Contract Profitability Management System
Bringing revenue, costs and delivery into a single view of contract profitability.
LIOR / AI ENGINEER
Complex problems.Clear systems.
I’m LIOR, an AI engineer working across data, digital transformation and local-first systems. Built to be used, verified and maintained.
SHANGHAI / REMOTE SCROLL TO EXPLORE
01 SELECTED WORK / 04
Selected work.
Operating systems, local AI, and the decisions behind them.
Digital Operations Analytics for Industrial Services
Connecting governed data and shared definitions to everyday operating decisions.
Local-first AI Agent Workspace
Local models and layered routing, with explicit boundaries around sensitive data.
Engineering Evaluation System for AI Tools
Fixed tasks and documented failure boundaries for more defensible tool choices.
Displayed scores illustrate the method, not a published benchmark.02 EXPERTISE
From the problem
to a working system.
- 01
Data & operating intelligence
Shared metric definitions, maintainable pipelines, and decision interfaces grounded in operating context.
- 02
Local-first AI & agents
Model selection, explicit data boundaries, layered routing and recoverable workflows.
- 03
System delivery & evaluation
Repeatable tests, failure records and the evidence needed to keep a system useful beyond the demo.
03 JOURNAL
Notes from practice.
Writing about the choices behind the work.
- 01
Local-first systems
Data boundaries are an engineering choice.
Local inference, layered routing, and where privacy changes the architecture.
Read in Chinese - 02
Operating intelligence
Metrics before dashboards.
Why shared definitions come before the interface.
Read in Chinese - 03
AI engineering
Agents need recoverable workflows.
State, permissions, and the points where human judgment must remain.
Read in Chinese
04 ABOUT
Good engineering
starts with judgment.
I work across enterprise digital transformation and AI engineering. I start with the decision and its constraints, then build the data, model and system path to support it.
Local-first when it fits. Evidence before claims. Systems that remain understandable and maintainable.
More about meContact · Shanghai / Remote
A problem worth
working on?
Discuss your projectBusiness analytics, data governance or local-first AI. Start with the situation, the constraints and what a useful outcome would look like.
Or write directlyhello@liorbase.com