Five AI agents at work with a human in the loop carrying the end-to-end KPI development process on a generated company test case. Each output appears in the middle as it's made, and a line traces every move of the work between agents. Gold lines are handovers after Human approves a stage.
Final total 1h 33m. Claude also spent 36m improving the agents and their guides during the run, so 2h 11m of working time in all. Estimates: each step is matched to an agent by the files it touched.
Times are the recorded save time of each output file in the ClearCompare folder, the approval snapshots in History/, and the git commit times. A file that was saved again later shows its last save, so a few first drafts started earlier than shown.
| Source | Used for |
|---|---|
| File save times | Stakeholder brief, interview notes, sample data, calculations, Calculation Pack, tile options, proposed fixes, validation, build scripts, Stage 4 dashboard, coverage check |
| History snapshots | Stage 2, 3 and 4 approvals (the moment the approved version was saved) |
| Git commits | Stage 1 Business Requirements (21:02), meeting script (23:18), Stage 1 and 2 reports (08:25), new agent files (13:03) |
| Session logs | Agent run time: only the time Claude was working inside a reply, with any single wait over 5 minutes cut to 5. Your reading and review time between replies is left out. Each step goes to the agent whose files it touched; agent instructions, guides and personas count as improving the agents |
| Timeline | Steps are spaced by agent run time, not clock time, so long breaks and review time take no space. Each step also shows when its output was saved |
| Interactions | Each message Human typed to the agents in the KPI Creator sessions, counted up to each step. /wrap commands and system notes are left out |
| Assumed | Who made the 07:42 Business Requirements update: shown as Ovy, who keeps the spec and requirements in step with Kewpie's tested data mapping |