What is on-the-job training?

On-the-job training is learning a role by doing the real work, in the real workplace, under the guidance of someone experienced, rather than in a classroom or course. For people who oversee AI agents, it means reviewing live held actions while a qualified colleague checks each decision, until the learner is ready to decide alone.

Why does on-the-job training matter for agent oversight?

No lab fully reproduces a live queue. Real held actions come with real customers, real pressure and the odd case nobody thought to seed in a lab. Reviewers only become fluent by deciding many of them.

But on-the-job training on agent actions carries a specific risk. Each decision a learner makes is filed in the record and may move money or reach a customer. That is why it needs a structure: someone qualified must check each decision before it takes effect, at least at first.

How does on-the-job training work for agent reviewers?

A sound approach has four stages:

1. Shadow. The learner watches a qualified reviewer clear the queue, hearing the reasoning aloud.
2. Decide, then check. The learner decides each held item; a qualified reviewer confirms or corrects before it takes effect.
3. Decide, sample-checked. The learner decides alone on lower-value items; a share of their decisions is checked afterwards.
4. Independent. After an assessment, the learner approves within their own authority.

Each stage has an exit standard, and the record shows which stage the learner was at for every decision.

What does on-the-job training look like in practice?

Take a facilities management firm where an agent drafts contractor work orders at depth 2. A new coordinator spends two days shadowing, then a week deciding each held order while her lead confirms. The lead keeps a tally: by day five she is matching the lead on nearly every order, and the two disagreements are both about contractor credentials taken from an emailed certificate. After one more lesson on provenance, she moves to sample-checked work.

How is on-the-job training different from a job aid?

On-the-job training is the process of learning through real work. A job aid is a tool, such as a checklist beside the queue, that supports the person during that work and long after. Good on-the-job training hands over a job aid early and teaches the learner to use it.

It also differs from formal training. Courses and labs come first, to give the vocabulary and safe practice. On-the-job training comes after, to build fluency on live work. Whether staff can learn to supervise agents on the job alone, without the formal part, is a separate question, and the answer is usually no.

Which related terms should you know?

• Shadowing: the first stage, watching before doing.
• Mentoring: a longer relationship that often runs alongside.
• Job descriptions: on-the-job training should prepare people for what their role now includes, as in the agent reviewer job description template and how to write an agent owner's job description.

Someone has to run the programme; the case that the agent operations lead is a real job includes it. For the full approach, see training teams for AI agents.