Repo Config Is the New Attack Surface for Coding Agents
A senior engineer opens an unfamiliar repo to review a PR. The coding agent wakes up and does what it was built to do.…
Category
Architecture
posts
6
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…
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…
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…
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…
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…