Turns a lecture transcript into a study companion with chapters, a glossary and practice questions, with every explanation linked back to the source passage.
Skill-to-Opportunity Graph
Parses skills and opportunity requirements into a graph and matches people to jobs, gigs and projects by semantic similarity rather than keywords.
The problem
matching skills to right opportunities (jobs, gigs, projects) slow, manual, error-prone. Job seekers and recruiters both waste time on mismatch.
How it works
Skill-to-Opportunity Graph — AI parse skills + opportunity requirements into graph, auto-match via semantic similarity. Core: fast embedding match + graph traversal for related/adjacent skills. Solves mismatch by surfacing best-fit opportunities instantly, not keyword search.
How Claude was used
Not documented in the submission.
Team
TechRenger
Individual builders are not listed yet — names are published only with their permission.