Research Vault: Open Source Agentic AI Research Assistant The Problem Nobody Talks About I was drowning in research papers. Not metaphorically—I had 50+ PDFs, dozens of articles, and a note-taking system that had... Architecture 08/01/2026
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
Statistics: Why Intelligent Systems Must Admit Uncertainty Executive Summary Most intelligent systems don’t fail because they lack data. They fail because they treat estimates as facts. Statistics exists to solve a very... Architecture 13/12/2025
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
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
