Designing AI-Native Learners for Industry
How we pair cognitive science with multi-agent systems to produce learners who can reason with machines, not just use them.
Completion velocity
2.4x
Faster capstone delivery
AI pairing hours
38 / week
Trend: up
Challenges automated
62%
Trend: steady
Drop-off rate
1.4%
Trend: down
When the assistant can challenge your logic like a principled mentor, the learner levels up in days, not quarters.
Ritika Menon · Academic Innovation Lead
Micro-Internships Powered by Multi-Agent Studios
A look at how multi-agent studios produce internship-grade proof of work that founders actually review.
63%
Review requests answered in 48h
Automation Frameworks for Career Coaches
Playbooks to turn recorded feedback, job data, and learner goals into a precision nudging system.
11x learners
Managed per coach without burnout
Designing AI-Native Learners for Industry
How we pair cognitive science with multi-agent systems to produce learners who can reason with machines, not just use them.
2.4x
Faster capstone delivery
Data Culture for Modern Academies
A framework for turning scattered learner analytics into strategic levers across admissions, instruction, and placement.
Hours not weeks
For curriculum, ops, and CX
Building Industry-Grade Skill Labs in 10 Days
Inside the playbook we use to turn fuzzy employer needs into immersive labs powered by real artifacts and telemetry.
14 live repos
Each mapped to micro-feedback loops
6-Week Founder Readiness Program
How we compress GTM, automation, and hiring playbooks into an intense sprint to turn operators into AI-native founders.
78%
Founders shipping pilots by week 5