APEX-I MTP GGUF Apache-2.0

Qwen-AgentWorld-35B-A3B-MTP-APEX

AgentWorld world model · native MTP injected · APEX-I GGUFs

Important Warning

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.

About This Release

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.

Model Details

Base model	`Qwen/Qwen-AgentWorld-35B-A3B`
Architecture	Qwen3.5 MoE
Parameters	35B total, around 3B active per token
Experts	256 routed experts, 8 active per token
Context	262,144 tokens
MTP	1 injected MTP layer, 785 tensors
License	Apache-2.0

MTP Extraction And Injection

The MTP layer was extracted from a compatible Qwen3.5-35B-A3B MTP shard and injected into the AgentWorld safetensors model.

Tensor prefix	`mtp.*`
Tensor count	785
Injected shard	`model-00022-of-00022.safetensors`

BenchLocal Results (I-Compact, thinking)

Model	TC	BF	HA	Ceiling	Practical	Retry
Qwen-AgentWorld-35B-A3B, thinking	100	87	81	88.5	87.5	1
Qwen3.6-35B thinking baseline	97	88	85	89.5	81.5	8

Thinking mode is strongly recommended for this model family.

Usage

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

APEX Quantization Tiers

File	Size	Profile	Best For
`*-APEX-I-Balanced.gguf`	24.33 GB	I-Balanced	Highest-retention all-rounder
`*-APEX-I-Quality.gguf`	21.87 GB	I-Quality	Quality-focused, IQ4_XS middle experts
`*-APEX-I-Compact.gguf`	16.14 GB	I-Compact	Recommended quality/size ratio
`*-APEX-I-Mini.gguf`	13.29 GB	I-Mini	Smallest practical tier

Quantized with a model-specific imatrix generated from cleaned AgentWorld calibration text.

Citation

@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}
}

SC117/Qwen-AgentWorld-35B-A3B-MTP-APEX-GGUF

Qwen-AgentWorld-35B-A3B-MTP-APEX

Links

Citation