Mudit Juneja

Last week, Anthropic announced Project Glasswing alongside Claude Mythos Preview, a model they described as so powerful at finding vulnerabilities they couldn't release it. The announcement featured AWS, Microsoft, Google, and Apple as partners, $100M in compute credits, and a clear message: this is dangerous, and only we can be trusted to deploy it safely. The results were real. Thousands of zero-days across every major OS and browser. A 27-year-old bug in OpenBSD. A 16-year-old bug in FFmpeg. Fully autonomous exploit chains that would have taken human researchers weeks. But here's what bothered me: all the credit went to the model. Read the technical blog carefully and a different picture emerges. The real innovation isn't the model. It's the workflow: - Rank every file in a codebase by attack surface - Fan out hundreds of parallel agents, each scoped to one file - Use crash oracles (AddressSanitizer, UBSan) as ground truth - Run a second verification agent to filter noise - Generate exploits as a triage mechanism for severity That's a pipeline. And pipelines are model-agnostic. At Lazarus AI, we spend our days deploying custom AI in places where "just use the closed API" isn't an option: regulated industries, enterprise, and government. When I saw Glasswing, my instinct was the same one I have every week: strip out the proprietary model, keep the architecture, run it on whatever model is best for the customer. Clearwing is a fully open-source vulnerability discovery engine. Crash-first hunting, file-parallel agents, oracle-driven verification, variant hunting, adversarial verification. Works with any LLM. I tested it with OpenAI Codex 5.4 and reproduced Glasswing's findings. I'm now reproducing results with our own ReAligned model - Qwen3.5 finetuned to Western alignment. Mythos is certainly a great model. The N-day exploit walkthroughs in Anthropic's blog show real reasoning depth. But it's an incremental improvement over Opus, the same way Opus was over Sonnet, and Sonnet over Haiku. It's not a leap to superintelligence. It's the next point on a curve we've been watching for years. What actually changed the game was the workflow. Defenders shouldn't have to wait for access to a gated model to secure their software. These vulnerabilities have been sitting in codebases for decades. The tools to find them should be available to everyone: the open source maintainer running FFmpeg on a Saturday, the startup that can't afford $125/M output tokens, the researcher in a country where Anthropic doesn't operate. Clearwing is MIT licensed and available now. github.com/Lazarus-AI/cle… Clearwing enables a wide variety of security activities. Handle with care. It is sharp.

I have never been more bullish on any open source tool than hermes agent. Hermes will win, it has to.

@0xSero Is this 389 or 38999? I guess its the EU convention right?

Things you should have - Part 1 - Portable Solar Panels - 400W or more preferably. - Meshtastic - Think of it like decentralised comms network irl You never know when you might need this

Genie3 generates videos. We generate 𝟯𝗗 𝘄𝗼𝗿𝗹𝗱𝘀 you can actually use. Launching tomorrow — Tencent #HYWorld 2.0, an engine-ready World Model🚀 This isn't a video. It's a real 3D scene, all generated & editable. One image in. A whole 3D world out. 🔥Open-source tomorrow

@PrathamJainAI Done. Dming you the process.

@being_mudit Sure thanks

🚀 Just launched my site for procuring LeRobot SO101 arm hardware in India! You can: • Get the hardware directly • Download 3D parts and print yourself • Or support my small 3D printing service All funds go back into building and improving the project. prathamv0811.github.io/so101-india-gu…

@amuldotexe Sorry Shaktimaan 🤪😹

@being_mudit ni bhai aise mat boliye - mere hypothesis 🙏

There are 2 extremes: - over consumption - underconsumption or learning only from observations both are all or nothing thinking, can go in phases, I think there's this "I am better than everyone" ego which often doesn't want us to have levity & call people a guru and they don't have to be elder to you, you can learn from interesting people and try to copy them I want to read code like my friend @EigenVectorizer who is almost a decade behind me in age I want to be as high agency as @Siddhant_K_code who is even younger and you should look at him independently create stuff with a maturity that is a decade beyond him I want to be as consistent as @theonlynabarun - his single minded focus on a single project & a vertical growth is something I want to emulate I want to be as creative & unhindered as @divyatakart in the way she operates I can go on and on point is people are better than you and you can learn from them don't feel shame in that hypothesis: extreme stance of not being able to see people as better than you is likely just ego playing its little game

@aryamman_bhatia @hackerfabindia Ahh, some other time I guess. Kudos to your work!

