Sam Lai

Java, Spring Boot, PostgreSQL, RabbitMQ,
Elasticsearch, Claude Code, Codex

How AI coding agents fit into real engineering workflows —
not demos, but day-to-day work in production systems.

Experimenting with a Claude Code + Codex dual-agent workflow
inside a 20+ microservice supply chain platform.

Discussions on AI coding tools, Java backend systems,
microservices, and practical developer workflows.
Always happy to compare notes.