LLM

Start using MiniMax M3 on Novita AI with the verified model ID, OpenAI-compatible endpoint, tiered pricing, limits, and examples.

A practical 2026 comparison of Novita AI, Together AI, Fireworks AI, DeepInfra, Baseten, and Friendli AI for model APIs, GPU scaling, agent infrastructure, and inference deployment

Use MiniMax M3 on Novita AI for coding, agentic workflows, 1M-token context, and multimodal input with OpenAI-compatible APIs.

Use Qwen3.6-27B on Novita AI via OpenAI-compatible API. See model ID, pricing, 262K context, coding use cases, and gotchas.

Qwen3.7-Max is available on Novita AI for agentic coding and long-context workflows. Review API access, pricing, limits, and use cases.

PegaFlow external KV cache helps vLLM serving teams preserve and share KV cache across restarts, instances, and RDMA nodes.

Configure Novita AI as a native provider in Goose. Access 200+ open-source models at $0.02/M tokens for agentic coding workflows.

DeepSeek-V4-Pro is a 1.6T-parameter open-source MoE model delivering 1 LiveCodeBench score (93.5) and 1M-token context. Available now via Novita AI.

DeepSeek-V4-Flash is now available via Novita AI. 284B MoE model, 1M token context, selectable reasoning modes. $0.14/M input. OpenAI-compatible API.

Ling-2.6-1T is Ant Group's trillion-scale model built on MLA + Hybrid Linear Attention — not standard MoE. It achieves open-source SOTA on agent benchmarks (SWE-bench, BFCLv4, TAU2

AI agents have different infrastructure needs than chatbots. Learn the 5 criteria — tool calling, context, burst traffic, cold start, concurrency

Ling-2.6-flash is a 104B MoE model (7.4B active) delivering 340 tokens/s and 7x better token efficiency than Nemotron-3-Super on agent benchmarks. Available now via OpenRouter with

Compare top inference API providers for open-source models: pricing, model coverage, and output quality across Novita AI, Together AI, Fireworks, DeepInfra, and Groq.