Overview
What this challenge is about.
Classify 240 near-miss logs from a robot pilot, identify top failure modes, and write a safety memo. Earn a verifiable certificate.
The scenario
The startup (around 40 people, Series A, 8 cafe deployments) has already had one minor pinch incident (no injury) in Singapore; the landlord's risk committee in Hong Kong has a higher bar than the Singapore one.
The Brief
What you'll do, and what you'll demonstrate.
Audit the cafe robot's safety stops on real near-miss logs and produce a go/no-go safety memo for a Hong Kong landlord.
Earning criteria — what you'll demonstrate
- Conduct a structured safety audit from operational logs
- Build and apply a failure-mode taxonomy
- Rank safety risks by frequency and severity, not gut feel
- Communicate safety findings to non-engineering risk committees
Program Fit
Where this fits in your program.
Sharpens the same skills your degree expects you to demonstrate.
Robotics
Master · Applied Ai
Strong alignment
This challenge maps to Robotics at the Master level. It sharpens the same practical skills your coursework expects — but in a real industry context with actual constraints and deliverables.
Skills
Skills you'll demonstrate.
Each one shows up on your verified credential.
- Safety Analysis
Apply safety analysis to solve real industry problems and demonstrate production-level capability.
- Incident Review
Apply incident review to solve real industry problems and demonstrate production-level capability.
- Failure Mode Analysis
Apply failure mode analysis to solve real industry problems and demonstrate production-level capability.
- Risk Assessment
Apply risk assessment to solve real industry problems and demonstrate production-level capability.
- Log Analysis
Apply log analysis to solve real industry problems and demonstrate production-level capability.
- Python
Write clean, efficient Python for data processing, automation, and backend services.
Careers
Career paths this challenge builds toward
Completing this challenge demonstrates skills that transfer directly to these roles:
AI Safety Researcher
Conducting a structured safety audit from operational logs is the entry-point work for AI safety researchers in deployed-robotics teams.
This challenge sharpens
- safety-analysis
- failure-mode-analysis
- risk-assessment
AI Product Manager
Owning the safety story for a market expansion is increasingly part of the AI PM's job at deployed-robotics companies.
This challenge sharpens
- risk-assessment
- incident-review
- safety-analysis
Applied AI Scientist
Log-based failure-mode analysis with a defensible taxonomy is the applied-AI scientist's tool for prioritizing engineering work.
This challenge sharpens
- log-analysis
- failure-mode-analysis
- incident-review