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…
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system design
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6
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…
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…
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…