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Cataloged from SC117/Qwen-AgentWorld-35B-A3B-MTP-APEX-GGUF
All models by SC117 →English | 中文 README
AgentWorld world model · native MTP injected · APEX-I GGUFs
Qwen-AgentWorld is designed as an agentic environment simulation / language world model. It is intended to simulate agent-environment interactions and predict environment states from actions and history. It is not recommended as a general daily assistant, coding model, or autonomous Agent backbone unless you specifically need this world-model behavior.
This package contains GGUF releases of Qwen-AgentWorld-35B-A3B, a Qwen3.5 MoE world model for agentic environment simulation.
The model is the original Qwen release with no LoRA or abliteration applied. One native MTP layer from a compatible Qwen3.5-35B-A3B MTP shard was injected into the safetensors checkpoint, the result was converted to BF16 GGUF, and then quantized into APEX-I tiers using a model-specific imatrix.
The MTP layer was extracted from a compatible Qwen3.5-35B-A3B MTP shard and injected into the AgentWorld safetensors model.
Thinking mode is strongly recommended for this model family.
llama.cpp server
hf download SC117/Qwen-AgentWorld-35B-A3B-MTP-APEX-GGUF --include "*.gguf" --local-dir ./models/qwen-agentworld-mtp-apex ./llama-server -m ./models/qwen-agentworld-mtp-apex/Qwen-AgentWorld-35B-A3B-MTP-APEX-I-Compact.gguf -ngl 99 -c 131072
vision + text
./llama-server -m ./models/qwen-agentworld-mtp-apex/Qwen-AgentWorld-35B-A3B-MTP-APEX-I-Compact.gguf --mmproj ./models/qwen-agentworld-mtp-apex/mmproj-f16.gguf -ngl 99 -c 131072
Quantized with a model-specific imatrix generated from cleaned AgentWorld calibration text.
@misc{qwen-agentworld-2026,
title = {Qwen-AgentWorld: Language World Models for General Agents},
author = {Qwen Team},
year = {2026},
url = {https://github.com/QwenLM/Qwen-AgentWorld}
}