Software EngineeringAI & Agent WorkflowsOpen accessPublished 3 Oct 2026
Generate testable hypotheses and design automated validation plans for goals that will be executed by Claude Code CLI agents. Use this skill when the user wants to set up an autonomous research or engineering task where an agent will explore, test, and validate ideas without constant human supervision. Triggers include: "generate hypotheses for", "set up an agent to test", "automate this investigation", "what should an agent try", "design a test plan for an agent", "autonomous experiment", "have an agent figure out", "agent-driven research", or any request to decompose a research or engineering goal into hypotheses that a Claude Code agent can independently test and repor…