method
active
method:solve-evolve-loop-protocolSolve-Evolve Loop Protocol
Fixed iterative protocol alternating between task-solving batches and harness evolution steps used across all experiments
Neighborhood — ranked by edge-count
Frameworks (1)
framework
- Harness Evolution Capability FrameworkimplementsThe paper's conceptual framework decomposing harness self-evolution into harness-updating and harness-benefit capabilities, distinct from base capability
Concepts (1)
concept
- In-Situ Evaluationassociated_withEvaluation setting where the same task stream that drives evolution also serves as the evaluation set, with each task scored under the harness at time of attempt
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Machine learning approach using evolutionary processes to generate and select designs, used to blur the designed vs. evolved distinction
- Self-evolving LLM agent system connecting offline strategy distillation with online retrieval
- The update procedure (often an LLM) that converts agent execution evidence into harness updates
- Levin's model of how evolution repurposed ancient bioelectric machinery originally used for morphogenesis into neural control of behavior in 3D space.
- Darwinian process of variation and selection; parallels with learning are central to the paper's argument.