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Some quick benchmarks of LongCat-Flash-Chat on M3 Ultra 80 core (support just added to MLX 🚀): Promp tokens: 512, Gen tokens: 1024 - 6-bit: pps=238.827, gen=20.623, peak=459.204GB - 4-bit: pps=253.909, gen=26.876, peak=319.071GB - 3-bit: pps=251.613, gen=29.519, peak=248.971GB
Some quick benchmarks of LongCat-Flash-Chat on M3 Ultra 80 core (support just added to MLX 🚀): Promp tokens: 512, Gen tokens: 1024 - 6-bit: pps=238.827, gen=20.623, peak=459.204GB - 4-bit: pps=253.909, gen=26.876, peak=319.071GB - 3-bit: pps=251.613, gen=29.519, peak=248.971GB
After lots of more testing using GLM Air I've also found that the bf16 version actually performs much better for tool calling over long context (e.g. beyond 64k). There are way more issues with quantized models, even at 8-bit. Anyone seeing similar results?
So far GLM 4.5 (Air) is my favorite local model for code auditing tasks. It's really good at instruction following and handling long context prompts. gpt-oss 120b is good too, but reasoning effort has to be set to Medium (e.g. @lmstudio sets it to Low by default).
I wrote-up how I used o3 to find CVE-2025-37899, a remote zeroday vulnerability in the Linux kernel’s SMB implementation. Link to the blog post below 👇
#OffensiveCon25 videos are now up! youtube.com/playlist?list=…
We’re ready for round 2 of @offensive_con ! Come say hi and grab a pen and stickers at our booth :)
Great news! The Pwnie awards nominations are now open! pwnies.com/nominations/
Spoiler alert: I’ll be at @offensive_con next week. Looking forward to seeing everyone there! :)
Spoiler alert: I’ll be at @offensive_con next week. Looking forward to seeing everyone there! :)
We're excited to be at OffensiveCon this year, come up to our booth and say hi!
`ipsw` has a 🆕 AI powered DECOMPILER 🤯 Check it out! 🎉 github.com/blacktop/ipsw/…
I’m beyond thrilled to start a new journey with this amazing team! Let’s crush it! :)
I’m beyond thrilled to start a new journey with this amazing team! Let’s crush it! :)
We're currently hiring experienced researchers, particularly focusing on the areas of iOS, Android, Browser, and 0click. If you're interested, please reach out: <[email protected]>
We're excited to announce the formation of Catalyst Security! We're a new company started by a small group of experienced vulnerability researchers, focused solely on innovative research. catalystsecurity.com
I wrote post about Reinforcement Learning (RL) using TensorFlow (in NodeJS). I go though building a little terminal game and architecting a training environment to teach a neural network how to play 🤖📷 Blog: knifecoat.com/Posts/Solid+Bl… GitHub: github.com/FuzzySecurity/…

chompie @chompie1337
83K Followers 1K Following hacker, weird machine mechanic, X-Force Offensive Research (XOR)
Nicolas Krassas @Dinosn
146K Followers 735 Following Head of Threat & Vulnerability Mgmt @ Henkel AG & Co. KGaA https://t.co/NC1orlKrW3
Halvar Flake @halvarflake
44K 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]
mdowd @mdowd
32K Followers 747 Following Internet Hacker. Founder of @vigilant_labs. Previously, co-founder of Azimuth Security (now L3Harris Trenchant)
Ptrace Security GmbH @ptracesecurity
59K Followers 867 Following Empowering IT Security Professionals through Hands-On Online Courses.
Yarden Shafir @yarden_shafir
24K Followers 309 Following A circus artist with a visual studio license
David Weston (DWIZZZL... @dwizzzleMSFT
25K Followers 2K Following Corporate Vice President, OS Security and Enterprise @Microsoft
Maddie Stone @maddiestone
61K Followers 804 Following Security Researcher. Previously Google Project Zero and TAG | 0days all day. Love all things bytes, assembly, and glitter. she/her.
Alex Plaskett @alexjplaskett
12K Followers 571 Following Security Researcher | Pwn2Own 2018, 2021, 2022, 2024 | Posts about 0day, OS, mobile and embedded security.
Haifei Li @HaifeiLi
8K Followers 151 Following For contact in the security community. NOTE: All the tweets are totally my personal opinions, not about any of my current employer stuff.
