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Humza Tareen6d ago • 3 min read
Building an RL Training Arena for AI Code Agents on GCP
How we built a reinforcement learning environment for training AI coding agents using GKE, Cloud Bui...
#reinforcementlearning#ai#gke#cloudbuild
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Humza Tareen6d ago • 3 min read
Building an RL Training Arena: Gym-Style API and Cloud Build Sandboxing
How I built a reinforcement learning arena for AI coding agents with Gym-style API, Cloud Build sand...
#reinforcementlearning#gke#cloudbuild#redis
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Shashank DevAug 24, 2026 • 2 min read
Why Delayed Consequences Break Credit Assignment in Constrained RL
Most constrained RL methods work well when a consequence is closely tied to the action that caused.....
#ai#machinelearning#reinforcementlearning#robotics
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circuitrocks4d ago • 2 min read
Microduck: A $399 Open-Source Biped Robot for Physical AI Labs
Microduck 399 Open-Source Biped: A 25 cm biped with 15 degrees of freedom, an 8x8 ToF LiDAR and a $3...
#robotics#physicalai#reinforcementlearning#huggingface
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Breach ProtocolAug 23, 2026 • 4 min read
Three papers landed the same day arguing you should build the world, not the model
EnvHarness, FACET, and SPADE all took the top spots on Hugging Face's daily paper list with the same...
#research#agents#reinforcementlearning#posttraining
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Breach ProtocolAug 24, 2026 • 4 min read
Ornith-1.5 writes its own training problems and grades them
Ornith released an open-weight model family whose training loop generates its own tasks, builds its ...
#openweights#reinforcementlearning#codingagents#curriculumlearning
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Breach ProtocolAug 24, 2026 • 4 min read
Models can train each other without a single correct answer
A method called Co-RL trains language models with no labels at all by rewarding each model for agree...
#reinforcementlearning#reasoning#selfsupervision#multiagent
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