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Machine Heart
Machine Heart
May 30, 2026 · Artificial Intelligence

From 6 to 8: DeliAutoResearch SKILL’s Leap in Continual Learning and Self‑Iteration

The paper presents a unified three‑axis framework for continual learning and self‑iteration, classifies over a hundred prior works into five method categories, formalizes convergence conditions, highlights a jump from a 6‑point to an 8‑point peer‑review score, and outlines six open research challenges for autonomous LLMs.

AI autonomycontinual learninglarge language models
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From 6 to 8: DeliAutoResearch SKILL’s Leap in Continual Learning and Self‑Iteration