Features
Reinforcement fine-tuning with GRPO and DAPO algorithms
Multi-turn tool training for AI agents
Hands-on deployment support for full post-training workflow
Continuous improvement via automated retraining loops
Integration with evaluation solutions for performance monitoring
Real-time data ingestion and model updates as fast as every hour
Support for LoRA adapters in RL training
Fused logprobs for reduced memory in long-context RL
Concurrent training of thousands of LoRA adapters
Megatron-LM and SGLang integration for large model training
Full model ownership: serve with Osmosis or export to self-host
Data extraction with schema precision
Code generation fine-tuning for domain-specific languages
Testing and validation tools for training data overlap optimization
GLM-5.2 open-source flagship model with 1M context
GLM-5V-Turbo multimodal coding model
GLM-5-Turbo agent-optimized base model
AutoGLM autonomous planning and execution agent (50+ steps)
GLM-PC computer-operating agent via screen input
AutoClaw 1-minute PC agent deployment
MaaS high-performance model API services
Model fine-tuning for language and multimodal models
AI search tool with multi-engine integration
General translation with context recognition
GLM PPT/Poster one-click presentation generation
CogAgent-9B open-source GLM-PC base model
End-side deployment with Intel partnership
CodeGeeX smart coding assistant for AIPC
