Agentic Nesting: A New Methodology for Existing Enterprise Application Integration and Services OPD-V: Visual On-Policy Self-Distillation with Modality Balance Spectral Aliasing Pretext: A novel task for Self-Supervised fault diagnosis in rotating machinery Answer First, Reason Later: Commitment Order in Diffusion LLMs RepoProbe: Benchmarking Architecture-Aware Repository Comprehension with Checklists