Reduce cross-team friction
Translate global architecture, local infrastructure, and business acceptance requirements into one delivery baseline.
Align terminology and decisions across headquarters and China teams.
Assess network, identity, virtualization, containers, and documents.
Handle on-site installation, offline dependencies, and coordination.
Preserve versions, changes, audits, and acceptance evidence.
Move from pilot to production
Validate one high-value use case first, then scale from measured demand.
Choose a controlled, valuable, measurable task.
Validate model quality, knowledge retrieval, and interfaces.
Measure context, concurrency, latency, and utilization.
Add availability, monitoring, backup, and support.
Define the workload before choosing models and compute
Share your target model, users, data boundary, and current environment. We will map capacity limits, delivery steps, and acceptance criteria.