01 A useful task
A person or business defines a goal: resolve a support case, develop software, analyze evidence or perform a physical task.
STACK LEDGER / OPEN RESEARCH
Progress people can use.
Put intelligence to work: digital workers for companies, productive robots in the physical world, and advances in medicine, engineering, climate research and clean energy. Track demonstrated outcomes.
INSIDE THE LAYER / HOW IT FITS TOGETHER
The loop that turns intelligence into work.
Applications connect a task to a model, tools and real-world checks. The useful output is the completed, verified result.
Power / energyData / processHeat removalReview / feedback
Original conceptual illustration, not a site plan or engineering specification. Arrows show selected relationships, not measured flows or capacity. Numbered components are explained below; select one in the diagram to jump to it.
02 Model & workflow
A workflow or agent uses model outputs to choose or execute steps within its allowed scope.
03 Tools & systems
Software tools retrieve records or make changes. Physical applications additionally need sensors, controls and actuators.
04 Human review
Review and permissions depend on the stakes. Escalate uncertainty and consequential actions where appropriate.
05 Verified outcome
Tests, measurements and domain review establish whether work succeeded. A convincing answer alone is insufficient.
06 Value & feedback
Track quality, time, cost and real outcomes. Scientific and clinical claims need validation appropriate to their stage.
Technical context: Anthropic: Building effective agents ↗