Work

How agents enter the field.

Seven independent clients. Seven deliveries already in production. For confidentiality we name only the industry type, never the company. The problem, scope, architecture and measurable results remain visible.

Anonymised delivery01

A mainland education-tech company · international Chinese

HSK 3 learning agent, from zero

A learning agent that moves an international learner through the HSK 3 frame. We delivered the agent-facing API, learning runtime, admin console and the operating substrate behind the experience.

Anonymised delivery02

A mainland internet company · data-platform operations

Agent for P0 scheduling and data sync

An operations agent on top of a 180 PiB-class lake and 60,000+ daily job instances: inspect failures, connect logs and dependencies, recommend recovery and keep human approval on writes.

Anonymised delivery03

A mainland technology company · business intelligence

DataClaw BI analysis agent

A self-built BI and natural-language analytics layer serving 3,000+ dashboards and 20,000+ charts, with governed metrics, multi-engine SQL and DataClaw agent workflows.

Anonymised delivery04

A mainland enterprise · data-platform engineering

Data-platform Agent runtime and MCP tool plane

A unified Agent runtime and MCP tool plane for scheduling, sync, logs, lineage and SQL operations, used daily by around 60 engineers.

Anonymised delivery05

A mainland enterprise · data and knowledge operations

Governed knowledge gate for analysis Agents

A delivered entrance for metrics, metadata and business facts: semantic definitions, source metadata and SQL governance give analysis Agents a grounded vocabulary before they answer.

Anonymised delivery06

A mainland enterprise · production operations

Alert-to-remediation operations Agent

A delivered workflow that turns an alert into evidence, diagnosis, a guarded action and a human-readable trace across jobs, logs, SQL and lineage.

Anonymised delivery07

A mainland enterprise · security and governance

Agent control plane with guarded actions

A delivered governance layer for identity, tool policy, approval, session isolation and traces before an Agent is allowed to write back to production.

Client names, contract names and sensitive business information are removed or abstracted. Metrics come from delivery material and operating records; they do not imply permission to publish every internal detail.

Each of the seven items is a separate client delivery, not a slice of one engagement. Client names, contracts and identifying internal system names are withheld to honour confidentiality and Hong Kong privacy law.