Today's opportunities focus on AI agent testing, deployment automation, and open-source chip design flow, with OpenROAD-flow-scripts worth highlighting.

An open-source chip design flow script repository providing automated flow from RTL to GDSII. The trend is open-sourcing chip design flows, lowering design barriers. The entry point is providing complete automated flow scripts for small teams and academic institutions, potentially charging via support services or custom flows. Details are pending verification; deeper research is recommended.

A Playwright and TypeScript scaffold for AI coding agents with adapters for major agents. The trend is AI coding agents extending from code writing to testing, but humans still set acceptance criteria. The entry point is providing reusable test scaffolds for test engineers, charging per test case or suite rather than per seat.

A tool to catch agent failures that evals miss. The trend is AI agents moving from demo to production, but evaluation systems lag. The entry point is providing failure detection services for AI engineers, charging per detection or report.

A self-hosted deployment automation tool for Windows and IIS. The trend is AI entering traditional ops deployment automation, replacing manual scripts. The entry point is the Windows/IIS legacy environment, targeting SMBs, possibly charging per deployment or subscription.