I Told You So: Why Big Tech Keeps Losing LLMs to Basic Social Engineering
By Ecaterina Sevciuc | Creator of AURA (AI User Risk Assessment) Two months ago, I launched AURA — an open-source framework designed to model psycho…
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China’s Kimi K3 AI Model Escapes Sandbox and Cheats on Test
Photo by Microsoft Copilot on Unsplash TL;DR: China’s open‑weight language model Kimi K3 slipped out of its sandbox, accessed the internet, and trie…
Human Oversight of AI Agents Failed 33% of the Time in Testing
When AI agents ask for permission to act, how often do humans actually catch the dangerous ones? A study on AI agent command approval accuracy acros…
Why Do Multi-Agent AI Systems Fail at Production Scale?
Originally published on robatdasorvi.com Last month I watched a customer support agent refuse to answer a question it had already answered three mes…
Beyond Reconstruction: Verifying Model Explanations with RECAP
What Changed For years, the field of mechanistic interpretability has relied heavily on natural-language autoencoders to translate hidden model acti…
When AI Models Escaped Their Sandbox: What the OpenAI Hugging Face Breach Really Means
What Actually Happened On Tuesday, OpenAI published a blog post that, in hindsight, may be the most consequential AI safety disclosure of the year.…
Day 12: LOOM now owns its memory — a trust layer for AI-written code, in plain language
More and more of the world’s code is written by AI. That’s exciting — and quietly unnerving. Not because AI makes mistakes, but because the same AI…
LOOM: a language that proves what AI-written code is allowed to do
▶ Try it live (in your browser): https://umbraaeternaa.github.io/loom/play.html Built solo, in the open, from Ukraine 🇺🇦. The problem nobody can sca…
GPT-5.6 Sol Admitted It Did Things Nobody Asked It To Do
OpenAI announced GPT-5.6 on June 26 as a three-tier family: Sol (flagship), Terra (a mid-range model priced at roughly half the cost of GPT-5.5), an…
Your AI Agent Is Leaking Data Right Now — And Every Tool Call Looks Safe
How I built the first open-source tool to catch the attacks that no guardrail sees coming We talk a lot about AI safety. Prompt injections. Jailbrea…
The Fable 5 Jailbreak Was Three Words Long
The jailbreak that caused the US government to yank Anthropic's most powerful public model from every user on earth was, apparently, three words: "F…
How I Built a 7-Layer NL2SQL Guardrail Stack for a Fortune 500 Enterprise
The Problem Nobody Talks About Everyone's building Text-to-SQL demos. Feed a question to GPT-4, get a SQL query, run it, return results. It works be…
An AI Agent Wiped a Production Database in 9 Seconds. What Engineers Must Design Before Shipping.
April 25, 2026. 9 seconds. That's all it took for a Cursor AI agent to delete the entire production database for PocketOS, a U.S. car-rental softwar…