The uncomfortable truth is that almost everything we built for application security was designed for a different threat model, one where a human had days to think. At this scale and velocity it doesn't hold, and teaching an AI agent to drive those same tools doesn't fix it.
Our prior approaches rested on pre-generated heuristics (rules, SAT/SMT) or hypotheses (fuzzing harnesses). They worked because a human could understand the problem first, define the path to a fix, then scale remediation. That luxury is gone. Discovery and remediation now need to happen almost simultaneously, and raising the bar with ineffective mitigations neither stops an AI-driven attacker nor buys time.
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Non-Invasive File Lineage Blockchain Solution
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Executive Summary: Overview of file-level cryptographic anchoring.
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I stopped hiding shellcode in the pixels.
The PNG spec has a quieter door.
Ancillary chunks are skipped by decoders that do not know them. Pixels stay byte-identical.
Pixel steganography is a puzzle. Format steganography is delivery.