About
Keeping computer science education current.
Stale audits computer science course material against current technology and what employers actually hire for.
What Stale does
Upload a course's slide decks and Stale returns three evidence-backed reports:
- Outdated content. Deprecated, insecure, or incorrect material, each finding backed by a primary-source citation and a suggested replacement.
- Market fit. Gaps between what the course covers and what current job postings ask for in a target role.
- Topics to update. A ranked list of what to change first.
How it works
Stale runs a multi-stage agent pipeline on Anthropic's Claude. Sonnet surfaces candidate issues across the material, and Opus adjudicates each one and runs the market-fit and topic-ranking stages. Every flagged claim is then verified outside the model: deterministic Python re-fetches the cited source, matches the quoted excerpt, and re-anchors the slide reference against the original course text. If the evidence doesn't hold, the finding never reaches the report.
Who's behind it
Stale was founded in April 2026 in Saudi Arabia by Rayan Alhusennan, a computer science graduate working at the intersection of cybersecurity and AI.
- Founded
- April 2026
- Based in
- Saudi Arabia
- Founder
- Rayan Alhusennan
- Contact
- rayan@getstale.dev
- Source
- GitHub