Understand
Map the workflow, the constraints and what a useful outcome looks like.
AI ENGINEERING · XI’AN, CHINA
Your code. Your knowledge. Your way of working.
We build AI systems that understand all three.

Curiosity in our DNA. Engineering in our hands.
01 / WHAT WE DO
The hard part starts after the first prompt.
We connect AI to the systems, context and standards that make your work yours.
Turn scattered repositories into shared understanding. Bring code, architecture and engineering standards into the review process.
Explore the solution ↗ Discuss this challengeMake tools such as DeepSeek, Kimi and WorkBuddy fit your organization. Connect knowledge and workflows, define access boundaries, and keep people in control.
Explore the solution ↗ Discuss this challengeTranslate a specific business problem into an application people can use. From early prototypes to integrations and a maintainable handover.
Explore the solution ↗ Discuss this challengeDesign and refine algorithms around the task that matters. Establish a baseline, evaluate quality and find the right trade-offs in speed and cost.
Explore the solution ↗ Discuss this challengeaccess-policy.tsA permission check changed. Review the downstream access paths before merging.
Context attached · Decision stays with your team02 / HOW WE WORK
Start with the real problem. Make progress visible. Build something your team can own.
Map the workflow, the constraints and what a useful outcome looks like.
Prototype against real scenarios. Test quality, reliability and the limits.
Fit the system into daily work, with documentation and a clear path forward.
03 / THE PEOPLE BEHIND THE SYSTEM
HYKSOS is our idea of an operating system for hackers: a way to question, experiment and build. We bring that mindset to AI solutions and research, with a focus on practical work and considered engineering.
YOUR NEXT BUILD STARTS HERE
Bring a workflow, a stubborn problem, or an idea.
Let’s find a useful place to start.