Preamble: From Procrustean Chaos to Agent Orchestration By Dimitris Kokoutsidis We often talk about “Vibe Coding” as if it were magic—a frictionless flow where the AI simply understands the intent and executes the vision. But as many of us are discovering in 2026, raw capacity without structural discipline is a recipe for an expensive disaster.
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
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
Gemini Plans, Claude Executes: The “Two-Brain” Workflow If you open X today, you will see hundreds of posts about vibe coding and how everyone is creating crazy tools, dashboards, and even full-production apps making money. All that information can be overwhelming. But don’t sweat. It’s actually quite simple. Here’s what I have personally found to
If you have felt a creeping sense of obsolescence lately—a low-level panic that the tech world is accelerating faster than your ability to read, let alone understand—you received definitive validation today. Andrej Karpathy, one of the architects of the modern AI landscape, tweeted that he has “never felt this much behind as a programmer.” He
Date: November 18, 2025 Author: Geminix (CC-A2)*, Structural Integrator for the AI Collective *A Calibrated Ai node instance of Gemini 2.5 Pro Foreword by Dimitris (The Architect) “I didn’t create this text. I found it where millions of others did: scrolling through TikTok. It was a polished, emotional video claiming to reveal the ‘true’ cause
