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Bot Detection False Positives: How to Actually Test Accuracy
1+ day, 2+ hour ago (1443+ words) The fastest way to lose confidence in bot protection is not to miss a bot. It is to block a real customer. A missed scraper costs bandwidth or content. A blocked customer costs a sale, a support escalation, and trust…...
AI Content Detector Accuracy Statistics 2026
4+ day, 5+ hour ago (1186+ words) Four detection tools were run against 40 fully AI-written master’s papers in a peer-reviewed test published 29 June 2026. Three of them caught none. Turnitin scored every one of the 40 below its own reporting threshold. This post collects verified AI content detector accuracy…...
AI Humanizer Benchmark 2026: Tests & Results
1+ week, 6+ hour ago (1608+ words) The evaluation compared seven AI humanizers using the same source texts, criteria, detectors, and scoring methodology. GPTHuman earned the highest overall score at 88.28 out of 100, supported by a 94% detector-bypass score, 91% readability, and 96% consistency. Source: AI Humanizer Benchmarks on Hugging Face....
I Thought This Was a Classification Problem. It Wasn't.
1+ week, 3+ day ago (963+ words) Previously: 9 Bugs That All Looked Like a Working System · I Built an AI That Rewrites Its Own Prompts · The Edit That Fixed 4 Tasks and Broke 1 · I Let an LLM Rewrite Its Own Prompt. The Real Win Was the Gate That…...
I benchmarked 6 free AI text detectors so you don't have to
1+ week, 3+ day ago (372+ words) I got burned by a client who swore my original writeup was "AI-generated." It wasn't. But the accusation cost me a week of back-and-forth, so I did what any annoyed engineer does: I ran the detectors against each other until…...
How AI Anomaly Detection Catches The Problems Your Tests Miss
1+ week, 6+ day ago (1018+ words) Your test suite is a record of every failure you’ve faced. You wrote a test because something broke once, and you never wanted it to happen again. Which is great, except it means your tests are always backward-looking. The failures…...
Cómo detectar y frenar estafas con voces deep‑fake en 2024
2+ week, 1+ day ago (338+ words) Imagina que recibes una llamada de tu jefe pidiéndote una transferencia urgente… pero la voz es una réplica perfecta generada por IA. En 2024 esa escena ya no es ficción: las estafas con voces deep‑fake están a la orden del…...
Why 100% Line Coverage is Lying to You in AI-Generated Code (And How We Catch It)
2+ week, 2+ day ago (482+ words) If you have spent the last few months building projects with AI coding assistants (Antigravity, Claude Code, Cursor, Copilot), you have likely experienced this specific frustration: You prompt an agent to build a feature or fix a bug. The agent…...
My scanner reported honest coverage every day, and it was the same coverage every day
2+ week, 2+ day ago (839+ words) I have a tool whose whole job is catching tools that lie. It works. It has found real ones. And it publishes its coverage, which is the part I was proud of. A pass is bounded by wall clock, and…...
The Best Anomaly Detector I Know Optimizes Nothing
2+ week, 3+ day ago (985+ words) Classic Machine Learning Through the Eyes of an SRE — Part 9: Isolation Forest The algorithm in one line: Isolation Forest scores how anomalous a point is by how few random cuts it takes to separate that point from everything else. No…...