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 Architecture Artificial Intelligence 02/01/2026
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... Agentic AI Architecture Artificial Intelligence 24/12/2025
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 Systems Architecture Artificial Intelligence 14/12/2025
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 Architecture Artificial Intelligence 12/12/2025
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... Agentic Systems Architecture Artificial Intelligence System Design 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... Agentic Systems Architecture Artificial Intelligence 17/03/2021
