Vienna, Austria, Europe
Joined July 2011
POWER OF CUDA MOAT ALERT🚨: 2 days after CUDA vLLM supported DeepSeekv4.1 Flash, AMD finally publicly released its DeepSeek v4.1 Flash image. Functionally, it works out of the box, but performance-wise, it is currently up to 14.8x worse perf per dollar than H200 and up to 42x worse perf per dollar than B200/B300 currently. The 🚀 POWER OF THE CUDA MOAT 🚀 is that NVIDIA's collaboration with its massive 6 million-developer community ecosystem means that CUDA is optimized on day 0. As AMD Anush said, "Speed is the Moat," and day 0 model support shows CUDA is the speed.
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In other words, HBM is evolving from a memory product into a memory-centric computing platform. We will further examine the industry implications behind Samsung’s roadmap from HBM4 and Custom HBM (cHBM) to Advanced HBM (aHBM) and ultimately zHBM. The discussion will move beyond bandwidth and capacity to explore how the AI Compute + Memory architecture could be redesigned as the Base Die evolves from a conventional PHY/routing layer into an advanced logic die. tspasemiconductor.substack.c…
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It is interesting to see the industry move from 12Hi back toward 8Hi HBM just as DRAM stacking is accelerating. Going vertical does not make the fundamental constraints of memory disappear. As stacks get taller, thermals, power, yield, packaging, and reliability become increasingly difficult architectural problems. HBM stacks DRAM vertically beside compute. The next frontier (as seen at hot chips) is stacking DRAM directly on compute, turning the interface from the edge of a chip into its entire surface area.
🤖 Made with AI
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Introducing TimesFM-3, a state-of-the-art time series foundation model that enables accurate multivariate time series forecasting in a single forward pass, significantly outperforming other forecasting models across major benchmarks. More on the blog →goo.gle/4x5WGpD
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🛑 A newly found 15-year-old #Linux kernel flaw, GhostLock (CVE-2026-43499), could let any logged-in user gain root on unpatched distributions. A working exploit code is now public, and it escaped containers in tests. Read details here: thehackernews.com/2026/07/15…
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‼️ BREAKING: New research shows you can copy any signed GitHub commit into a second one that looks identical, without the author's secret key, creating a distinct commit with an identical tree, identical metadata, a valid signature, and a "Verified" badge from GitHub. On GitHub, a green "Verified" badge is supposed to mean two things: a trusted author signed it, and its ID is a one-of-a-kind fingerprint for that exact code. A new Carnegie Mellon preprint from Jacob Ginesin says the second promise, the unique fingerprint, does not hold. Why it matters: security teams and package systems (behind tools like Go, Nix, and GitHub Actions) trust that ID as a unique handle for code. Block or pin the "bad" version, and an attacker can re-issue the same signed code under a fresh, still-verified ID that slips past. The author says Git and GitHub have not fixed it. PoC: github.com/JakeGinesin/git-c…
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Working with encrypted data without decrypting it sounds like alien magic. That’s Fully Homomorphic Encryption: your data can be used without ever being exposed. GPUs can do it, but very slowly. @Cornami_Inc claims it has solved the speed problem. youtube.com/watch?v=fLjPGhCD…
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⚠️ New iPhone BootROM Vulnerability Exposes Apple SoCs to Full Chain-of-Trust Compromise Source: cybersecuritynews.com/iphone… A novel BootROM vulnerability, dubbed usbliter8, affects Apple devices powered by A12, S4/S5, and A13 SoCs. The exploit chains a hardware-level bug in the Synopsys DWC2 USB controller with a firmware configuration flaw, enabling full application processor boot-chain compromise with no software patch possible due to the immutable nature of BootROM code. The vulnerability originates in how the DWC2 USB controller handles consecutive USB Setup packets. The controller stores up to three Setup packets in memory before resetting the DMA base address (stored in the DOEPDMA register) to its starting position, functioning like a ring buffer. #cybersecuritynews
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🚨 Two critical NGINX flaws can lead to remote code execution. F5 has patched: • CVE-2026-42530 (HTTP/3 use-after-free) • CVE-2026-42055 (HTTP/2 heap buffer overflow) Both require specific configurations and ASLR bypass conditions. Details here → thehackernews.com/2026/06/f5…
