Untraceable origins
Commit history dates back to 2021. Who is the team? Officially: no comment. The community has guessed for three years.
The verifiable line: five years of full-stack Agent work that handles desk work, lands code responsibly, and gets smarter with use. Who is behind it? Reverse engineers found no watermark; officially, no comment.。至于幕后是谁——拆包党没找到水印,官方懒得回应。
Most AI tools rush to tell stories—founders, funding rounds, model versions. The stories pile up; merge-ready code does not.
We go the other way: the story was deleted from the product. Bring your own model, credit goes to contributors, verification belongs to Preview Run—the riddle is the product; the answer is whichever model you plug in.。模型你可以自带,署名留给贡献者,验证交给 Preview Run——谜面是产品,谜底是你接的模型。
Commit history dates back to 2021. Who is the team? Officially: no comment. The community has guessed for three years.
The model gateway routes every model: DeepSeek, Qwen, GLM, Claude, or your private deployment—plug in whoever shapes its voice.
A proprietary causal-evolution architecture: tasks auto-retrospect and skills self-iterate—the longer you use it, the better it knows your rhythm.
Every contributor in the harbor is on record with real credit. The team can stay anonymous; contributors never are.
Stop guessing—send your first task in three minutes; efficiency never lies.,效率不会撒谎。
Have an idea or a workflow? Join the developer harbor—high-quality contributions ship in official releases with your name in the changelog and honor board.