I've been thinking about why I feel so compute-constrained, and I think the issue is: I always had lots of ideas. In the past, building the code to run my experiments was the bottleneck - I had to choose carefully which experiments to run. While AI agents write bad architecture, ...
Exim 4.99.3 is out, patching CVE-2026-45185, a critical RCE found by XBOW! Check out our post linked in the reply; I'll summarize some details in this thread.
so that explains the delay...
deepseek could not fix training instabilities, after doubling from ~15T tokens in v3 to ~33T tokens in v4
the 10 mentions of "stability" tricks seem to be wildly lacking if these two were the main bandages (mismatched routing clamping)
but kudos for transparency, as always!
Being an Israeli CEO since 2019 is basically very much like:
while True:
slack_team(f"Don't come to the office today due to: {random.choice(['pandemic', 'war', 'sirens', 'protests', 'shenanigans'])}")
Joining the agentic vuln research hype, @EyalKraft and I did something. Unfortunately, it worked better than we hoped.
We spent a few weeks building an agentic loop that reverse-engineers and exploits kernel drivers. We already found 100 exploitable drivers.
(link below)
syzkaller/syzbot now has AI agentic framework for kernel bug fix generation, bug assessment, security triage, POC generation, etc:
groups.google.com/g/syzkalle…
Includes set of tools to build kernels, navigate/edit source, test reproducers, etc.
Contributions/research are welcome.
Clang's -Wthread-safety, named "Context Analysis" for the Linux kernel finally merged after a year's worth of work: git.kernel.org/torvalds/c/09…docs.kernel.org/next/dev-too…
Currently opt-in; go and set 'CONTEXT_ANALYSIS := y' for any kernel code you're developing. Needs Clang 22 .
Manually instrumenting Go applications for observability has always been a time-consuming challenge.
Solutions based on binary patching and eBPF have attempted to solve this, but they often come with undesirable tradeoffs.
That’s why we built Orchestrion … 🧵
Domato Lives! Today, we merged a WebGPU fuzzer written by @btiszka who used it to find several serious bugs in Chrome. Check it out at github.com/googleprojectzero…. Potentially also interesting for other browser vendors working on their own WebGPU implementation ;)
Snyk 🤝 @orcasec
Together, we're revolutionizing DevSecOps. 💪 Learn how our strategic partnership provides unparalleled visibility into risks throughout the entire app lifecycle - from dev to runtime. #AppSec#CloudSecsnyk.co/uhrWl
1/ A world first reverse engineering analysis of AWS Session Tokens.
Prior to our research these tokens were a complete black box. Today, we are making it more of a glass box, by sharing code and tools to analyze and modify AWS Session Tokens.
medium.com/@TalBeerySec/reve…