Stevens @ada95ftw
685 Followers 1K Following Digital security researcher. Former ad model (inadvertantly). PhD in CompSci from @umdcs.
Scott Manley @DJSnM
681K Followers 700 Following Internet Rocket Scientist, Gamer, Astronomer, Dad, Scotsman, Pilot. Makes videos about space and science https://t.co/mLfUsogKq5
Reese Levine @reeselevine
284 Followers 252 Following Recreating on public lands. Thinking about computers at UCSC.
Cristofaro Mune @pulsoid
2K Followers 785 Following In between Physics & Computing. Fault Injection, TEEs, IoT & anything else challenging my curiosity. Founder at Raelize (@raelizecom)
joomy @joomy
4K Followers 972 Following researcher @Bloomberg. 📜 somehow a computer doctor. tweets about formal verification, compilers, types, metaprogramming, linguistics. 🇹🇷
Ryan Lopopolo @_lopopolo
6K Followers 1K Following Building the future of work at @OpenAI. As a codex influencer,
Ryan Bahlous-Boldi @RyanBoldi
3K Followers 740 Following PhD @MIT_CSAIL | Continual RL, Open-Endedness, Evolution
Pepe Vila @cgvwzq
2K Followers 1K Following observer. my opinions are not mine and reflect those of your employer.
Brad Spengler @spendergrsec
7K Followers 4 Following President of @opensrcsec, developer of @grsecurity Personal account
V4bel @v4bel
3K Followers 160 Following Independent Vuln. Researcher / Pwn2Own Berlin 2025, 2026 / Google kernelCTF 0-day / Pwnie Awards 2025
Low Level @LowLevelTweets
52K Followers 1K Following 🏴☠️ Cybersecurity Content Creator 🧙 Security Researcher 📺 1M+ YouTube && Twitch Partner // prev: fuzzers & hypervisors @microsoft Business: [email protected]
Spencer Poff @spencerpoff
233 Followers 282 Following
Project Zero Bugs @ProjectZeroBugs
37K Followers 0 Following A bot that posts the latest blog posts and disclosures from Google's Project Zero
quarkslab @quarkslab
12K Followers 13 Following Securing every bit of your data https://t.co/hqdd8jMkYM https://t.co/GOXPtukIXE
Armaan @mearmaaan
215 Followers 1K Following distributed systems @AntithesisHQ | prev @thalesgroup | Tweets are my own :D
Tim Becker @tjbecker
3K Followers 405 Following AI security R&D at @theori_io, @xint_official. LLM vuln research since 2024. Flag capturer at @PlaidCTF. Cryptography enthusiast.
[email protected] @r3tr074
2K Followers 584 Following Security research | https://t.co/SFZNGja5pn | CTF pwn/rev @eltctfbr + @r3kapig | yes, I'm the browser guy
haroon meer @haroonmeer
17K Followers 3K Following Security Geek at Thinkst. We build https://t.co/Sv6Gp3sG6b
David Adrian @dadrian
3K Followers 451 Following Adding value @googlechrome security. Host @scwpod, cofounder of @censysio, cryptography, startups. “Ruthlessly practical". DJB says I’m an NSA plant. Go blue!
Summercon @SummerC0n
4K Followers 61 Following We're America's longest running security conference. Summercon 2026 is July 10-11. Tip your bartender.
Ollie Whitehouse @ollieatnowhere
6K Followers 1K Following CTO @NCSC Former: PortSwigger, Interrupt Labs, NCC Group, BlackBerry, Symantec and Atstake
Haverly Damon @HaverlyD
5 Followers 69 Following Content marketing | Legal AI | National Parks | Rescue Dogs | No Big Bend Wall
Nate @nnwakelam
43K Followers 1K Following
sam4k @sam4k1
3K Followers 583 Following head of vr @bynar_io 🌱 pwning kernels & blogging on os internals
NDIF @ndif_team
526 Followers 0 Following The National Deep Inference Fabric, an NSF-funded computational infrastructure to enable research on large-scale Artificial Intelligence. https://t.co/STsQ707an3
nisedo @nisedo_
4K Followers 2K Following I stare at smart contracts until one of us breaks @trailofbits | @soliditors 🇫🇷
Andy Grant @andywgrant
995 Followers 276 Following Swammer (@stanfordmswim), techie (computer security), husband of @danavollmer, father of Arlen (because of @PVBrett) and Ryker (not because of @StarTrek)
Robin Linus @robin_linus
16K Followers 431 Following Improving Bitcoin scalability, privacy & usability. Creator of https://t.co/k33cIjEKrB, zkCoins, and @ZeroSync_ PhD Candidate at @Stanford
Tinfoil @TinfoilAI
566 Followers 3 Following AI that keeps your data private at all times using secure hardware enclaves. It's fast, powerful, and fully verifiable.
Christos Tzamos @ChristosTzamos
23K Followers 138 Following Founding Researcher at Percepta, Associate Professor at University of Athens, Lead Researcher at Archimedes, MIT PhD
Justin T Chiu @justintchiu
989 Followers 975 Following rl @ https://t.co/MQlSHtuoXf | prev cohere, cornell, harvard, fair










































