Audit says CAGE 4 defender scores measure less than assumed
Busy-agent handling, unseeded policies, and unpublished scoring choices make published CAGE Challenge 4 comparisons hard to reproduce.
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Busy-agent handling, unseeded policies, and unpublished scoring choices make published CAGE Challenge 4 comparisons hard to reproduce.
Hidden Markov model predicts next adversary actions with 0.8 nats per step gain on CAGE 2 benchmark.

The retrieved page is only a cookie notice, so no capabilities, access, or benchmarks are stated.

The paper proposes model safeguards, defender tooling, and stronger government evaluation and incident reporting.

Flashpoint survey finds only 25% of security teams actively use agentic AI for defense.

Google DeepMind announced Gemini 4 Argon, a frontier model with up to 1 million output tokens.

OpenAI will give Ukraine Daybreak access to find and fix vulnerabilities in civilian infrastructure.

NCSC UK argues that agentic AI defense is limited by organizational politics and proposes a risk framework for safe automation.
BlueSTAR is a tiered agentic LLM architecture for autonomous cyber defense, validated on live enterprise IT/OT cyber ranges against seven attack chains.

OpenAI and GSA agreed to provide ChatGPT to federal, state, local, and tribal governments with $0 licenses, 50% off usage, and cyber-defense access.

OpenAI pledges $1 billion in subsidized Daybreak cyber models and training for water utilities, grid operators, and other critical-infrastructure defenders.

OpenAI committed $1 billion to subsidize Daybreak cyber model access, training, and support for water, grid, government, banking, nonprofit, and open-source defenders.
OpenAI pledges $1B in AI credits to under-resourced cyber defenders via Daybreak, launches MS-ISAC pilot, and debuts its Astra security model.

OpenAI commits $1 billion to Daybreak for Frontline Defenders, subsidizing frontier cyber AI access and training for small utilities, governments, and critical infrastructure operators.

Mexico's 2025-2030 Cybersecurity Plan sets a national roadmap to counter threats including ransomware and build durable cyber defenses.

WIRED examines Volt Typhoon pre-positioning 'digital bombs' in US civilian infrastructure via a war game simulation discussion.
OpenAI details how AI is reshaping offensive and defensive cybersecurity and outlines steps security teams should take now.
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