
Anonymous "stealth" reasoning model offered free on OpenRouter as stealth/ox-alpha; for coding, long-horizon agentic work and production. Creator undisclosed.
⏳ Preview⏳ Limited accessReasoning modelMultimodalTool-using model
Context window
1M
tokens
Max output
131,072
tokens
Release date
20 August 2026
Access:APIHostedDeployment:☁ Cloud
Overview
Classification
Reasoning modelMultimodalTool-using model
Access & deployment
APIHosted
Cloud
Weights: Closed
Key parameters
📏 Context: 1M
✓ Tools
📥 Input: text, image, video
Technical specification
Context window
1M
tokens
Max output tokens
131,072
tokens per response
Features:✓ Tool use
Modalities
⬇ Input
textimagevideo
⬆ Output
textcode
Capabilities and applications
Native model capabilities
Coding
Generating, analysing and modifying code in many programming languages. Covers writing functions, debugging, refactoring, code review, and creating tests. Measured by benchmarks such as HumanEval and SWE-bench.
Category: coding
Agentic coding
Multi-hour, multi-step programming tasks performed autonomously by the model: cloning a repository, running tests, iterating on fixes, integrating with CLI tools. Characteristic of Codex variants (GPT-5.1-Codex-Mini, Codex-Max).
Category: coding
Agentic capability
The model's ability to autonomously plan and execute multi-step tasks by sequentially using tools, maintaining context, and adapting to intermediate results.
Category: planning
Long context
Support for large context windows — tens to hundreds of thousands (or millions) of input tokens. Enables analysis of entire codebases, long documents, and many parallel conversations without losing earlier information. GPT-5.1 supports 400,000 tokens.
Category: language
Advanced reasoning
The ability to perform multi-step, structured reasoning: analysing problems, planning steps, and drawing conclusions from hypotheses. Reasoning-first models (e.g. GPT-5.1 Thinking) dedicate a portion of inference to chains of thought before responding.
Category: reasoning
Image understanding
Analysing and interpreting the content of images.
Category: vision
Function Calling
Category: planning
Pricing
Technical architecture
Model Form