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What is Qwen3.5?

Qwen3.5 is an advanced open-weight multimodal AI system built to serve as the foundation for native digital agents capable of reasoning across text, images, and video. The primary release, Qwen3.5-397B-A17B, introduces a hybrid architecture that combines Gated DeltaNet linear attention with a sparse mixture-of-experts design, activating just 17 billion parameters per inference pass while maintaining a total parameter count of 397 billion. This selective activation dramatically improves decoding throughput and cost efficiency without sacrificing benchmark-level performance. Qwen3.5 demonstrates strong results across knowledge, multilingual reasoning, coding, STEM tasks, search agents, visual question answering, document understanding, and spatial intelligence benchmarks. The hosted Qwen3.5-Plus variant offers a default one-million-token context window and integrated tool usage such as web search and code interpretation for adaptive problem-solving. Expanded multilingual support now covers 201 languages and dialects, backed by a 250k vocabulary that enhances encoding and decoding efficiency across global use cases. The model is natively multimodal, using early fusion techniques and large-scale visual-text pretraining to outperform prior Qwen-VL systems in scientific reasoning and video analysis. Infrastructure innovations such as heterogeneous parallel training, FP8 precision pipelines, and disaggregated reinforcement learning frameworks enable near-text baseline throughput even with mixed multimodal inputs. Extensive reinforcement learning across diverse and generalized environments improves long-horizon planning, multi-turn interactions, and tool-augmented workflows. Designed for developers, researchers, and enterprises, Qwen3.5 supports scalable deployment through Alibaba Cloud Model Studio while paving the way toward persistent, economically aware, autonomous AI agents.

What is Ox Alpha?

Ox Alpha is a stealth reasoning model created for demanding workloads involving programming, autonomous agents, multimodal information, and complex analysis. It became publicly available in August 2026 without the developer revealing which company or research lab produced it. The model is distributed under the stealth/ox-alpha identifier and has quickly attracted interest from developers experimenting with AI coding agents. Ox Alpha can process up to 1,048,576 tokens of context, allowing large amounts of source code, documentation, logs, specifications, or other material to remain available during a task. It can also produce outputs of up to 131,072 tokens, providing substantial room for detailed code, analysis, documentation, or structured results. Input support includes text, images, and video, while responses are generated as text. This multimodal capability allows the model to reason about screenshots, interface designs, diagrams, visual documentation, and video alongside written instructions. Ox Alpha supports native tool calling, which enables AI agents to interact with external functions and systems while completing multi-step workflows. Structured output capabilities can also produce schema-based JSON that applications can process programmatically. The model is particularly geared toward long-horizon software engineering work, including debugging, code review, refactoring, system design, and reasoning across large repositories. Although speculation continues about which AI company developed Ox Alpha, no creator has been publicly confirmed, making its performance and unusual technical specifications the primary basis for evaluating the model today.

Media

Media

No images available

Integrations Supported

OpenClaw
APIFree
Alibaba Cloud Model Studio
BaseRT
Cheaper Inference
Claude Code
Claw Code
DeepSeek Harness
Hermes Agent
Ollama
OpenCode Go
OpenCode Zen
OpenRouter
Pi Agent
Qwen
Qwen3.5-Plus
Together AI
ZooClaw
omp

Integrations Supported

OpenClaw
APIFree
Alibaba Cloud Model Studio
BaseRT
Cheaper Inference
Claude Code
Claw Code
DeepSeek Harness
Hermes Agent
Ollama
OpenCode Go
OpenCode Zen
OpenRouter
Pi Agent
Qwen
Qwen3.5-Plus
Together AI
ZooClaw
omp

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Open source
Free Version
Free Trial Offered?

Pricing Information

$0 per 1M tokens
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Alibaba

Date Founded

1999

Company Location

China

Company Website

qwen.ai

Company Facts

Organization Name

Ox Alpha

Company Website

openrouter.ai/compare/stealth/ox-alpha

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