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LLM post-training platform — turning open models into specialized, privately deployable skills

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From RLHF to RLVR: The Evolution of Reward Signals and the Battle Against Reward Hacking
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From RLHF to RLVR: The Evolution of Reward Signals and the Battle Against Reward Hacking

#machinelearning #reinforcementlearning #llm #security
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9 min read
AsyncGRPO: Eliminating GPU Idle Bubbles in Environment-Heavy RL Post-Training
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AsyncGRPO: Eliminating GPU Idle Bubbles in Environment-Heavy RL Post-Training

#machinelearning #reinforcementlearning #llm #gpu
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9 min read
Owning vs. Renting Intelligence: Why Enterprises Are Building Sovereign AI
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Owning vs. Renting Intelligence: Why Enterprises Are Building Sovereign AI

#ai #llm #machinelearning #mlops
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9 min read
LoRA & DoRA: The Math, Memory, and Trade-offs
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LoRA & DoRA: The Math, Memory, and Trade-offs

#machinelearning #ai #llm #deeplearning
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Comments 3
8 min read
Multi-Reward Reinforcement Learning for LLM Agents: Comparing PPO, GRPO, DAPO, and GDPO
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Multi-Reward Reinforcement Learning for LLM Agents: Comparing PPO, GRPO, DAPO, and GDPO

#machinelearning #ai #llm #reinforcementlearning
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8 min read
SFT vs. RL: What Changes Inside the Model?
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SFT vs. RL: What Changes Inside the Model?

#machinelearning #ai #llm #deeplearning
Comments 6
6 min read
Latent-GRPO: Reinforcement Learning in Continuous Thought Space
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Latent-GRPO: Reinforcement Learning in Continuous Thought Space

#grpo #machinelearning #ai #llm
Comments 2
9 min read
High-Throughput LLM Inference & Training: A Deep Dive into vLLM
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High-Throughput LLM Inference & Training: A Deep Dive into vLLM

#ai #machinelearning #python #gpu
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Comments 1
9 min read
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