Writing & development news

ai-agent2

Practical notes on Java, Spring, testing, and software engineering, with working examples and source references.

Nov 1, 2026Writing

Checking operations with AI agents: connecting code, deployment, observability, and DB evidence

Connect code, tests, GitHub Actions, EKS, Grafana LGTM, and relational DB evidence for an AI-assisted operations model. Use Python to check missing, stale, or mismatched release evidence and define execution boundaries.

ai-agent / operations / github-actions↗

Nov 1, 2026Writing

Refactoring code with AI agents: preserving behavior and verifiable changes

Give AI agents a refactoring scope, behavior to preserve, and verification commands. Use before-and-after Java examples and prompts to examine boundaries, exceptions, change scope, and test reliability.

ai-agent / refactoring / java↗