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…
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autonomous systems
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4
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…
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…
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…