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Free until it isn't — a calm cream panel lifts to reveal a glowing blue circuit underneath: a repeating pattern of identical cache-hit nodes that forks once into a denser teal cluster where a real model call happens

How We Made Redundant Security Analysis Nearly Free Without Trading Away Correctness

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Industry teardown — AI-written code is outrunning insurance security teams. Four forces: a 3-day federal fix deadline, 62% of AI code carrying an exploitable flaw, a sub-1-day exploit window, and 10x more security findings.

AI-written code is outrunning insurance security teams

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A vault door slamming shut as red exploits pour through the closing gap while a patch truck lags behind

Patching Is Dead. Runtime Buys Time. Only Faster Remediation Wins.

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A Prompt Is Not a Security Function

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Sealed compliance documents on an endless conveyor belt being continuously re-stamped beneath a clock

Regulators Will Require What You Can't Do Manually

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A software iceberg with a small hand-built tip above water and a vast submerged mass of third-party dependency crates below

The Software You Ship Is Assembled, Not Written

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What Is VulnOps? Vulnerability Operations, Defined

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Split containment cage holding a glowing AI core: Claude Fable 5 locked and safeguarded on one side, Mythos 5 unleashed on the other, both wired down to a control harness console

Claude Fable 5 & Mythos 5: Quick Takes From the First Security Tests

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Interchangeable AI model chips beside a labeled tower of security context layers

Context Engineering for Security: Why Context, Not the Model, Decides the Fix

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Why AI Code Fixes Fail Without Context

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VulnOps: The Operational Playbook for Mythos-Ready Security Programs

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What 5,197 Job Postings Reveal About AppSec Hiring

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