Richard Johnson @richinseattle
18K Followers 3K Following Computer Security, Reverse Engineering, and Fuzzing; Training & Publications @ https://t.co/mloVP6rPB7; hacking the planet since 1995; Undercurrents BOFH
thaddeus e. grugq @thegrugq
128K Followers 416 Following Hacker :: PhD researcher @warstudies @KingsCollegeLon :: [email protected] :: PGP https://t.co/dYipV8y3bo
b33f | 🇺🇦✊ @FuzzySec
33K Followers 1K Following 意志 / Antiquarian @ IBM X-Force / t501 / Ex-TORE ⚔️🦅 / I rewrite pointers and read memory / AI Psychoanalyst / Teaching @CalypsoLabs
simo @_simo36
7K Followers 116 Following
Greg Linares (Laughin... @Laughing_Mantis
37K Followers 2K Following 20+ yrs in Infosec. Malware Influencer. I turn Malware into Art and Music. Art @MalwareArt. 4x Pwnie Nominee. 𝕍𝕏. GameDev. Autistic.
Daniel Cuthbert @dcuthbert
32K Followers 2K Following Documentary photographer, old creaky hacker. Co-author of @OWASP ASVS standard. Blackhat/Brucon Review Board & Co_chair UK Gov Cyber Security Advisory Board
Joxean Koret (@joxean... @matalaz
8K Followers 4K Following سمووحخ ̷̴̐ خ ̷̴̐ خ ̷̴̐ خ امارتيخ ̷̴̐ خ 巴斯克恐怖 జ్ఞffective.Power لُلُصّبُلُلصّبُررً ॣ ॣh ॣ ॣ 冗జ بٍٍٍٍََُُُِّّّْرٍٍٍٍََُُِِّّّْآٍٍٍَُّ🦠بٍٍٍٍََُُُِّّّْرٍٍٍٍََُُِ
Mike Felch (Stay Read... @ustayready
16K Followers 2K Following Targeted Ops Red Team @ TrustedSec | Hacking since Renegade BBS backdoors | Prior CrowdStrike/BHIS | In Christ's grip | I speak for myself only | K1HAQ
chrisrohlf @chrisrohlf
11K Followers 873 Following 🇺🇸 Waging algorithmic warfare since 2003. Software & Security Engineer. Non-Resident Research Fellow @CSETGeorgetown CyberAI
Langgeng Hasanudin @langgeng26421
7 Followers 115 Following
Brown Jack @BrownJack596114
0 Followers 359 Following
ALLSIDES (formerly Co... @allsides_tech
145 Followers 426 Following Mass Production of Reality-Grade 3Ds.
Ivan Fioravanti ᯅ @ivanfioravanti
17K Followers 929 Following Co-founder and CTO of @CoreViewHQ GenAI/LLM addicted, Apple MLX, Microsoft 365, Azure, Kubernetes, Investor in innovation and Mensa member.
N8 Programs @N8Programs
7K Followers 170 Following Studying Applied Mathematics and Statistics at @JohnsHopkins.
Allele Security Intel... @alleleintel
709 Followers 490 Following Allele Security Intelligence is an independent company specializing in Information Security research.
booker @sbooker_
64 Followers 1K Following
Here we go @AvimanyuRoy3
650 Followers 3K Following
Lost Dog @lostdogneedhome
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whw @WHW_0x455
326 Followers 253 Following
xyxu @xyxu_
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Shahed Hosen @ShahedHose76892
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Arne Buchholdt Espeda... @arne_espedal
5 Followers 18 Following Leader of the group for Labour in the City Council in Sandnes. Civil engineer in societal safety + urban planning, computerengineer and lieutenant in Home Guard
Hugo @Hugo38413820636
0 Followers 2K Following
shashank mishra @Th3_G0df4th3xr
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droogie @droogie1xp
1K Followers 347 Following degen | ♠️♥️♣️♦🐸 infosec thoughtcrime leader la/li/lu/le/lo
