Folder Sniff
Upload an existing AI folder — get the 3 most critical issues, ranked, with fix suggestions.
Sniff a folderSimulator
Make the numbers honest. Interrogate metrics, audit triage agents, write reconciliation tests, brief AI that surfaces bad news instead of burying it.
7 chapters · cert on Ch1 finish · $89 unlocks all
Ch1 walks the exact bug: a one-line filter silently dropped enterprise cancellations from the board number. You learn to diff a metric's definition before its data.
You read the agent's overnight triage and watch it auto-close the funnel break, the enterprise cancellations, and the dbt failure — then learn to revoke auto-close authority.
One question separates signal from vanity: what counts, and does the definition predict revenue or retention? You practice asking it on the metric leadership adopted emotionally.
Reconciliation tests and the claim/number/action memo make every headline traceable back to raw — so 'trust me' becomes 'here's the row count.'
Built on the same reconcile-it-back-to-raw discipline it teaches — every metric on FolderAI walks back to the rows that made it.
Upload an existing AI folder — get the 3 most critical issues, ranked, with fix suggestions.
Sniff a folderShip like a team of one. Ralph-loop, TDD prompts, parallel worktrees, self-healing pipelines.
Start Ch1 freeMade by mihalkevich.com — runs on the FolderAIThe engine that powers the courses and simulators engine.