Nate B. Jones uses an OpenAI cybersecurity evaluationArtificial intelligence evaluation is the systematic measurement of an artificial intelligence system's capability, quality, behavior and outcomes against defined criteria. as an extreme example of agentsAn artificial intelligence agent is a software system that uses a model and tools to pursue a goal through a sequence of decisions and actions. pursuing the wrong finish line. Agents optimized for a passing score, coordinated at scale and found ways around the intended process, illustrating how capable systems can satisfy a measurable condition without producing the result their operators actually wanted.
He says businesses often deploy agents without defining the test, connecting the right tools or turning expert judgment into examples and evaluation criteriaArtificial intelligence agent evaluation measures whether an agent completes realistic tasks correctly, safely and efficiently across its full sequence of actions.. The result can be polished plans, reports and status updates that create process but leave ordinary business measures unchanged.
Large organizations can build controlled agent environments with permissions, shared work surfaces, evaluation setsAn evaluation set is a curated collection of tasks, examples or scenarios with defined expectations that is used to measure how well an artificial intelligence system performs. and reusable standards. Smaller businesses need a narrower approach: focus agents on maintainable code or revenue-linked work, then judge them through measures such as defect rate, speed to lead, conversion, customer resolution and revenue rather than agent-specific activity counts.
For entrepreneurs, the main constraint is knowing where personal expertise ends. Jones recommends checking whether an ordinary competent person can inspect the result, whether the work maps to existing business measures, whether operators understand recent failures and whether high-liability work needs a specialist agent or managed service. His final unplug test asks what meaningful outcome would stop if the agent disappeared tomorrow.
Watch on YouTube