nemo @JosephKanko4
215 Followers 3K Following Passionate about Ethical Hacking | CTF Player | I explore the vulnerabilities
Sambam4mba @he31707900
8 Followers 917 Following Bor3d hacker of iot devices, security researcher? Security Breacher!
Will Rock @WillRock1487163
1 Followers 111 Following
TandMProductionCo🎚... @TandMHD
256K Followers 103K Following Music Production team from Rhode Island that created Frederick's Bass Tester ----- @TandMMusic, @TandMTV, @FredericksBass
pr0cf5 @pr0cf51
1K Followers 627 Following CS @ @GeorgiaTech, AIxCC w/ @TeamAtlanta24 ex. KAIST GoN 18, @SuperGuesser @osec_io
nothing is everything @IsEv3ryth1ng
1 Followers 203 Following
0xLite@Ha @AzyzChayeb
888 Followers 7K Following
Uygar Demircioğlu @UygarDemirciolu
121 Followers 478 Following AU ~ Computer Engineering METU ~ Cyber Security Cyber Security Researcher
Kent @IPvkent
18 Followers 564 Following
` @skylamer
102 Followers 4K Following |||||||||||||||__________________________________________________________________________________________________________________________________|||||||||||||||
Acunee @Acunee6027440
14 Followers 612 Following
cfpdirectory @cfpdirectory
26 Followers 255 Following A dual-use platform for the security community - to connect speakers with events and help organizers find the perfect speakers.
CX330.tw | Cyber Vamp... @CX330Blake
70 Followers 764 Following A Cyber Vampire because I'm only awake at night 🧛 A wannabe hacker 👾 Send me malware 🦠
Unknown @Unknowno313
26 Followers 759 Following
nedwill @NedWilliamson
16K Followers 551 Following Fuzzing @ Tesla; PPP for life; SockPuppet, Soundhax, Speedcubing
minimaleffort @minimaleffort07
5 Followers 225 Following
Hussein Sherafat @Hussein_Sherafa
233 Followers 6K Following
Raelynn Brown @RaelynnB41747
17 Followers 189 Following
Mritunjya @mritunjya2002
36 Followers 748 Following 🇮🇳 CTFing with zh3r0 | 1/0 • Crypto • Rev/Pwn • Lattices • Learning low level stuff
DON DAVE ™️ 🇰�... @AlphaDonDave254
3K Followers 7K Following Buoyant, waggish, efficacious, indefatigable, demiurgic,self-made thousandaire..I'm a Fullstack developer. ACTIVIST...... VOX POP. #Gooner #COYG @Arsenal
Stone Andy @meta0918
9 Followers 751 Following
Eduardo Kamioka @ekamioka
294 Followers 3K Following Data scientist | Cybersecurity + AI/ML | Postgrad instructor | Product & team lead | Interested in trust, automation & real-world impact
chompie @chompie1337
83K Followers 1K Following hacker, weird machine mechanic, X-Force Offensive Research (XOR)
Halvar Flake @halvarflake
44K 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]
mdowd @mdowd
32K Followers 747 Following Internet Hacker. Founder of @vigilant_labs. Previously, co-founder of Azimuth Security (now L3Harris Trenchant)
Yarden Shafir @yarden_shafir
24K Followers 309 Following A circus artist with a visual studio license
Project Zero Bugs @ProjectZeroBugs
35K Followers 0 Following A bot that posts the latest blog posts and disclosures from Google's Project Zero
Zhuowei Zhang @zhuowei
33K Followers 187 Following link in bio ⬛⬛⬛⬛⬛🟩🟩🟩🟩🟩🟩 ⬛⬛⬛⬛🟩🟩🟩🟩🟩🟩🟩🟩 ⬛⬛🟧⬛🟩🟫🟫🟫🟫🟫🟫🟩 ⬛⬛🟧⬛🟫🟫🟫🟫🟫🟫🟫🟫 ⬛⬛🟧🟧🟫🟧🟩🟧🟧🟩🟧🟫🟧 ⬛⬛🟧🟧🟫🟧🟫🟧🟧🟫🟧🟫🟧 ⬛⬛⬛🟧🟧🟧🟧🟧🟧🟧🟧🟧🟧 ⬛⬛⬛🟩🟩🟧🟧🟫🟫🟧🟧🟩🟩 ⬛🟫🟫🟫🟫🟫🟧🟧🟧🟧🟩🟩🟫 🟫🟫🟧🟫🟫🟫🟫🟩🟩🟩🟩🟩🟧 🟫🟧🟧🟧🟫🟫🟧🟫🟫🟩🟩🟧🟧
Trend Zero Day Initia... @thezdi
83K Followers 16 Following Trend Zero Day Initiative™ (ZDI) is a program designed to reward security researchers for responsibly disclosing vulnerabilities.
David Weston (DWIZZZL... @dwizzzleMSFT
25K Followers 2K Following Corporate Vice President, OS Security and Enterprise @Microsoft
Maddie Stone @maddiestone
61K Followers 804 Following Security Researcher. Previously Google Project Zero and TAG | 0days all day. Love all things bytes, assembly, and glitter. she/her.
