Aditya Inamdar·2d agoWhen 65 AI Answers Are Worse Than OneHow test-time reinforcement learning turns agreement into a training signal, why a confident error can survive every vote, and what…
Sam Austin AI·5d agoReproducing RL Results from GitHub: Seeds, Variance, and a ChecklistYou cloned the repo, installed the dependencies, and hit run. Your agent scores half of what the paper promised. Sound familiar? :/
Sam Austin AI·5d agoBest GitHub Repos for Offline RL and Imitation LearningYou have a pile of logged decisions: dispatcher choices, driver demonstrations, thermostat settings, or robot teleoperation runs. You can’t…
Guoliang(Gavin) Zhu·Nov 4Quantifying the garbage-collection overhead in the control plane of agentic RL trainingThis post looks at the layer that sits before rollout generation in RL training. Public reports agree that inference is the bottleneck of…
Aditya Inamdar·Oct 29From a 0.6B Language Model to a Reasoning System, Part 4: Reinforcement Learning with Verifiable…Sampling can search for a better answer. Reinforcement learning tries to change which answers the model produces in the first place.
Aditya Inamdar·Oct 29From a 0.6B Language Model to a Reasoning System, Part 3: Self-Consistency, Best-of-N, and…The weights stay frozen. The amount of thinking work does not.
Aditya Inamdar·Oct 28From a 0.6B Language Model to a Reasoning System, Part 2: Building a Mathematical Verifier and…The hardest part of an evaluation benchmark is often deciding what counts as correct.
Aditya Inamdar·Oct 28From a 0.6B Language Model to a Reasoning System, Part 1: Loading Qwen3, Building Generation, and…Before we teach a model to reason, we need to understand what happens each time it generates one token.
SULTAN ANSARI·Oct 14Mastering Power BI User Management: How to Restrict Data Access with Row-Level Security (RLS)Introduction
Hugorus·Oct 12Every Coding Agent Needs Its Own BackendParallel AI agents broke the “one shared dev database” habit. Here’s the setup that fixes it, without twelve containers per agent.A response icon1A response icon1
