Twinstitute AI
Problem
Learning progress was not converting into recruiter-verifiable execution proof.
Approach
Built a multi-agent capability engine with evaluator scoring and adaptive roadmap intelligence.
Result
Enabled measurable capability tracking with 92% tracking coverage and 99.9% platform uptime.