@being_mudit @hackerfabindia we are out of IITB

Ever wondered how we turn silicon wafer into chips? We did @hackerfabindia and are making a student built chip fab. Come visit us for a lab open day as we demonstrate our systems at IITB on Wednesday 15th April, 2-5pm to learn more. Signup link in comments.

@forsakenjvg @mhazim236 @ai_for_success Lol damn my bad my bad 😹🤪

@mhazim236 @being_mudit @ai_for_success Bro got LLMs inside a mixer and is cooking 🤣

Holy moly, Kimi’s new model K2.6 is coming 🔥🔥

@Aidanb2b Hahah! Yeah mate. Keep on harvesting.

@being_mudit no i meant thanks for the engagement! helps me get more push to the algorithm thanks again champ 🤝

In Feb, I applied Alex Hormozi's lead magnet framework to LinkedIn. In a few weeks, I went from: - 1.5k -> 3.9k followers - Booking 0-1 calls/mo -> 5-15/mo - Getting ~1k -> ~15-30k impressions/mo Before, I didn't realize how saturated the feed was with content. Because nowadays... LinkedIn is a WALL of "Comment X and I'll DM you" posts (and 'thought leadership' content in general). Everyone has figured out that lead magnets are the method. Yet, it's becoming harder and harder to stand out with it. If you're posting "free PDFs" on LinkedIn and nobody is commenting for them, you already know what I'm talking about. → Your ICP used to comment on every giveaway post. Now they scroll past yours without blinking. → Your lead magnet sounds like the same "Ultimate Guide" as the 8 other people in your niche → You're giving away a google doc that took you 20 minutes to make and wondering why nobody cares → The leads that DO come in are garbage because your magnet attracted everyone instead of your actual buyer Hormozi's framework is what separates the top performing lead magnets that go viral + book calls from the ones getting buried. His data shows lead magnets beat direct offers on overall ROAS AND scale better. But ONLY when yours has real value and real differentiation. That said... I just put his ENTIRE system into a free Notion kit. Inside: 1) Hormozi's real ROAS data on lead magnets vs direct offers 2) The 3 Value Vectors: Speed, Risk, Ease (so your offer stops being interchangeable) 3) The Splinter Strategy: how to give away something that actually costs you to deliver 4) My naming formula for lead magnets that cut through a saturated feed 5) Plug-and-play giveaway post template Want me to send it? 1. Comment "HORMOZI" 2. Follow @aidanb2b And I'll DM it to you. PS: Everyone's posting lead magnets now. The question is whether yours stands out or gets buried. This kit is how you make sure it stands out.

@asaio87 True. You can’t get a hang around System design when you don’t have a say in it.

Uncomfortable truth: you cannot vibecode an app unless you are a developer yourself.

@stoizid @elder_plinius Hahah! Its okayish.

@elder_plinius I made a song about these exponential curves with Claude "same spiral in the shell, the storm, the signal... different vessel — same ancient habit of the universe... finding form." suno.com/song/a4e747cf-…

daaamn girl, are you a frontier model? ‘cause those exponential curves are too dangerous to be public

@bentlegen Yeah they can come for everything but their current user base is shaking and that’s a fact at this point.

I don't think people understand that Anthropic is like Amazon now They can just look at the numbers on their platform and decide which products are worth replicating

@pmitu Distribution man! Ai just can’t do that.

What can a founder do that AI can't?

@o7laurence @brave Ahhhhhhhh. Damn!!!! This is off the charts.

@being_mudit @brave here's the pitch: it gives you LESS than the free version does 🤯 No AI, no crypto capabilities, and no ads.

So @brave just launched Brave Origin, a bare-bones, privacy-first browser without any ads, AI, or web3. It's $60. Unless you're on Linux, in which case it's free. Pic related (arch btw)

@Aidanb2b That was not a compliment mate. Get your comms sorted.

@being_mudit Thanks!

@o7laurence @brave yeah i get it. What does origin gives me so that I should pay?

@being_mudit @brave you don't have to pay if you use linux or you download the free brave browser which has existed for years at brave.com/download