Product operator and AI systems builder
Liang Yuxin
梁誉馨
I turn ambiguous operations into practical AI products, then make the decisions, systems, and evidence easy to inspect.
- 01Product judgment
- 02Applied AI
- 03Reliable systems
Three proofs
Selected work
Only work that raises the average stays.
- Loading selected work
Approach
Build the system. Prove the outcome.
- 01
Define what must be true
Find the decisive constraint before adding scope, features, or automation.
Problem framing / Product strategy
- 02
Build the smallest complete system
Connect product judgment, engineering, and the operating loop people actually use.
AI workflows / TypeScript / Cloudflare
- 03
Verify before claiming
Make outcomes inspectable and preserve the decisions that turn one result into reusable knowledge.
Evaluation / Data modeling / Operations
Source of truth