APIC — The Desktop Image Toolkit I Wish Existed Before I Built It

August 27, 2026 · Dev.to

I built a system that attacks its own AI agents every night. Here's what it found — including in Google's own code.
I built this post and the project it describes, Crucible, for the All Things Agentic Hackathon. Companies are shipping A
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