Building Autonomous Sovereign AI: How Autoresearch Loops and Expert Fine-Tuning Create Self-Improving Local AI Systems

Autoresearch Loops and Differentiated Intelligence Two Converging Blueprints for Self Improving AI Systems Date: July 2, 2026 Introduction: The Shift from Models to Systems That Improve Themselves Two major threads in AI research converged almost simultaneously. On one side, Introspection's "autoresearch" framework reframes AI systems not as static models, but as self improving loops. On the…