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🔐 LUKSbox v0.3.0 is here! 🎉 Your FIDO2 security key now works EVERYWHERE 🌍 (@Yubico YubiKeys, @nitrokey, @SoloKeysSec, @Google Titan, and more) Enroll it once, unlock the same encrypted vault on 🐧 Linux, 🍎 macOS AND 🪟 Windows. No more platform-locked keyslots. Free & open source (Apache 2.0) 🦀
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🚨 FortiBleed – 70,000+ Fortinet Firewalls Compromised in Massive Exploitation Attack Source: cybersecuritynews.com/fortib… An exhaustive cyber espionage campaign now dubbed "FortiBleed" has silently compromised over 73,932 unique Fortinet firewall URLs across 194 countries. Threat actors executed an estimated 1.16 billion credential-based attempts against over 320,000 FortiGate targets, while simultaneously launching an additional 2.1 billion brute-force attempts against more than 160,000 MSSQL servers, resulting in 21,632 unique compromised domains. This campaign is attributed to a multi-operator, Russian-speaking cybercriminal group whose methodology goes well beyond simple credential stuffing. #cybersecuritynews
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🔔 A PoC/exploit has been discovered for vulnerability GreatXML Vendor: Microsoft Product: Windows BitLocker / Windows Recovery Environment (WinRE) Description: A BitLocker bypass is triggered by abusing a Windows Defender Offline Scan state. If Defender Offline Scan has been initiated on the target at any point, the system is treated as vulnerable without a login. The attack drops "unattend.xml" and a "Recovery" directory onto the root of the recovery partition, then boots into WinRE to spawn a shell with unrestricted access to the BitLocker volume. Impact: offline access to encrypted data and bypass of BitLocker-protected disk access on systems where the scan state can be reached Link: github.com/MSNightmare/Great… #dbugs_vuln
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🔥 A new exploit unlocks BitLocker-encrypted Windows drives. No password. No cracking. It's called GreatXML. Drop two XML files on the recovery partition, reboot into Windows Recovery, and a shell spawns with full access to the drive. The bug ties to Windows Defender Offline Scan. Details here: thehackernews.com/2026/06/ne…
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found a remotely triggerable out-of-bounds read in the Linux kernel's H.323 connection tracking parser (CVE-2026-23455, CVSS 9.1 Critical). no authentication. no privileges. send a packet and the kernel reads memory until it hits an unmapped page. this code has been reachable from the network since 2007. H.323 is a VoIP signaling protocol from the 1990s that refuses to die. it predates SIP. it's the protocol your office phone system was probably running before someone migrated to Teams, and in a lot of places nobody migrated. telecom carriers still use it for trunk signaling. hospitals run it for nurse call systems and overhead paging. hotels use it for room phones. building intercoms, elevator emergency phones, courtroom recording systems, prison phone networks, air traffic control voice switches. I keep finding it in places where I'm like, who is maintaining this, and the answer is always nobody, it just works. scariest sentence in infra. every Linux firewall or NAT gateway that handles this traffic loads nf_conntrack_h323. full ASN.1 PER decoder. inline in the kernel. parsing untrusted packets from the network in kernel context. the module exists because H.323 uses dynamic port allocation for media streams so the firewall needs to understand the signaling to open the right ports. it auto-loads when H.323 traffic hits a conntrack rule. on many distributions it's loaded by default. you don't configure this or opt into this. someone behind your gateway plugs in a phone and now you have an ASN.1 parser in your kernel processing packets from the internet. the attack surface is a UDP packet to port 1719 or a TCP connection to port 1720 on any Linux machine doing NAT for a network that might have a phone on it somewhere. the parser runs before the packet reaches userspace, and there is no firewall rule that helps because the firewall itself is the thing running the vulnerable code. DecodeQ931() processes Q.931 signaling messages. the UserUserIE code path reads a 16-bit length from the packet and decrements it by 1 to skip the protocol discriminator byte: len = (buf[p] << 8) | buf[p+1] p++; len-- return DecodeH323_UserInformation(buf, p, len, ...) if the