[::] Agentic Stacks

Qwen3.5 (397B-A17B)

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Alibaba's Apache-2.0 open-weight Qwen3.5 flagship MoE with very low active-parameter cost and broad multilingual coverage.

Qwen3.5-397B-A17B is released under Apache 2.0 with 397B total and 17B activated parameters, combining Gated Delta Networks with a sparse mixture-of-experts design (512 experts). Context is 262,144 tokens natively, extensible to about 1M tokens via YaRN, with support for 201 languages and dialects. Tool calling is supported through Qwen-Agent (including MCP configuration) and Qwen Code; it is served on Alibaba Cloud Model Studio and self-hostable via vLLM, SGLang, KTransformers, and quantized llama.cpp/Ollama builds.

Strengths

  • Permissive Apache 2.0 license
  • Only 17B active parameters, enabling comparatively cheap inference
  • First-class MCP and tool-calling support via Qwen-Agent
  • 201-language coverage for multilingual agents

Tradeoffs

  • Long context beyond 262K requires YaRN extension rather than native support
  • Flagship commercial Qwen3-Max capabilities are not part of the open release

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