MINTEval: Evaluating Memory under Multi-Target Interference in Long-Horizon Agent Systems Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation KappaPlace: Learning Hyperspherical Uncertainty for Visual Place Recognition via Prototype-Anchored Supervision RoadmapBench: Evaluating Long-Horizon Agentic Software Development Across Version Upgrades Compositional Literary Primitives in Instruction-Tuned LLMs: Cross-Architectural SAE Features for Self, Style, and Affect