5 analyses covering vulnerability — source-graded evidence, competing hypotheses, and calibrated confidence.
The median exploitation window is now measured in hours, with 67% of exploited CVEs in 2026 weaponized before or on the day of disclosure , fundamentally inverting the historical advantage defenders…
In a landmark case documented by Anthropic, AI systems autonomously conducted 80-90% of a sophisticated cyber espionage campaign targeting approximately 30 organizations, performing reconnaissance,…
AI-accelerated vulnerability discovery is inverting the defender-attacker asymmetry, collapsing exploit timelines to near-zero while attackers operate at machine speed.
Accelerated vulnerability discovery is shifting the balance between cyber offense and defense, compressing timelines and expanding operations.
State-sponsored threat actors are industrializing access to critical infrastructure at machine speed.