Around 85% success rate of keystroke recovery with our script :)

TL;DR: If a large model finds a 0-day with 90% probability, and a small model with 50% probability, but the small model costs 10x less, it is better to use the small model.

We compared the cost and recall of various models in finding real, recent zero-days and found that for most applications, smaller models run repeatedly can significantly outperform larger frontier models on cost-to-recall.

Disclaimer: I'm involved with Hacktron, the company that produced this research. This is a factual presentation of our benchmarks, which we hope the community can use to make informed decisions about models like Mythos.

Questions regarding netsec and discussion related directly to netsec are welcome here, as is sharing tool links.

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This new Linux kernel bug called Copy Fail (CVE-2026-31431) is kinda terrifying because it’s not complicated at all. A normal user can run a tiny 732-byte script and get root, no race conditions or luck required, and it works across major distros like Ubuntu, RHEL, and SUSE. The exploit quietly modifies the page cache instead of the file on disk, so integrity checks don’t catch it, but the kernel still executes the tampered version in memory.

Even worse, since the page cache is shared, it can potentially cross container boundaries too. Patch ASAP if your distro hasn’t already, because this one feels way too reliable…

As we commonly know in appsec, not every vulnerability, even if critical 10 is relevant. This is a take from my buddy Brian Vermeer at Snyk, he's a Java Champion and offers his opinion as a developer to the Thymeleaf vulnerability CVE-2026-40478

With everything that's happened recently, the Axios npm account hijack, LiteLLM getting poisoned on PyPI, and that coordinated npm/PyPI/Docker Hub campaign in April, I finally stopped manually running npm audit and set up something proper.

Been running Dependency-Track for a few weeks now. It's an OWASP open source project that works differently from the usual scanners, you upload an SBOM for each project and it continuously monitors against NVD, OSS Index, GitHub Advisories, and more. New CVE drops affecting your stack? You get notified without doing anything.

Wrote up how I set it up on Hetzner with Docker, Traefik for HTTPS, and GitHub Actions to auto-generate and upload SBOMs on every push

Summary: I’m disclosing a full-chain CVSS 10.0 RCE affecting Microsoft Semantic Kernel (.NET v1.74) and the new Agent Framework 1.0.

The Timeline & Conflict: > * March 24: Initial disclosure sent to MSRC with PoC.

• April 8: MSRC closed the case as "Developer Error / Configuration Issue."
• The Reality: Despite the rejection, Microsoft silently merged mitigations in PRs #13683 and #13702 without assigning a CVE. This results in a "False Green" for enterprise SCA tools (Snyk/Checkmarx/Dependabot) while the bypasses remain functional.

Technical Scope:

• Architectural Trust Gap (CWE-1039): Auto-invocation logic treats non-deterministic LLM output as a high-privilege system coordinator without a sandbox boundary.
• 6 Day-Zero Bypasses: Discovery of Type Confusion and Unicode homoglyphs that defeat the "hardened" baseline in the April 2026 releases.
• Versioning: Persistence confirmed from .NET v1.7x through the Agent Framework 1.0 re-baseline.

Full paper, .cast exploit recordings, and a production-ready C# remediation filter are available at the link.

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