Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Surviving the Vulnpocalypse: How to Prepare for the AI-Driven Security Reckoning

The cybersecurity landscape is facing an unprecedented shift, and industry experts are sounding the alarm about what many are calling the “vulnpocalypse.” This isn’t just another security buzzword or overhyped threat. It represents a fundamental transformation in how vulnerabilities are discovered, exploited, and defended against in the age of artificial intelligence.

Best AI Security Vendors in 2026

Something fundamental changed in the last twelve months. Employees went from asking AI questions to handing it the keys to enterprise data. AI agents now read email, ship code, and query databases, and increasingly, they act without a human in the loop. Security teams evaluating AI security vendors in 2026 are not shopping for the same category they were in 2023. The threat model has changed. The vendors have not all kept pace.

Why Too Dangerous to Release AI is a Lie

Calling a model too dangerous to release ignores the obvious reality that open and alternative models will soon reach similar capability. Once the path is visible, other providers, including overseas competitors, will build their own versions, so secrecy becomes a temporary market move, not a lasting safety strategy.

This AI Safety Move Makes Zero Sense #aisafety #ai #tech

Claiming an AI model is too dangerous for public release while issuing a press release about it creates more questions than trust. If something genuinely carries that level of risk, private handling under strict controls makes sense, but public hype only fuels suspicion, competition and panic.

Copy Fail (CVE-2026-31431): What Linux administrators need to know now

Copy Fail, or CVE-2026-31431, is a Linux kernel local privilege escalation vulnerability that can let an unprivileged local user corrupt page-cache-backed file data under specific conditions and potentially escalate privileges. Exposure depends on the running vendor kernel and backported fixes. Installing a vendor-provided kernel fix is the primary remediation, with temporary mitigations available in some environments if patching is delayed.

Post-quantum encryption for Cloudflare IPsec is generally available

While more than two-thirds of human-generated TLS traffic to Cloudflare is already protected by post-quantum cryptography, the world of site-to-site networking has been a different story. For years, the IPsec community remained caught between the high bar of Internet-scale interoperability and the niche requirements of specialized hardware. That gap is now closing.

Defending Against CORDIAL SPIDER and SNARKY SPIDER with Falcon Shield

Since October 2025, CrowdStrike Counter Adversary Operations has observed a shift in intrusion tradecraft: Threat actors are executing high-speed, SaaS-centric attacks that bypass traditional endpoint visibility. CORDIAL SPIDER and SNARKY SPIDER exemplify this evolution as distinct adversaries conducting rapid data theft and extortion campaigns with striking operational similarities.

Agentic AI Security: Tune Detections with Threat Intel

Most AI detection engineering puts a human in the loop at every step. David Burkett envisions an efficient and effective pipeline architecture that does not. David is a security researcher at Corelight Labs and a longtime LimaCharlie community member. He appeared on a recent episode of Defender Fridays to walk through his vision of a fully agentic detection engineering pipeline. His system uses LimaCharlie as its operational backbone.

The 7 sins killing your SOC efficacy (and why NDR is the cure)

Network Detection and Response (NDR) is a glorious tool for spotting the stuff that slips past the velvet ropes. The weird lateral movement. The "why is Finance talking to a printer in Moldova" moment. The internal reconnaissance that looks harmless until it's suddenly not. What can't NDR do? Trick question. It can't walk the dog, run a marathon, or explain to leadership why "just block Russia" isn't a complete strategy. NDR is your truth serum.