Sep 20, 2026 · Artificial Intelligence

VBVR-Pro: 300 Visual Reasoning Tasks, Verifiable Rewards, and a Unified Training Framework

VBVR-Pro introduces a comprehensive framework for native visual reasoning, featuring 300 tasks, 1.25M training samples in video and interleaved formats, verifiable scorers for 100 tasks, benchmarking of 30+ models, and demonstration that verifiable rewards enable reinforcement learning to improve visual reasoning capabilities.

BenchmarkReinforcement Learningchain-of-step

0 likes · 12 min read

VBVR-Pro: 300 Visual Reasoning Tasks, Verifiable Rewards, and a Unified Training Framework

Machine Heart

Jun 28, 2026 · Artificial Intelligence

Can AI Learn on the Job? RLVR, OPSD, and Dreaming for the Next‑Gen Training Paradigm

The article examines Dwarkesh Patel’s view that future AI must move beyond one‑off pre‑training to continual, on‑the‑job learning, discussing Reinforcement Learning with Verifiable Rewards (RLVR), the need for "grindable" tasks, and emerging approaches like on‑policy self‑distillation (OPSD) and "dreaming" to write real‑world experience back into model weights.

AI Training ParadigmsContinual LearningOn‑policy Self‑Distillation

0 likes · 12 min read

Can AI Learn on the Job? RLVR, OPSD, and Dreaming for the Next‑Gen Training Paradigm