encoded length is 0, len-- wraps to -1. len is a signed int. -1 gets passed to the decoder, which interprets it as a very large positive value and walks through memory far past the end of the packet buffer. the decoder iterates through ASN.1 fields, following structure, dereferencing pointers, until it hits an unmapped page or a parse error. one malformed packet, unbounded kernel memory disclosure. depending on slab layout the adjacent memory could contain kernel pointers that defeat KASLR, crypto keys, credentials from other processes, fragments of network packets belonging to other users. so the programmer who wrote this in 2007 was implementing RFC 2225. the RFC says the UserUserIE field contains a protocol discriminator byte followed by a variable-length body. the discriminator is always present. so len-- is always safe because len is always at least 1. the RFC says so. the protocol guarantees it. the wire does not care about your protocol guarantees. the wire is untrusted input. but once you've internalized "there's always a discriminator byte" the decrement looks like bookkeeping, and every reviewer after you internalizes the same thing because the code reads naturally and the RFC agrees and nobody is going to stop and ask "but what if len is zero" because the protocol says it can't be. the code is wrong because the programmer understood the protocol. someone who understood H.323 less might have added a defensive check, but someone who understood it perfectly trusted the wire to be well-formed. a reviewer who also understands the protocol reads len-- and sees bookkeeping. the bug is invisible to expertise. you can only see it by distrusting the wire unconditionally, which means ignoring what you know about the protocol. I don't have a clean answer for how you systematize that. static analyzers can't flag it because every individual operation is valid. the length read is bounds-checked. the decrement is legal C. the function call is type-correct. fuzzers might hit it if they generate a zero-length UserUserIE but protocol-aware fuzzers tend to generate valid protocol structures, which means len >= 1, which means they systematically avoid the one input that triggers the bug. the tool that finds this is a human reading code and asking "what if this value is zero" at every arithmetic operation on untrusted input. boring question. answer is almost always nothing. the 1% where it isn't nothing is a 9.1 Critical and you have no way to know which 1% until you've asked everywhere. protocol-specific conntrack helpers get written once for a deployment need. they work. they ship. then they sit in the kernel for two decades because the protocol still exists somewhere and removing the module would break someone's phone system in a hospital basement. nobody is reading the code for bugs. they're keeping it compiling. eighteen years. 9.1. if (len <= 0) break;. originally reported by @VidocSecurity (Klaudia Kloc and Dawid Moczadło). I confirmed, reproduced, and patched it. patched in stable 5.10–6.19.
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❗️ Over 30 official Red Hat npm packages were compromised. How they got in: - A Red Hat employee's GitHub account was compromised. - Attackers pushed "orphan commits" (detached from branch history) straight in, bypassing code review with no pull request. - Payload "Miasma" (Mini Shai-Hulud variant) steals GitHub/cloud/Vault/SSH/npm secrets. Rotate everything since June 1. - The commits added a workflow (ci.yaml) + script (_index.js) that abused npm trusted publishing, requesting a real OIDC token to publish backdoored versions.
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I have been saying this for a while. It was only a matter of time until someone started running the much cheaper Chinese models on US-based infrastructure. Until now, you could still argue: "Who wants to send sensitive data to a Chinese provider?" Healthcare, defense, government, finance - for many of them this was basically a no-go. But if the same model runs on US-hosted hardware, with a US-based inference provider, many of those objections get weaker. And then it gets interesting. What happens when investors realize that maybe 50-70% of enterprise AI use cases don't need OpenAI or Anthropic at all? Maybe they run fine on: - cheaper hosted models - open-weight models - local models - or some future box of GPUs nobody had on their bingo card The big frontier models may still be needed for the hard stuff. But if only 10-20% of workloads really need them, the ROI story looks very different. That is where the card house starts to shake a bit.
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