Overview & Capability
High-throughput, memory-efficient LLM serving engine powered by PagedAttention. Delivers 2x to 4x higher throughput than Hugging Face TGI.
Key Highlights
- PagedAttention algorithm eliminating KV cache memory waste
- Continuous batching and chunked prefill for ultra-low latency
- Drop-in OpenAI-compatible API server
Robbie's Independent Take
Verified: 2026-10-11
Ideal for latency-critical agent loops where fast token generation directly reduces user wait times. Benchmark output quality on your specific task before swapping out larger frontier reasoning models.
Alternatives & Replaces
- Hugging Face TGI
- Ollama on multi-GPU servers