Operating Intelligence
Contract-level profitability, governed metrics and decision interfaces.
About
About
I work between operating context and engineering delivery: defining the problem, structuring the data, choosing the boundary and leaving a system that can be maintained.
01 Introduction
Engineering intelligence with explicit boundaries.
My day-to-day work spans enterprise digital transformation, data engineering, contract profitability, operating analytics and data governance. In parallel, I build local-first AI and agent workflows for real work rather than isolated demonstrations.
The work usually starts with an ambiguous operating problem. I align the language and ownership, create the data and engineering structure, and deliver a system that can be used, reviewed and extended.
I care about maintainability, recoverability and evidence boundaries. Tools change quickly; responsibility for the system does not.
- Role
- AI Engineer · Digital Transformation
- Based
- Shanghai · Remote
- Default
- Local-first · Evidence-led
02 Principles
System quality is decided before implementation.
- 01
Start with the decision
Define the operating question, owner and evidence boundary before selecting tools.
- 02
Keep the path to evidence
A metric or model output should remain traceable to its source, definition and limits.
- 03
Local-first by default
Treat data export as an explicit choice, not the default cost of using an AI system.
- 04
Design for maintenance
Prefer recoverable workflows, replaceable tools and structures that survive the demo.
03 Practice
Where I can contribute.
Data & Digital Architecture
Data pipelines, warehouse layers, governance boundaries and implementation sequencing.
Local-first AI
On-device inference, model routing, agent workflows and privacy-aware tool orchestration.
Engineering Evaluation
Repeatable tasks, failure boundaries and evidence-led selection of AI tools.
CONTACT · SHANGHAI / REMOTE
Bring the operating problem, not a tool request.
Send the current context, the constraint that matters and the result you need. I will first determine whether my experience is a good fit.
Start a conversation hello@liorbase.com