The RRLLS Ecosystem - Realtime Recursive Learning Loop State
Preprint — Independent Research May 17, 2026 · 04:44 IST · Kolkata, India The RRLLS Ecosystem: Realtime Recursive Learning, Distributed Capability Markets, Governance Infrastructure, and Model Sovereignty for Local AI Systems Chetan Sharma Independent Researcher · Kolkata, West Bengal, India Conceptualised: May 17, 2026, 04:44 AM IST · Kolkata, India Originated in a live conversational session with Claude (Anthropic), Claude.ai Version 2.0 — Extended Framework Abstract This paper presents the complete RRLLS Ecosystem — an end-to-end framework for live, human-approved weight adaptation in local language models, distributed capability exchange, mandatory governance infrastructure, and a new legal category of model instance ownership. Building on the foundational RRLLS concept (v1.0), this extended framework introduces: the Snapshot Governance Layer for forensic accountability; the Distributed AI Marketplace for On-Demand Skills (DAIMONDS) — ...