SRAL Framework: The Four Questions I Ask About Every AI Agent The Problem With Agent Evaluation Most conversations about AI agents focus on capabilities. Can it browse the web? Can it write code? Can it use... Architecture 24/12/2025
PART I — Why Most Agents Fail: The Architectural Blind Spots Behind CoT and Tool-Only Models Modern agent demos look impressive until you load them with real work. Real constraints. Real ambiguity. Real environments. That’s when most agents collapse. And the... Agentic AI 12/12/2025
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
Dimensionality Reduction: Why Intelligent Systems Must Forget Updated December 2025 to reflect modern agentic and autonomous systems Executive Summary Dimensionality reduction is often taught as a performance optimization. That framing misses the... Architecture 12/07/2021
