framework
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framework:harness-evolution-capability-frameworkHarness Evolution Capability Framework
The paper's conceptual framework decomposing harness self-evolution into harness-updating and harness-benefit capabilities, distinct from base capability
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Papers (1)
paper
Methods (1)
method
- Solve-Evolve Loop ProtocolimplementsFixed iterative protocol alternating between task-solving batches and harness evolution steps used across all experiments
Concepts (3)
concept
- Harness-Benefit CapabilityimplementsThe capability of a task-solving agent to benefit from updated harnesses during task solving
- Harness-Updating CapabilityimplementsThe capability of an evolver model to produce useful persistent harness updates from execution evidence
- Base CapabilityimplementsA model's task-solving capability without harness evolution, used as baseline for comparing evolution gains
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.
- The process of updating the external agent harness from execution evidence while keeping model weights fixed
- Deployment concern that updated harnesses may persist incorrect, unsafe, or biased instructions across future tasks in real-world systems
- does a model's base capability in task-solving predict its capabilities in harness self-evolution?question0.726Central framing question motivating the paper's capability decomposition
- Primary design recommendation derived from harness-updating flatness finding
- First major claim of the paper, supported by narrow spread across evolvers and case study