Machine Heart

Jun 11, 2026 · Artificial Intelligence

Anthropic Announces Recursive Self‑Improvement Era – How LLMs Self‑Evolve (Comprehensive Overview)

The article reviews Anthropic's claim that over 80% of its code is now generated by Claude, outlines a four‑stage LLM Self‑Improvement System—Data Acquisition, Data Selection, Model Optimization, and Inference Refinement—covers autonomous evaluation, discusses six key challenges, and highlights six application domains such as code, math, and medicine.