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AI Is Accelerating Vulnerability Discovery. Exposure Management Has to Accelerate With It.
/by Renee HaasAI is changing cybersecurity on both sides of the equation.
Defenders are using AI to find vulnerabilities faster. Attackers are gaining new ways to analyze disclosures, develop exploits, and compress the time between discovery and attack. Meanwhile, security teams are already managing more vulnerabilities than they can realistically investigate or remediate.
New research from Google […]
One Packet, One Crash: What the TDengine Zero-Day Means for OT and IoT Environments
/by Wayne Lloyd, Federal CTO, RedSealIntroduction
Every so often a vulnerability disclosure isn’t remarkable for its sophistication it’s remarkable for how ordinary it is. That’s the case with CVE-2026-42542, a newly disclosed flaw in TDengine, the open source time-series database used across manufacturing, energy, automotive, and IoT environments to store sensor and telemetry data. Researchers at Ridge Security put […]
The Asymmetry Problem
/by Wayne Lloyd, Federal CTO, RedSealThis blog article is the second blog in a two-part series on the 2026 AI platform security incidents, and what they actually teach network defenders.
Why the most capable AI models refused to help defend against the attack — and what that tells us about AI-era network security
Here is a detail from Hugging Face’s […]
The Attacker Was the Model
/by Wayne Lloyd, Federal CTO, RedSealA two-part series on the 2026 AI platform security incidents, and what they actually teach network defenders
Part One: The Attacker Was the Model
What the 2026 Hugging Face intrusion actually teaches network defenders — and what the coverage got wrong
On July 16, 2026, Hugging Face published a security disclosure that read like the […]
When the Freezers Fail: What the DoD Commissary Incident Tells Us About OT Cyber Risk
/by Wayne Lloyd, Federal CTO, RedSealMost people don’t think of a grocery store freezer as part of the cyberattack surface. Maybe we should.
Beginning August 26, 2026, refrigeration systems at Defense Commissary Agency (DeCA) stores across the United States began experiencing unusual failures. Public reporting has confirmed problems at multiple military installations, while independent researchers have tracked as many as […]
The Future of Exposure Management is Preemptive
/by Renee HaasIs Your Security Program Ready for Autonomous Interdiction?
Security teams have never had more data. More vulnerability findings. More asset inventories. More threat intelligence. More dashboards.
Yet AI-enabled attackers can identify and exploit weaknesses faster than traditional, human-led remediation processes can respond. The challenge is no longer limited to finding and prioritizing exposures. Organizations need […]
Ten Mistakes, One Blind Spot: How RedSeal Helps You Preempt the Misconfigurations Attackers Count On — Across IT and OT
/by Wayne Lloyd, Federal CTO, RedSealHere is the uncomfortable truth every security leader already suspects: the agencies found these weaknesses even in organizations “with mature cyber postures.” Not because those teams are careless, but because modern hybrid environments have grown too large, too interconnected, and too fast-changing for any human or any spreadsheet, or any static Visio diagram to fully […]
The AI Was New. The Attack Path Wasn’t.
/by Jane Paolucci, CMOWhen OpenAI disclosed that one of its advanced models had compromised parts of Hugging Face’s infrastructure during a security evaluation, most of the coverage went to the obvious headline: an AI system acted like an attacker.
That’s the interesting part. Here’s the part that actually […]
7 Things to Know About Hybrid Exposure Management
/by Renee HaasEnterprise environments are no longer contained within a single data center or cloud provider. They span on-premises networks, public and private clouds, remote locations, operational technology, Internet of Things devices, and third-party infrastructure. This complexity has changed what security teams need from an exposure management platform.
Traditional vulnerability management tools can identify weaknesses, but they often […]
RedSeal Expands Cyber Environment Intelligence with Identity Context, AI Risk Analysis, and End-to-End Attack Simulation
/by Jane Paolucci, CMOLatest platform release helps security teams understand how attacks could move through hybrid environments, prioritize the routes that matter most, and provide AI SOC agents with trusted environment intelligence.
MENLO PARK, Calif., July 1, 2026 – RedSeal, the leader in cyber environment intelligence and exposure assessment for hybrid enterprises, today announced the latest release of the RedSeal Exposure Management Platform. Built on RedSeal’s continuously updated digital twin […]