Alex Plaskett @alexjplaskett
12K Followers 571 Following Security Researcher | Pwn2Own 2018, 2021, 2022, 2024 | Posts about 0day, OS, mobile and embedded security.
Haifei Li @HaifeiLi
8K Followers 151 Following For contact in the security community. NOTE: All the tweets are totally my personal opinions, not about any of my current employer stuff.
Richard Johnson @richinseattle
18K Followers 3K Following Computer Security, Reverse Engineering, and Fuzzing; Training & Publications @ https://t.co/mloVP6rPB7; hacking the planet since 1995; Undercurrents BOFH
thaddeus e. grugq @thegrugq
128K Followers 416 Following Hacker :: PhD researcher @warstudies @KingsCollegeLon :: [email protected] :: PGP https://t.co/dYipV8y3bo
b33f | 🇺🇦✊ @FuzzySec
33K Followers 1K Following 意志 / Antiquarian @ IBM X-Force / t501 / Ex-TORE ⚔️🦅 / I rewrite pointers and read memory / AI Psychoanalyst / Teaching @CalypsoLabs
simo @_simo36
7K Followers 116 Following
Greg Linares (Laughin... @Laughing_Mantis
37K Followers 2K Following 20+ yrs in Infosec. Malware Influencer. I turn Malware into Art and Music. Art @MalwareArt. 4x Pwnie Nominee. 𝕍𝕏. GameDev. Autistic.
chrisrohlf @chrisrohlf
11K Followers 873 Following 🇺🇸 Waging algorithmic warfare since 2003. Software & Security Engineer. Non-Resident Research Fellow @CSETGeorgetown CyberAI
Alex Ionescu @aionescu
47K Followers 2K Following Chief Technical Innovation Officer @crowdstrike. Windows Internals author and trainer. He/Him. RTs are not endorsements, opinions are my own.
Gökdeniz Gülmez @ActuallyIsaak
1K Followers 708 Following ML Researcher | Core contributor to MLX | Violin enthusiast 🎻 | Always coding, sometimes watching Anime.
Sebastian Raschka @rasbt
354K Followers 1K Following ML/AI researcher & former stats professor turned LLM research engineer. Author of "Build a Large Language Model From Scratch" (https://t.co/O8LAAMRzzW).
Hexacon @hexacon_fr
5K Followers 1 Following Offensive security conference in the heart of Paris. 10-11th October 2025 Join our Discord server! https://t.co/Btl15G8LsI
xia0o0o0o @Nyaaaaa_ovo
3K Followers 1K Following Write some shit code. CTF with @r3kapig. Do shit security research. Currently at University of California, San Diego. DEFCON 31/32/33 finalist | LOOKING FOR JOB
Georgi Gerganov @ggerganov
52K Followers 289 Following 24th at the Electrica puzzle challenge | https://t.co/baTQS2bdia
N8 Programs @N8Programs
7K Followers 170 Following Studying Applied Mathematics and Statistics at @JohnsHopkins.
pr0cf5 @pr0cf51
1K Followers 627 Following CS @ @GeorgiaTech, AIxCC w/ @TeamAtlanta24 ex. KAIST GoN 18, @SuperGuesser @osec_io
Team Atlanta @TeamAtlanta24
672 Followers 26 Following 🔥AIxCC Winner Team | Georgia Tech, Samsung Research, KAIST, POSTECH | 🚀Building next-gen AI-driven bug finding & fixing systems | CRS Atlantis 🌊
Kimi.ai @Kimi_Moonshot
50K Followers 98 Following Built by Moonshot AI to empower everyone to be superhuman.
Z.ai @Zai_org
15K Followers 142 Following The AI lab behind GLM models, dedicated to inspiring the development of AGI to benefit humanity. https://t.co/b6zGxJvzzS
AK @_akhaliq
425K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo ,submit papers here: https://t.co/UzmYN5YmrQ
OpenAI @OpenAI
4.3M Followers 3 Following OpenAI’s mission is to ensure that artificial general intelligence benefits all of humanity. We’re hiring: https://t.co/dJGr6Lg202
Hunyuan @TencentHunyuan
25K Followers 6 Following Tencent's large model, encompasses text generation, image generation, video generation, and 3D generation.
Neill Blomkamp @NeillBlomkamp
101K Followers 152 Following
Binyuan Hui @huybery
34K Followers 649 Following 🥝 Building Qwen @Alibaba_Qwen. Focus on CodeLLM (Pre-training and Post-training) / Reasoning / Agent. Ideas my own.
