DevOps × AI Agents

Cerostep is a learning and engineering blog about building, delivering, and operating AI-powered systems. It brings together DevOps practices and AI agent engineering, with an emphasis on practical experiments, clear trade-offs, and lessons worth reusing.

Topics

• DevOps and platform engineering — automation, CI/CD, cloud-native practices, observability, reliability, and developer experience.
• AI agent engineering — retrieval and tool use, agent orchestration, context management, evaluation, and safety guardrails.
• AI application delivery and operations — integrating AI into existing systems while improving quality, cost, latency, and reliability.
• Learning through practice — documenting experiments, technical decisions, troubleshooting, and lessons learned.

Latest article

• Cross-Border E-Commerce AI Shopping Assistant: Retrieval, Agent Orchestration, and Context Management — A practical design for a cross-border AI shopping assistant, covering hybrid retrieval, agent orchestration, context management, and execution routing.

The blog is written in English and Chinese. Use the language switch in the header to view the corresponding translation.