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Building an RL Training Arena for AI Code Agents on GCP

Building an RL Training Arena for AI Code Agents on GCP

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3 min read
Building an RL Training Arena: Gym-Style API and Cloud Build Sandboxing

Building an RL Training Arena: Gym-Style API and Cloud Build Sandboxing

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3 min read
Can you steal a robot's next move by watching its clock? Journal of our experiments on timing side channels in multi agent RL

Can you steal a robot's next move by watching its clock? Journal of our experiments on timing side channels in multi agent RL

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6 min read
Why 200 Drones and a Netflix Movie Have Engineers Re-Coding Reality

Why 200 Drones and a Netflix Movie Have Engineers Re-Coding Reality

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4 min read
I Implemented the Algorithm Behind ChatGPT From Scratch - Day 8 (PPO).

I Implemented the Algorithm Behind ChatGPT From Scratch - Day 8 (PPO).

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3 min read
How Early Digital Systems Quietly Shaped the Minds Building Tomorrow

How Early Digital Systems Quietly Shaped the Minds Building Tomorrow

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5 min read
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
I Replaced a Q-Table With a Neural Network and Everything Changed - Day 5 (DQN).

I Replaced a Q-Table With a Neural Network and Everything Changed - Day 5 (DQN).

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4 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
I Rewrote My RL Agent in DeepMind's Neural Network Library - Day 9 (Haiku)

I Rewrote My RL Agent in DeepMind's Neural Network Library - Day 9 (Haiku)

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3 min read
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