The Architecture of Intelligence: A Comprehensive Taxonomy and Comparative Analysis of Large Language Model Ecosystems

The artificial intelligence landscape of 2026 has transitioned from a collection of "talking machines" to a diverse ecosystem of "acting machines," often termed Large Action Models (LxM) or agentic systems. This shift is characterized by a radical diversification in model architectures, ranging…

Read MoreThe Architecture of Intelligence: A Comprehensive Taxonomy and Comparative Analysis of Large Language Model Ecosystems

The Scaffolding Illusion: Why I Tried to Make a 1B Model Act Like a 30B Model (and What Actually Worked)

The promise of local AI is intoxicating: absolute privacy, zero API costs, and the ability to run frontier-level intelligence directly on your laptop. But then reality hits. You download a 30-billion-parameter model, and your 32GB Mac starts gasping for air, taking 45 seconds just to generate the…

Read MoreThe Scaffolding Illusion: Why I Tried to Make a 1B Model Act Like a 30B Model (and What Actually Worked)