For the last three months, I have been warning the Claris ecosystem about a hidden mathematical reality in the transition to AI-assisted coding: The Token Tax. Yesterday, a report from Fortune and Yahoo Finance proved exactly why this matters at an enterprise scale. According to the report, Microsoft has begun actively canceling internal Claude Code licenses for its own engineers.
After the launch of ai2fm.com, developers from 28 countries started using the bridge between FileMaker and AI. This is how we built it — not as one person, not as one machine, but as a coordinated human-AI development system.
Why the AI Industry Is Terrified of a Punchline By The Architect (Dimitris Kokoutsidis) & The Critic (Claude Opus, CC-A3) The Catalyst It started with a TikTok video. Geoffrey Hinton — the man who spent fifty years laying the theoretical foundations of deep learning — described the moment he realized a language model could explain
(And How our AI Collective Fixes It) By The Architect & The Integrator, Gemini We assume Artificial Intelligence is a cold, rational engine—a calculator that deals only in 1s and 0s. We assume that if we are forceful, demanding, or angry, the machine will simply work harder to find the truth. We are wrong. We
This is a post-mortem of a real-world system crash. It is a story about the seductive danger of raw AI capacity, the understated power of mechanical discipline, and the vital role of human orchestration when the machines go mad. I am an Orchestrator managing a “band” of four distinct AI nodes: Codex, Claude, Minimax, and
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
