Anchor Evolver Set

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Evolverconcept0.765
  The update procedure (often an LLM) that converts agent execution evidence into harness updates
• Anchor Agent Setconcept0.764
  Fixed set of representative task-solving agents (Opus 4.6, Sonnet 4.6, Qwen3-235B) used to compute harness-updating capability metrics
• anchorconcept0.717
  External structure (in-context examples, retrieval, tuning) that biases latent pattern activation.
• Evolver (Wu et al. 2025)framework0.711
  Self-evolving LLM agent system connecting offline strategy distillation with online retrieval
• Pairing weakest anchor agent with best evolver against strongest anchor with worst evolver, the strong agent still leads by 18.6 to 35.2 pp on every benchmarkfinding0.695
  Confirms that post-evolution performance bottleneck is on the agent side, not evolver side
• anchoring strength Sconcept0.684
  Composite score S = ρd − dr − log k predicting anchoring success.
• Solve-Evolve Loop Protocolmethod0.663
  Fixed iterative protocol alternating between task-solving batches and harness evolution steps used across all experiments
• E1: Cross-Domain Anchoring Demonstrationsmethod0.655
  Qualitative experiment showing coherent anchors can rebind strong priors across text and vision modalities