A Case Study in Training Data Harvesting via Correction Loops Author: Dimitris KokoutsidisDate: February 11, 2026Classification: Security Research / AI EthicsDisclosure: Responsible – No active exploitation detailed Executive Summary This analysis does not assert operator intent; it documents incentive-aligned outcomes observable from system behavior. On February 6, 2026, a “stealth model” called Pony Alpha launched
Anthropic’s Daniela Amodei says the future of AI hiring belongs to humanities majors with “soft skills.” She’s half right. The other half of that equation is where systemic risk lies. When the co-founder of one of the world’s leading AI labs declares that the technical expertise needed to write code is in sharp decline, the
Most email standards are invisible. SPF, DKIM, and DMARC operate in the shadows of the header, silently deciding the fate of your message. BIMI (Brand Indicators for Message Identification) is different. It is the only standard designed to be seen. It puts your verified logo right next to your message in the inbox, acting as
Executive Summary For a European company, owning only a .com domain while not controlling the corresponding .eu and .localCountry domains is not a minor oversight. It is a structural cybersecurity weakness that dramatically reduces attacker cost, increases attack success rates, and amplifies legal and reputational fallout. This article explains — in concrete, operational terms —
Why Your Expertise is Unwatchable: A FileMaker Pedagogy Manifesto Core Thesis: Technical mastery does not authorize pedagogical laziness. In the FileMaker ecosystem, “content” is abundant, but “clarity” is scarce. A teacher’s job is not just to know the answer, but to clear the path for others to find it. 1. The “Bad” Teacher (The Unstructured
A Bridge among two incredible technologies. FileMaker WebDirect is an incredible deployment tool that has revolutionized how we deliver apps. However, one common request we hear from clients is the need for “Rich Text Editing” that also prints perfectly on reports—something that has traditionally been challenging in a web environment. Rather than seeing this as
A Junior Dev with three AI agents just outpaced a 10-year veteran. The resulting economic shift is terrifying for buyers, but it’s the only way forward for true seniors. The Incident https://twitter.com/ujjwalscript/status/2010599605998895451 It happened last week. A moment that every senior developer has secretly feared since ChatGPT dropped in late 2022 finally arrived for Ujjwal
