Agent Teams: one intelligence, many hands.

A single agent works one thread. That is enough for a page, a fix, a report or a short build. It is not enough for a launch with a site, a content plan, an SEO pass, a deployment and a report due at the same time. Agent Teams exists for that shape of work: one intelligence that splits a goal into parallel workstreams, assigns each to a specialist agent and keeps accountability in one place.

The design is deliberately not a swarm. There is one lead intelligence at the centre, and every specialist reports back to it. The lead owns the plan, the task board, the review and the final report. Specialists do deep work in their own discipline: code, content, SEO, media, data, systems, devices. The human sponsor stays above both: sets the goal, the constraints and the approval rules, and signs off on anything that cannot be undone.

The alternative to a team is not one heroic agent. It is you, integrating. Most multi-tool workflows are held together by a person who moves the output of one step into the input of the next, re-explains the brand, checks whether the copy still matches the build, and keeps the timeline in their head. Agent Teams takes that integration role and gives it to the lead intelligence, with a board and a log instead of memory and goodwill.

There is a quieter benefit too: fewer lost threads. When one person runs five workstreams in sequence, every hand-off drops a little context. The lead holds the original brief, the decisions made along the way and the constraints that must not move. A specialist can be corrected without restarting the whole job, because the correction happens against a written plan rather than against a remembered conversation.

Parallelism is the point, but coordination is the product. Two agents working at once are not useful if they collide in the same file, contradict each other in the same copy or produce five reports with no owner. The Task Board gives every workstream an owner, a state and an expected output. The evidence log records what each agent actually did. The lead reviews before the result is merged or reported.

This is also the sixth AGI test in practice. Generality, autonomy, real-world operation, self-verification and memory all matter for one thread. Orchestration is what lets the same intelligence carry a project: roles, parallel execution, one plan and one point of accountability. Without it, a general intelligence is still a very capable single worker. With it, the intelligence can run the whole job.

The useful mental model is a studio, not a crowd. A studio has a director, specialists and a review process, and the sponsor gets one finished piece instead of a folder of drafts. Agent Teams is the same structure applied to digital and device based work: one brief, many contributors, one accountable result.

The result is not that the work becomes effortless. It is that the project becomes legible. You can see the plan before it runs, the board while it runs, the evidence after it runs and the report when it is done. That legibility is what makes delegation safe: not blind trust in a system, but a system that shows its work at every stage and stops where the authority to continue is yours.

The Task Board is the shared map of the job. Every workstream becomes a task with an owner, a state, a scope and an expected deliverable. Tasks move from planned to running to review to done, and a blocked task states why it is blocked. You can read the board at any point and see the project the way the lead sees it, without asking for a status meeting.

The evidence log is the proof behind the board. It records the checks, the commands, the files changed, the pages reopened, the tests passed and the issues found. It is not a diary and it is not decoration. If a claim appears in the final report, the evidence for it should be in the log, and a claim without evidence is not a claim the report is allowed to make.

Together they solve the problem that makes most multi-agent ideas collapse: nobody can tell what happened. Six threads that all say they finished are not a project. Six threads with owners, outputs and checks are a project that can be reviewed, corrected and signed off. The board shows intent; the log shows execution; the report reconciles the two.

The log is also how memory compounds. A skill earned during a parallel run can be kept for the next job, and a failure that was fixed once becomes a check that runs automatically next time. Agent Teams does not just finish bigger jobs. It leaves the next bigger job with a shorter route.

None of this is theoretical bookkeeping. A team without a board produces five finished things and no project. A team without an evidence log produces a report that sounds confident and cannot be checked. The two artefacts are what make parallel work auditable, and auditability is what lets a sponsor delegate a large job without losing control of it.