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Gambling Sites Solved Output Verification. AI Still Cannot.
6+ hour, 44+ min ago (944+ words) You send a prompt to an API. You get tokens back. You have no way to establish that the model which produced them is the model you were billed for, that its weights were not quantised last Tuesday, or that…...
Why PID equality breaks WebView2 focus detection—and how to verify focus safely
18+ hour, 57+ min ago (222+ words) A desktop dictation tool has a deceptively dangerous job: it waits while speech recognition runs, then writes text into another application's focused control. If focus changes during that delay, the text may land in a chat, terminal, or password field…...
MCP Describe Injection: Audit Tool Descriptions Like Code
19+ hour, 28+ min ago (489+ words) A practical guide to a real, under-covered MCP attack surface — and a dependency-audit mindset you can apply today. No vendor required for the checklist at the end. A single install line stamps every tool in an MCP server onto the…...
Free LLM Tiers Are Lying to You — Model Rotation Saved My Agent
21+ hour, 15+ min ago (225+ words) I built a small autonomous agent (GitHub issue triage) that runs entirely on free LLM tiers — no API budget, no GPU, no AWS account. The project itself is ~250 lines and works. The interesting part is what the free tier did…...
A silent failure looks exactly like a feature you never built
21+ hour, 16+ min ago (898+ words) Your system has memory. Your user is typing into someone else's chat box. We ran the second option for months. The memory picker was injected in-page, with a 3-second remount timer, on all 22 chat hosts we support. It worked. It…...
How Your AI Writes Code Faster Than Your Team Can Trust It
22+ hour, 5+ min ago (488+ words) The bugs started climbing right after the AI rollout, and nobody wants to say it out loud. The velocity chart looks great, the demos land, and the tools are so obviously working that questioning them feels risky. Meanwhile, the incident…...
AI coding agents expose a new software testing risk
23+ hour, 28+ min ago (652+ words) Artificial intelligence is accelerating software development, with coding agents increasingly able to build features, restructure code and fix defects with limited human intervention. For RegTech firms developing software used in tax due diligence and other high-stakes processes, the technology could…...
I Reviewed 12 Free-Tier Integrations. The Same Six Myths Kept Appearing.
23+ hour, 5+ min ago (656+ words) Last month I reviewed twelve integrations that used free model servers. All twelve carried the same wrong assumptions. None of them tested those assumptions. That's the real problem. Not the free tier. The mental model. How many of these myths…...
The Model's JSON Was Almost Valid. I Made It Grade Its Own Homework for 48 Hours.
23+ hour, 4+ min ago (470+ words) Every extraction pipeline I have ever pointed at a language model shares the same dirty secret: the JSON comes back almost valid. Almost is where the bugs live, because almost passes your eyes and then fails your schema at midnight....
The Agent's Tests Passed. Mutation Testing Showed 2 of 4 Faults Survived.
23+ hour, 5+ min ago (630+ words) The agent patch passed the gates I ran on it. Its unit tests were green, fixtures matched, nothing was flaky. Then I seeded four faults into the implementation, one at a time. Two survived. That gap is what this article…...
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