Matching Frontier Code Agents with Lightweight Models via Multi-Model Consultation

The paper studies an approach for matching “frontier” code-capable agent performance using lightweight models by introducing a multi-model consultation strategy. It describes a system where a lightweight model is guided by consultation with other models to improve code generation quality while avoiding reliance solely on the largest models. The key finding is that this multi-model setup can bring lightweight agents closer to the capabilities of frontier code agents. The provided text does not include any explicit limitations or caveats about evaluation scope, methods, or dataset details, so those cannot be summarized from the excerpt alone. The paper does not explicitly discuss endometriosis or adenomyosis; it was included in the corpus via a keyword match in the upstream search index.

Read from the paper's body, not the abstract. Not a substitute for reading the paper. No clinical advice. How this works