Machine Learning Types Are the Wrong Abstraction for Agentic Systems Executive Summary We still classify machine learning systems by how they are trained. Supervised. Unsupervised. Reinforcement learning. That taxonomy made sense when models were static.... Agentic AI 14/12/2025
What AI Exploit Benchmarks Actually Tell Us About System Architecture Recently, researchers at Anthropic published a study showing autonomous AI agents discovering and monetizing real software failures in simulated environments. The headlines made it sound... AI Infrastructure 08/12/2025
From Good to Great: Regularization as Control, Not Optimization Updated December 2025 to reflect modern agentic and autonomous systems Executive Summary Most machine learning systems don’t fail because they lack intelligence. They fail because... Architecture 17/03/2021
The Bulkhead Pattern: Designing Systems That Refuse to Drown Updated December 2025 to reflect modern autonomous and agentic systems Executive Summary Most distributed systems don’t fail catastrophically. They fail quietly. Threads saturate. Queues fill.... Distributed Systems 20/04/2019
