Code Mala Tang

Jun 26, 2026 · Artificial Intelligence

Which Layer Should Your Self‑Learning Agent Evolve? A Three‑Layer Breakdown

The article dissects self‑learning agents into model, harness, and context layers, evaluates real‑world approaches from Anthropic, Karpathy, DeepMind, Microsoft, and others, and argues that the most valuable learning signal comes from capturing genuine user feedback that most teams overlook.