Alibaba

Qwen AgentWorld 35B A3B

Name: Qwen AgentWorld 35B A3B
Rating: 83 (87 reviews)
Author: Alibaba

最先端

HuggingFace

103.6Kダウンロード629いいねJun 2026公開日262K トークンコンテキストApache 2.0ライセンス76 優秀品質

Qwen AgentWorld 35B A3B (34.70000076293945B parameters) requires approximately 23.0 GB of VRAM with Q4_K_M quantization. As a Mixture of Experts model with 3B active parameters, it uses less memory than its total parameter count suggests. For the best balance of quality and speed, we recommend hardware with at least 27 GB of VRAM.

はじめに

— コピー&ペーストでローカル実行

Copy-paste commands to run Qwen AgentWorld 35B A3B on your machine.

Run

docker run --rm -it ghcr.io/ggerganov/llama.cpp:full \
  --hf-repo "Qwen/Qwen-AgentWorld-35B-A3B" \
  --hf-file "Qwen-AgentWorld-35B-A3B-Q4_K_M.gguf" \
  -c 4096 -ngl 99

Quick specs

Parameters34.7B (3B active)

Architecturemoe (MoE)

Context262K tokens

Modalitytext

Min RAM13.5 GB

Rec. RAM21.2 GB (Q4_K_M)

LicenseApache 2.0

FamilyQwen

✓ Reasoning

About this model

Qwen-AgentWorld is the first language world model to cover seven agent interaction domains in a single model, built on Qwen3.5-35B-A3B-Base. Rather than answering prompts, it simulates agentic environments — predicting the next environment state given an agent's action and interaction history — via long chain-of-thought reasoning, with environment modeling as the training objective from continued pre-training onward.

•Seven unified domains: MCP tool calling, Search, Terminal, SWE, Android, Web and OS.
•Native world model — environment modeling from the CPT stage, not a post-hoc add-on.
•35B total / ~3B active per token, so it simulates environments on a single GPU.
•Zero-shot generalization to out-of-distribution environments, with controllable perturbations.
•262K context; hybrid linear + full attention (1-in-4 layers) keeps KV cache small.

Qwen AgentWorld 35B A3Bのおすすめ

RTX 5090 32GBS

32 GB

RTX PRO 4500 Blackwell 32GBS

32 GB

AMD Instinct MI100 32GBS

このモデルを実行

Qwen AgentWorld 35B A3B on RTX 5090 32GB Qwen AgentWorld 35B A3B on RTX PRO 4500 Blackwell 32GB Qwen AgentWorld 35B A3B on AMD Instinct MI100 32GB

量子化オプション

量子化レベル別VRAM推定値

No hardware detected — fit column shows raw VRAM estimates

Quant	Bits	VRAM	Quality	Fit
Q1_0_G128	1.125	5.0 GB	Very Low	—
Q2_0_G128	1.71	9.3 GB	Low	—
Q2_K	2	13.5 GB	Low	—
Q3_K_S	3	17.0 GB	Low	—
NVFP4	4	19.4 GB	Medium	—
Q4_K_M	4	21.2 GB	Medium	—
Q5_K_M	5	25.0 GB	High	—
Q6_K	6	28.5 GB	High	—
Q8_0	8	37.1 GB	Very High	—
F16	16	71.1 GB	Maximum	—

ハードウェア互換性

全ハードウェアの適合度推定

カリキュレーターを開く

Computing compatibility...

メモリ内訳

Reference: RTX 2060 6GB

Weights21.2 GB

KV Cache0.3 GB

Runtime0.9 GB

Headroom0.6 GB

よくある質問

Qwen AgentWorld 35B A3B

Qwen AgentWorld 35B A3Bのおすすめ

量子化レベル別VRAM推定値

全ハードウェアの適合度推定

Reference: RTX 2060 6GB

FAQ — Qwen AgentWorld 35B A3B