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Decoding the Link Between Pretraining and Reinforcement Learning

Decoding the Link Between Pretraining and Reinforcement Learning

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3 min read
Muon Optimizer Boosts Agentic Reinforcement Learning Performance

Muon Optimizer Boosts Agentic Reinforcement Learning Performance

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3 min read
The ~+9.4% You Can't Afford to Verify: Evaluating SDAR (and the FinOps of Trying)

The ~+9.4% You Can't Afford to Verify: Evaluating SDAR (and the FinOps of Trying)

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6 min read
Length Penalties in LLMs: Shorter Chains of Thought, Hidden Influences

Length Penalties in LLMs: Shorter Chains of Thought, Hidden Influences

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3 min read
Agent Apprenticeship turns finished agent tasks into reusable experience

Agent Apprenticeship turns finished agent tasks into reusable experience

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3 min read
AI Agents Are Learning to Build the Worlds They Train In

AI Agents Are Learning to Build the Worlds They Train In

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4 min read
Why teaching AI agents to use tools keeps blowing up in training

Why teaching AI agents to use tools keeps blowing up in training

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3 min read
Building a Self-Optimizing Python Trading Bot with Reinforcement Learning and Binance API

Building a Self-Optimizing Python Trading Bot with Reinforcement Learning and Binance API

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4 min read
The Whole Paper Fits in One Sigmoid: Implementing the SDAR Gate

The Whole Paper Fits in One Sigmoid: Implementing the SDAR Gate

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5 min read
Four Models in One Training Loop: Architecting SDAR on AWS (Before Renting a Single GPU)

Four Models in One Training Loop: Architecting SDAR on AWS (Before Renting a Single GPU)

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5 min read
How to Add Live Telemetry and Failure Diagnosis to Isaac Lab, MuJoCo, or Gazebo Training in Under 5 Minutes

How to Add Live Telemetry and Failure Diagnosis to Isaac Lab, MuJoCo, or Gazebo Training in Under 5 Minutes

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4 min read
Why robotics RL training pipelines fail at scale

Why robotics RL training pipelines fail at scale

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4 min read
ARTIST: RL-Powered Tool Use for LLM Agents Explained

ARTIST: RL-Powered Tool Use for LLM Agents Explained

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9 min read
Q-Learning for Games: Teaching an Agent Tic-Tac-Toe Through Self-Play

Q-Learning for Games: Teaching an Agent Tic-Tac-Toe Through Self-Play

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14 min read
Your RL Agent Failed a 12-Step Task. Which Step Was Wrong? (The Supervision Problem in Agentic RL)

Your RL Agent Failed a 12-Step Task. Which Step Was Wrong? (The Supervision Problem in Agentic RL)

Comments 2
5 min read
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