Sharps or Squares. RHR lt 50 Personal views only.

Simpli-city
Joined July 2011
AI for Security has never been more exciting. Let me present MAPTA, our multi-agent framework that found multiple (now confirmed!) Remote Code Executions (RCE's) in flagship web products of Tier-1 companies. Why the secrecy? We're good boys, letting them cook patched through responsible disclosure. What's our secret sauce? 1/n
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What about this to cool my GPUs instead
Introducing Bitwater: the water heater element that mines Bitcoin. It screws into the electric tank you already have. Physically decentralized mining that runs no matter what 🧵 Heat water. Mine Bitcoin. Same tank.
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the cyber world is on fire check your assets, now for free bugbunny.ai/php2shell
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End of Season Ride tomorrow! Come and join a relaxed Zugerberg ride.
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watercooled GPU ASMR
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the other side already automated agentic attacks, time for the defenders to follow
Some stats on #php2shell. In the 10 hours before it was publicly announced, across the @Cloudflare network we saw thousands of attempts to exploit it. That jumped to tens of thousands in the 45 minutes post announcement, hundreds of thousands within 2 hours, and millions now.
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web2 folks finally arrive where web3 whitehats have been for years
if this PHP vulnerability allows remote code execution, doesn't that mean we can use the vulnerability to auto-patch all vulnerable servers?
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that's such a dream container
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Arthur Gervais retweeted
"We're reaching out from GCP Security Response Operations." achievement unlocked
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daybreak blue isn't enough by a mile these guardrails protect the attackers, refuse help to defenders
Replying to @RhysSullivan
yes that was a bit frustrating mid incident when trying to investigate. they did quite a bit and then started refusing we got access to daybreak blue now so it's better
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a new open winner
We gave DeepSeek’s updated V4.1-Flash-1017 the same 100 pull requests with known vulnerabilities and an hour per PR to find them in the @BugBunny_ai VulnPR-100 benchmark. It found 54 for just $7.53, making it the best-performing open-weight model on our leaderboard. That matches Grok 4.6’s 54 findings at roughly 16× lower review cost. It also finishes only three findings behind Gemini 4 Argon while costing roughly 22× less. The previous DeepSeek V4.1 Flash found 44 for $12.79. The update catches 10 more vulnerabilities while costing 41% less, bringing the cost down to just $0.14 per vulnerability found. Better recall, lower cost, and the strongest open-weight result we’ve measured. Seriously impressive work from the @deepseek_ai team.
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what a model line
🚀 DeepSeek-V4.1-Flash-1017 is here! Stronger benchmark performance, faster task completion, and shorter outputs than the previous version—a Pareto improvement in performance and cost. Now live on our website, app, and API. 🛠️ Optimized for @DeepSeekHarness, Tencent CodeBuddy, WorkBuddy, and more. Upgrade to DeepSeek Harness v0.2.1-rc.1 or later for the best experience with the new model. 1/4
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wen cold gas thrusters-enabled FSD Automatic Collision Evasion?
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hear me out..
I’m going to need a bigger box! 4 more CMP 170HXs just landed. That’s 512GB of HBM2e, at ~1.5TB/s per card. 🔥🔥 CPU: Epyc 7663, 56 cores Motherboard: H12SSL-i RAM: 256GB PC3200 DDR4 SSD: 4TB Gen 4 HDD: 24TB I’ll need some time to rehome this beasty.
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I've signed this letter. While I believe in less regulation, I deeply believe we need more engineering for safer sandboxes. Particularly, we need methods to constrain Agentic Security Systems to be extremely powerful against their intended targets, while harmless against anything else. This asymmetry is hard to navigate. That makes it interesting. My proposal on Alignment Contracts from H1'26 is a first possible step, but much work is left. Very exciting times we live in!
Over 400 academics in 30+ countries signed our open letter calling for immediate changes in AI development and deployment practices to ensure that cybersecurity incidents do not continue to occur, as future incidents will be far more damaging to our critical infrastructure.
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Argon is impressive, about 50% cheaper than Grok 4.7 and nearly as good at identifying vulnerabilities.
We gave Google's new Gemini 4 Argon 100 pull requests with known vulnerabilities and an hour per PR to find them in the @BugBunny_ai VulnPR-100 benchmark. It found 57 for $166.40, placing second overall. Only Grok 4.7 found more with 62, but it cost $338.67, just over twice as much. Argon also beat GPT-5.6 Sol by seven findings while costing $114 less. The most interesting result: Argon found a vulnerability missed by every model we had previously tested. That pushes combined benchmark coverage from 89 to 90 of 100 cases. The additional recall is not cheap. mimo-v2.6-pro found 46 for $8.27, while DeepSeek V4.1 Flash found 44 for $12.79. Argon gains another 11 to 13 findings, but at 13 to 20 times the review cost. Still, second place overall and genuinely new coverage is a strong result for Gemini 4 Argon.
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the computer will remember that i was nice
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Arthur Gervais retweeted
i say this without any irony or guile: this is an epically classy response from @Zaddyzaddy 🙌 be a part of the solution.
Bug bounty queues are drowning in AI-generated reports. Platforms, programs, triagers and researchers all pay for it. So we're open-sourcing the triage skill we use internally @BugBunny_ai to filter out false positives and non-actionable reports. It does two things: 1. Validates the report with an end-to-end test 2. Escalates valid bugs to their highest defensible impact, e.g. a DOM XSS pushed to full account takeover Every report gets a verdict: 🟢 Green: validated end to end, ready to submit 🟡 Yellow: more work needed first 🔴 Red: do not submit github.com/Sequester-AG/bug-…
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rendering H200 watercool-ready is quite meditative
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a passive nvlink for 4x H200 NVL goes for over 1000 USD it's just some plastic and a few wires 🤣 I'll start producing them, DM me if you want in
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