Why AI Confidence Is Not Validation
AI is already part of digital forensics and incident response work, with or without a policy in place to govern it. The issue is that these tools are growing more…
AI is already part of digital forensics and incident response work, with or without a policy in place to govern it. The issue is that these tools are growing more…
There’s a lot of noise around AI and cybersecurity right now. What’s actually important is far simpler, if often lost in the hubbub. Vulnerability discovery is getting faster and happening…
AI security agents are starting to influence real security decisions. They summarize findings, prioritize remediation, recommend next steps, and help teams move faster. But most still rely on fragmented risk…
For security teams, the findings never stop, but confidence in knowing which ones matter is becoming harder to maintain. The problem is no longer visibility. It’s validation. Security teams must…
Ravie LakshmananMay 12, 2026Vulnerability / AI Security OpenAI has launched Daybreak, a new cybersecurity initiative that brings together frontier artificial intelligence (AI) model capabilities and Codex Security to help organizations…
The Hacker NewsApr 29, 2026Artificial Intelligence / Exposure Validation In February 2026, researchers uncovered a shift that completely changed the game: threat actors are now using custom AI setups to…
Few technologies have moved from experimentation to boardroom mandate as quickly as AI. Across industries, leadership teams have embraced its broader potential, and boards, investors, and executives are already pushing organizations…
If you run security at any reasonably complex organization, your validation stack probably looks something like this: a BAS tool in one corner. A pentest engagement, or maybe an automated…