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
Applying SRAL to LangChain: An Architectural Evaluation A systematic evaluation of LangChain's architectural foundations using the SRAL framework Scorecard Summary Component Score Key Finding State ⚠️ Weak-to-Moderate Memory is optional, not architectural.... Agentic AI 02/01/2026
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 static.... Agentic AI 14/12/2025
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
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
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 fill.... Distributed Systems 20/04/2019
