8 min read
Self-Improving Agents in 5 Minutes: Reflect, Refine, Repeat
Self-improving agents explained: reflection loops, Reflexion, LATS tree search, and meta agents, plus how to ground the critique step so the loop converges.
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SELF-IMPROVEMENT
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Mendel Godel Machine: Why Self-Improving Coding Agents Need Lineage
A new August 2026 paper argues that coding agents improve faster when they compare attempts across tasks and lineages, not just retry one failed trajectory.
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7 min read
Harness Engineering and the Path to Self-Improving AI
Harness engineering is where self-improving AI starts, Lilian Weng argues, not models rewriting their weights. What that means for developers building agents.
13 min read
Self-Improving AI Agents: Building Systems That Learn From Their Mistakes
Self-improving AI agents that reflect on failures, store lessons and accumulate skills. Reflection loops, memory architectures and working code examples.
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