🎯 RLVR

The items that name it 14

• Building Reasoning Models from the Ground Up: A Video Course
  course2026-10-24It is written here as Reinforcement Learning with Verifiable Rewards (RLVR).

  RLVR

• The rise and fall of Jev hype
  article2026-10-23
• Mitigating Reward Hacking in Preference Reward Models with Evolving Penalties
  paper2026-10-19It is written here as Reinforcement learning with verifiable rewards.
• Apertus 1.5 Release Notes
  article2026-10-15It is written here as RL with verifiable rewards (RLVR).

  RLVR

• Semifactual Credit-Augmented Policy Optimization
  paper2026-09-30It is written here as Reinforcement Learning with Verifiable Rewards (RLVR).

  RLVR

• Language Models for Text Classification: From Bag-of-Words to Jev
  article2026-09-29It is written here as RLVR (Reinforcement Learning with Verifiable Rewards).

  Reinforcement Learning with Verifiable Rewards

• Verifier Errors in RLVR: Reward Hacking, Limits of Feedback, and Selective Control
  paper2026-09-28It is written here as Reinforcement learning with verifiable rewards (RLVR).

  RLVR

• Jev: System One models for Prod, not God — with Diogo Almeida, CEO, TypeSafe AI
  talk2026-09-21It is written here as RLVR (Reinforcement Learning with Verifiable Rewards).

  Reinforcement Learning with Verifiable Rewards

• GPT-6 Astra, Looped Transformers, and Hidden Reasoning
  article2026-09-09It is written here as Reinforcement Learning with Verifiable Rewards (RLVR).

  RLVR

• Granite 4.2 LLMs: How They're Built
  article2026-08-25It is written here as RLVR (verifiable-reward RL).

  verifiable-reward RL

• Have We Seen an Acceleration in Discoveries?
  article2026-08-14

  Training LLMs directly against the real world, offered as one explanation for the shift from no discoveries to many.

• I wrote an AI textbook — how long until AI can do it better?
  article2026-08-12It is written here as RLVR (Reinforcement Learning from Verifiable Rewards).

  Reinforcement Learning from Verifiable Rewards

• Lessons from the hacks
  article2026-08-09It is written here as RLVR (reinforcement learning from verifiable rewards).

  reinforcement learning from verifiable rewards

• Controlling Reasoning Effort in LLMs
  article2026-07-18It is written here as Reinforcement learning with verifiable rewards (RLVR).

  RLVR