Research notes and techniques on AI agents, testing, and developer workflows.
Functional POC — visual regression, self-healing frameworks, natural language testing, agent orchestration.
A developer's survival skill in the age of AI agents — cognitive limits, red flags, and review strategies.
Proposals and speculative designs. Some built, some imagined.
Declarative flow testing — hardware-inspired boundary scan applied to microservice event flows.
Opinion column — takes on tools, practices, and the industry.
First post in the works.