Hugging Face @huggingface
559K Followers 208 Following The AI community building the future. https://t.co/VkRPD0Vclr
Ivan Fioravanti ᯅ @ivanfioravanti
17K Followers 929 Following Co-founder and CTO of @CoreViewHQ GenAI/LLM addicted, Apple MLX, Microsoft 365, Azure, Kubernetes, Investor in innovation and Mensa member.
the tiny corp @__tinygrad__
59K Followers 133 Following We make tinygrad and sell tinybox, the best perf/$ AI computer. $25k for 4x 5090 in a quiet box. Our mission is to commoditize the petaflop.
Simon Willison @simonw
115K Followers 6K Following Creator @datasetteproj, co-creator Django. PSF board. Hangs out with @natbat. He/Him. Mastodon: https://t.co/t0MrmnJW0K Bsky: https://t.co/OnWIyhX4CH
XBOW @Xbow
10K Followers 6 Following Bringing AI to offensive security by autonomously finding and exploiting web vulnerabilities. Watch XBOW hack things: https://t.co/D5Mco1u8zM
LaurieWired @lauriewired
96K Followers 294 Following researcher @google; serial complexity unpacker; https://t.co/Vl1seeNgYK ex @ msft & aerospace
Andrej Karpathy @karpathy
1.4M Followers 1K Following Building @EurekaLabsAI. Previously Director of AI @ Tesla, founding team @ OpenAI, CS231n/PhD @ Stanford. I like to train large deep neural nets.
Offensive AI Con @OffensiveAIcon
637 Followers 12 Following The first conference dedicated to exploring the offensive use of AI. Request an invite at our site. #OffensiveAICon Oct 5-8, 2025 | Oceanside, San Diego
LM Studio @lmstudio
38K Followers 121 Following Download and run local LLMs on your computer 👾 https://t.co/e2E0DLMFJ5
Michael DePlante @izobashi
4K Followers 739 Following Security Researcher at the Zero Day Initiative. DMs open.
Anthropic @AnthropicAI
636K Followers 35 Following We're an AI safety and research company that builds reliable, interpretable, and steerable AI systems. Talk to our AI assistant @claudeai on https://t.co/FhDI3KQh0n.
Binary Gecko @Binary_Gecko
1K Followers 1 Following Binary Gecko GmbH. Custom Security Research Solutions. Organisers of @offensive_con.
starlabs @starlabs_sg
9K Followers 20 Following A Singapore company that discovers vulnerabilities to help customers mitigate the risks of cyber attacks. Organisers of @offbyoneconf
Dataflow Forensics @df_forensics
498 Followers 4 Following
Hossein Lotfi @hosselot
6K Followers 60 Following Vulnerability researcher at ZDI (views are my own). Check #hosselot_tips for vulnerability research tips. 'A machine never faults. It reflects human's faults.'
POC_Crew 👨👩�... @POC_Crew
7K Followers 677 Following Organizer of Zer0Con, MOSEC and #POC2025 (https://t.co/LP1W4KC4vY)
RE//verse @REverseConf
3K Followers 26 Following A conference for all things in the reverse engineering universe... https://t.co/X54VHq2eD4
DistrictCon @DistrictCon
985 Followers 26 Following A new DC hacker conference: Bringing together builders, breakers, and fixers to do cool shit. 🪩 Year 1: January 24-25, 2026 🪩 https://t.co/qYKu4hl0Uj
ZeroZenX @zerozenxlabs
820 Followers 5 Following ZeroZenX, your trusted destination for cutting-edge 0day acquisition solutions.
Bill Marczak @billmarczak
13K Followers 358 Following senior researcher @citizenlab, phd @UCBerkeley, co-founder @BHWatch. كلنا راجعين
DeepSeek @deepseek_ai
973K Followers 0 Following Unravel the mystery of AGI with curiosity. Answer the essential question with long-termism.
Donald J. Trump @realDonaldTrump
108.8M Followers 53 Following 45th & 47th President of the United States of America🇺🇸
Gergely Kalman @gergely_kalman
2K Followers 377 Following bug bounty hunter I guess @[email protected] | https://t.co/zdeLP8lSEy
Mateusz Krzywicki @krzywix
2K Followers 807 Following 🐛 bugs and 🤯 exploits (Opinions are my own and not my employer)
Craig @c89
2K Followers 5K Following