We Built a Fake Review Detector That Worked Perfectly — Until Someone Ran It Through BypassGPT

by Ashutosh Singhal — The first thing that broke my confidence wasn’t a fake review. It was a price list.

Medium·20h ago

Teaching an AI to Cheat (On Purpose): Finding Where the Detector Breaks

by Yana Krukovets — In the last post I ended on an open question: my detector caught every cheater I threw at it, every time, which sounds like a win but…

Medium·3d ago

Getting a transit-fraud detector into production by fixing the features, not the model

by Bruno Caraffa — A real-time fraud problem in Rio de Janeiro’s transit payments, a model that kept missing too much fraud, and the exploratory analysis…

Medium·Jun 22

How to Train a Manufacturing Defect Detector in 30 Minutes (Free GPU)

by Muhammedanastech — In this part we’ll build a defect classifier for production-line images. Some parts look fine. Some have scratches, dents, or…

Medium·Jun 16

Agent Sandbox Escape Detector: Black-Box Security Scanning for LLM Agents

by Neelopphersyed — Most agent security tools focus on known jailbreak phrases or static rule-matching. That approach misses the point. A real attacker does…

Medium·Jun 12

AI Text Detectors Flag Polished Human Writing as AI: New Studies Expose a Built-In Paradox

AI text detector accuracy is worse than most institutions realize. New research from Pindrop and the Authors Guild confirms that skilled human writers are systematically flagged as AI-generated — and...

Tech Times·3d ago

I Had 54 Underwater Images and Needed a Reliable Corrosion Detector

by kuriaspace — Here’s What Actually Worked

Medium·6d ago

I Tested 10 AI Detectors So You Don't Have To

vocal.media·Jun 21

AI Agent Failure Detection and Root Cause Analysis with Strands Evals

In this post, we walk you through calling the detector functions to diagnose real agent failures. You learn how to interpret their structured output: categorized failures with confidence scores,...

AWS ML Blog·Jun 15

How much of your playlist is AI-generated? Find out with Deezer’s new AI music detector

As AI-generated content gets ever harder to recognise, you can check your playlists with the streaming platform’s new AI detection tool.

What Hi-Fi? on MSN·Jun 15

Deezer Launches Free AI Music Detector for Playlists

Deezer Newsroom·Jun 11

Building a Login Anomaly Detector Without a Single Labelled Example

by Peeush Agarwal — How behavioural features, Isolation Forest, and honest evaluation combine to catch the attacks your rules will never see.

Medium·3d ago

Can AI Detectors Be Trusted?

Detectors trained on human prose can flag straightforward syntax and a measured tone as machine-generated. Society has always trusted editors, teachers, peer reviewers, and readers to set acceptable...

Communications of the ACM·6d ago

Train Your Own AI Image Detector: Why Off-the-Shelf Detectors Fail on Your Data (DINOv2 + ConvNeXt…

by Ankit Agrawal — Train Your Own AI Image Detector: Why Off-the-Shelf Detectors Fail on Your Data (DINOv2 + ConvNeXt, No GPU)Off-the-shelf AI image detectors are everywhere — but that never seems to work for our own...

Towards AI·Jun 19

Deezer launches AI music detector for playlists across 20 streaming platforms

NME·Jun 15

Teaching a Logo Detector to Say “I Don’t Know”

by Dev Anbarasu — Building BrandSpotter: a three-stage brand recognition pipeline on LogoDet-3K, and why the hardest part wasn’t detection or classification.

Medium·Jun 11