Building Industry-Grade Skill Labs in 10 Days
Inside the playbook we use to turn fuzzy employer needs into immersive labs powered by real artifacts and telemetry.

Briefs templated
28
Trend: up
Partner SMEs
11 active
Trend: steady
Launch cadence
Every 10 days
Trend: up
We treat labs like living products with analytics, burn-down charts, and user segments, not static syllabi.
Rahul Kohli · Labs Engineering
Lightning Discovery
We run a 90-minute whiteboard with employer engineers to map success states, failure modes, and must-have artifacts. Those become the blueprint for the lab's instrumentation, not just lesson notes.
Telemetry-Ready from Day Zero
Every brief ships with CLI hooks and API observers so we can see where learners slow down. That data loops back into our nudges within 24 hours.
- CLI scaffolds push anonymized struggles
- Canvas snapshots show how teams collaborate
- Insights feed an automated stand-up recap to mentors
Publish, Observe, Iterate
We version lab releases and swap modules like code. This lets instructors roll back to a stable build or A/B test challenge difficulty.
Key moments
Day 1
Employer discovery
Day 3
UX + data instrumentation
Day 7
Pilot with internal fellows
Day 10
Launch to partner cohort
Action items
- Instrument labs before lesson scripting
- Version your learning experiences like code releases
- Automate mentor recaps from telemetry, not anecdotes
