A Pixelgrammar film
The Handover.
Work, after the agents arrive.
A short film and the idea behind it. Over the next years, the repetitive work of companies passes from people to AI agents. What matters is who directs it.
Read the theoryImages, voice and score generated with AI. Directed by Pixelgrammar.
The theory
Work is not ending.
It is changing hands.
Every company makes the same promise: find great people, keep them, grow. And every company knows how hard that has become. Hiring takes months, the best people leave, and the work does not wait.
Meanwhile the models learned to write, then to reason, then to act. An agent can now take a task, plan it, use tools, check its own result and hand it back. Each generation arrives sooner than the last and does more.
We call what follows the handover. It is not one moment when machines replace people. It is a transfer, task by task, of the work that can be described, repeated and checked. Some jobs will not survive it, and many will change beyond recognition. The companies that plan the transfer decide how it goes. The others have it happen to them.
Five stages
Five stages,
one direction.
A team rarely jumps from the first to the last.
But the order holds, and each stage hands over a little more.
- 01
Assist
A person does the work and asks a model for help: a draft, a summary, a second opinion. Nothing has changed hands yet.
- 02
Delegate
A person gives an agent a whole task and reviews what comes back. The task changes hands. The responsibility for each result does not.
- 03
Supervise
Agents run a process from start to finish. People look at the exceptions, the samples and the numbers, not at every case.
- 04
Direct
People set goals, limits and budgets. Agents plan the work, divide it among themselves and report back. Managing becomes directing.
- 05
Steward
Agents operate and people own the purpose. They decide what is worth doing, answer for the outcome and keep the trust of customers, partners and the law.
What moves, what stays
The repetitive goes to the machines.
The decisions stay with us.
Handed over first
- Work that happens on a screen, from input to output.
- Work with a clear definition of done, one that can be checked.
- Work that repeats in volume, with little at stake in each case.
- Work nobody was hired for and everybody does: reports, reconciliations, follow-ups.
Stays with people
- Deciding what matters, and saying no.
- Answering for the result to a customer, a regulator or a court.
- Trust built in person, over years.
- Taste: knowing when something is right, not only correct.
The next years
Our working assumptions,
not a forecast.
The dates are the part we are least sure of.
The direction is the part we would bet on.
- Now
Tasks change hands
Teams delegate single tasks: drafting, code, research, replies to customers. Each person produces more. The organisation chart looks the same, and much of the gain is lost waiting for review.
- Next
Processes change hands
Whole processes run on agents, with people on the exceptions. Hiring plans change first: fewer roles open to do the work, more to direct and check it. Entry-level work is hit hardest, and companies have to rethink how juniors learn.
- Later
Companies are built differently
New companies start with a few people and many agents. Established ones meet them on speed and cost. The advantage is no longer headcount. It is how well a company directs work it does not do itself.
What to do now
Plan the handover
before it happens to you.
None of this needs a transformation programme.
It needs a first process and a way to check it.
- 01
Map tasks, not jobs
Write down what each role actually does in a week. The handover happens task by task, and so does the plan.
- 02
Build the check before the agent
Decide how you will know a result is right. Without a test, a sample or a reviewer, delegating is only hoping.
- 03
Start where a mistake is cheap
Choose a process with volume and little at stake in each case. Learn there, then move toward the work that matters more.
- 04
Keep a person accountable
Every process an agent runs has a named person who answers for it. That is what customers and the law will ask for.
- 05
Teach people to direct
Briefing, checking and correcting agents is a skill. The people who do the work today are the best placed to direct it tomorrow.
Where we may be wrong
Four reasons
to doubt us.
- Reliability
- An agent that is right nine times in ten is not ready for work where the tenth case ends in court. Progress here may be slower than the demonstrations suggest.
- Accountability
- Laws and contracts assume that a person decided. Until that changes, many handovers stop at supervision.
- Cost and energy
- Running many agents all day is not free, and nothing guarantees the price keeps falling.
- People
- Companies change more slowly than technology. Much of this will take longer than anyone selling it says, ourselves included.
Your handover
The film says it in a minute and a half.
The rest is a conversation.
If you want to work out what the handover means for your company, where to start and what to keep, we would like to hear from you.
Start a conversation From the Journal: agentic AI and the future of work
Pixelgrammar, Porto, November 2026. A point of view, not a forecast.