One AI Agent Found a Bug. Three Others Needed to Know.
One AI agent found a bug. Three others on related work needed to know. Why coordinating AI agents through handoff files failed for me, and what fixed it.
Six Million Jobs, and Where This Really Started
snapWONDERS just passed six million media processing jobs. The number is new. The reason it exists isn’t.
What “Inter-Frame Tampering?” and “Duplicate Frames Detected?” Actually Check
A forensic report asks two questions about a video’s frames: are any too different, and are any too similar? Here’s what each one actually catches — and misses.
I Kept Waiting for AI to Have an Original Idea. It Never Did.
There’s a claim doing the rounds that AI is going to take over — not through one dramatic leap, but by entering a continuous loop: building its own next-generation system, …
What the “GPS Timezone Triangle?” Row on a Forensic Report Actually Checks
Forensic reports flag GPS with a question, not a checkmark: “GPS timezone triangle?” Here’s what that question is actually asking, and what it means when the answer is no.
Why a Forensic Image Grade Needs Two Numbers, Not One
An F built on GPS coordinates and an F built on a texture statistic are not the same finding. One number cannot say both what was found and how much to trust it.