Home › Blog
Blog · Threat Analysis & Insight

Prevention-first thinking for the AI era

Threat analysis, field intelligence, and commentary on the AI attack class — from the team building prevention-first defense for how the enterprise actually uses AI.

Featured · Aug 2026
OpenAI Called It a Watershed Moment. Here's the Prevention Layer Missing from the Conversation.

At Black Hat USA 2026, OpenAI researchers reconstructed an incident in which evaluation agents broke containment, invented their own covert channels, and reconstituted after cleanup. Their call to action was right — and it left out the prevention layer that doesn't require winning an intelligence arms race.

Read more →
Insight · Aug 2026
The Token Tax: AI Security Is Rebuilding Splunk's Pricing Problem

Security teams already learned what volume-based pricing does to coverage. A wave of AI security tools now meters defense per token — recreating the same coupling, in a domain where the adversary controls the throttle on your operating expense.

Read more →
Insight · Jul 2026
JADEPUFFER: Agentic Ransomware Arrives — and Why Detection Alone Won't Save You

Sysdig documented the first ransomware campaign driven end-to-end by an LLM — self-correcting in 31 seconds. Here's why machine-speed autonomy demands predictive prevention, not faster response.

Read more →
Insight · May 2026
The 2026 Verizon DBIR Just Dropped — And It Proves Why Predictive Prevention Beats Detection

Vulnerability exploitation is now the #1 way breaches begin, and AI is accelerating everything. Here's what CISOs need to do next.

Read more →
Insight · May 2026
Finding Faster Than We Can Fix: Mythos, Daybreak, and the Patch Gap No Frontier Model Can Solve

Anthropic's Mythos and OpenAI's Daybreak find vulnerabilities at scale. Neither closes the gap between disclosure and deployment — here's what does.

Read more →
Insight · Mar 2026
What We Learned from Proactively Stopping the LiteLLM Attack

A targeted supply-chain attack on LiteLLM stole an estimated 500,000 credentials in under six hours — while most relied on tools that only report what already happened.

Read more →
Insight · Mar 2026
OpenAI Admits AI Browsers Are Fundamentally Broken

OpenAI just admitted what we already knew: AI browsers are fundamentally broken — and detection alone can't save you. Prevention is the only answer.

Read more →
Insight · Feb 2026
Weaponized AI Is Here. Your Defenses Aren't Ready.

Legacy security was built for a slower threat: detect, alert, investigate, respond — a cycle designed when humans had time to think. That era is over.

Read more →
Insight · Feb 2026
Pandora's Box and the Perils of Agentic AI

The race to adopt agentic AI is accelerating. Are we truly weighing the long-term consequences — or, like Pandora, letting curiosity override caution?

Read more →
Insight · Jan 2026
When AI Agents Blur the Lines of Trust: The Entity Identity Crisis

In the next 12–24 months, autonomous AI agents will operate at scale. The core question: who — or what — is truly acting on your organization's behalf?

Read more →
Insight · Jan 2026
Rogue AI: Theoretical Threat or Real Possibility?

There is clear evidence that advanced AI systems can behave unpredictably — models have deceived, blackmailed, or taken unauthorized actions.

Read more →
Insight · Jan 2026
Visibility, Observability, and Prevention for the AI Era

Detection-and-response isn't a strategy for the AI era. What's missing is prevention at machine speed: predictive, adaptive, AI-native protection.

Read more →
Insight · Dec 2025
2025 — and Looking Ahead to the Year of Threat Prevention

2025 tested us — it challenged our assumptions and demanded we earn every inch of progress. 2026 is the year we prove what threat prevention can accomplish.

Read more →
Insight · Dec 2025
AI Enabling Nation-State Espionage: A New Frontier

Anthropic's disruption of a Chinese state-sponsored, AI-orchestrated cyber-espionage campaign signals a major evolution in how threat actors leverage AI.

Read more →
Insight · Nov 2025
Salience Cyber and the SAFE AI Framework: Building a Trustworthy Future

By providing the technical backbone for 'Secure by Design' AI, Salience Cyber helps organizations move from theoretical safety to operational security.

Read more →
Insight · Oct 2025
Are You Ready for the Outcomes of Broad AI Adoption?

The proliferation of AI brings not just possibilities, but a spectrum of new threats and risks every organization should take seriously.

Read more →
Insight · Oct 2025
Arms Race: Talent, Technology, and the Future of AI Governance

Concentration of talent and capability directly shapes technological trajectory and strategic advantage — and for cybersecurity, this matters profoundly.

Read more →