Author

Ashia C. Wilson

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#artificial intelligence Preprint Oct 2026

VERSE: Verified Self-Evolving Optimizer for Agent Harnesses

Harness evolution improves an LLM agent's prompts, tools, and workflow, while the optimizer's own tools and procedures often remain fixed. We study whether an optimizer can improve another agent more effectively by also improving how it diagnoses failures, develops edits, and tests their effects. Two observations guide...

Ze-Kai Wang, Ying-Qiang Ge, Ze-Kun Wang et al. · 0 citations

Preprint Aug 2026

SoftWater: Class-Aware Rate Allocation for Softmax Quantization

Across five models from 1B to 32B, SoftWater outperforms the released WaterSIC quantizer at matched head rates on 59 of 60 test points, using none of that pipeline's refinements and cutting head-induced KL by $6.5\times$--$8.3\times at 2 bits.

Joao V. Cavalcanti, Ashia C. Wilson · 2 citations