Full-Stack ML Infrastructure
Train. Tune. Serve.
OpenAI-compatible inference and training infrastructure. Deploy, fine-tune, and scale LLMs without managing GPU clusters or job queues.
PERFORMANCE METRIC
999TOKS/S
Core Capabilities
OpenAI-Compatible Inference
Drop-in replacement for the OpenAI API with deployment-aware routing across vLLM, SGLang, and TensorRT-LLM. Per-API-key usage metering built in.
vLLMSGLangTensorRT-LLM
Precision Fine-tuning
Async fine-tuning jobs with LoRA, QLoRA, and full-parameter tuning. Single-command orchestration with job lifecycle observability.
TRAINING LOSS0.036
Reinforcement Learning
RLHF and DPO training pipelines with managed job orchestration. Align models with human feedback at scale.
Unified Control Plane
Compute FabricDYNAMO MESH
Data LakehouseSTRIDE FS
Gateway ProtocolKINETIC API
RELIABILITY
BY DESIGN.
We've eliminated the friction between research and production. Bitstride handles the infrastructure so you can focus on the architecture of intelligence.