Role-Driven Mastery System

Master the skills the job market is actually hiring for.

Follow a job-market-audited Role Path, move through a discipline end-to-end with a Career Pathway, or pursue a university-benchmarked Academic Certificate — each with a Basic → Intermediate → Advanced ladder, direct video learning bridges and a capstone proof-of-work project.

AI Evaluation, Reliability & Safety Engineering

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Open a video or resource link, watch it, then check its box to track your progress and unlock what comes next.

13 lessons

Build market-ready capability through a mastery-ordered sequence that combines Academy foundations with the specific operating skills repeatedly appearing in 2026 role descriptions.

Market Basis: Frontier AI teams are separating evaluation, robustness and reliability into dedicated engineering disciplines spanning release gates, adversarial testing, observability, SLOs and incident response.

Who’s Hiring Right Now

US openings posted in the last 7 days at OpenAI, Anthropic across this pathway’s representative roles, refreshed daily. Pulled directly from each company’s public job board; not exhaustive, and postings close fast — worth confirming the details on the employer’s own site before applying.

Remote only:LinkedIn →Indeed →

Representative Roles

Enrichment

Course Sequence