Microservices AI Integration

Use When

• Integrating AI into a microservices architecture — AI model server as a microservice, AI gateway pattern, async AI job pipeline, AI-enhanced orchestration (Kubeflow, Seldon Core), and wiring the AI metering/billing layer into a distributed...
• The task needs reusable judgment, domain constraints, or a proven workflow rather than ad hoc advice.

Do Not Use When

• The task is unrelated to microservices-ai-integration or would be better handled by a more specific companion skill.
• The request only needs a trivial answer and none of this skill's constraints or references materially help.

Required Inputs

• Gather relevant project context, constraints, and the concrete problem to solve.
• Confirm the desired deliverable: design, code, review, migration plan, audit, or documentation.

Workflow