Interactive challenges

Production AI judgment you can inspect

These sanitized challenges reveal debugging judgment, unit economics, workflow dependency design, and artifact inspection without using private data or live execution.

Representative sanitized scenario. Customer data, private prompts, internal traces, and exact company costs omitted.

Trace diagnosis

Debug This Agent

Inspect a representative trace, identify the root cause, and compare the diagnosis with the production fix.

Open challenge

Cost architecture

Cost Anatomy

Toggle normalized cost models and see how routing, retries, sandbox reuse, and judge coverage change unit economics.

Open challenge

Workflow simulator

DAG Execution Simulator

Step through dependency state, judge failure, recovery decisions, and downstream readiness in a synthetic workflow.

Open challenge

Artifact boundary simulator

Deck IR Previewer

Edit synthetic Deck IR, inspect validation errors, and switch between preview, outline, and speaker notes.

Open challenge