What you learn should track what the market wants - now it does.
- A demand signal computed from real skill observations in job postings: per-role and overall cuts, refreshed automatically after every ingestion run, with the exact formula version stamped on every number.
- Path generation now uses it: when two skills are otherwise equal, the one the market asks for more comes first - while the learning-path agent keeps each sequence coherent. The weights used are frozen onto your path.
- Your readiness summary ranks remaining gaps by demand and flags the ones the market wants right now, so "close a gap" advice starts where it pays most.
- A new "Rising in your domains" card on My Paths surfaces trending skills you haven't built yet - one click starts a path toward any of them.
- Nothing is invented: every demand-powered surface stays hidden or unchanged until real observations have been computed.