They shipped. You voted.
No slide decks. No pitch theater. Just functional tools built by practitioners who lived the problems they solved.
The final three
These teams pitched live at MLT20 and earned the most votes from their peers.
Practitioner Signal
by Wanci Nana · 208 votes
AI-powered career intelligence that structures and prices the advisory value of professionals with high-signal crossings — building the supply side of the expert economy.
Claro
by Genesis Smith · 136 votes
Clear access to resources and opportunities — designed to deliver calm, clear guidance during stressful moments for underserved communities navigating complex systems.
Cyrano
by Michael Odubiyi · 27 votes
The network is the new resume — Cyrano helps professionals leverage and visualize their relationship graph for career opportunities.
MemoryOS
by Chris Daza, Simon Kidane, Vivi Jimenez, Memphis Cutchlow · 31 votes
AI-augmented memory companion that helps users capture, organize, and recall important information — turning scattered notes into a searchable second brain.
Voted by the community — not the judges, not the sponsors. The people who showed up to build.
14 teams shipped. 0 slide decks.
Wanci Nana
AI-powered career intelligence that structures and prices the advisory value of professionals with high-signal crossings — building the supply side of the expert economy.
208 votes
Genesis Smith
Clear access to resources and opportunities — designed to deliver calm, clear guidance during stressful moments for underserved communities navigating complex systems.
136 votes
Michael Odubiyi
The network is the new resume — Cyrano helps professionals leverage and visualize their relationship graph for career opportunities.
27 votes
Chris Daza, Simon Kidane, Vivi Jimenez, Memphis Cutchlow
AI-augmented memory companion that helps users capture, organize, and recall important information — turning scattered notes into a searchable second brain.
31 votes
Mahlet Derege
AI-powered ACT prep tutor that provides personalized diagnostics, study plans, and on-demand lessons — making high-quality test prep accessible to students regardless of income.
Adan Lopez Calderon
An AI mentor for the first 90 days at any new job — replaces generic onboarding with personalized guidance, people mapping, and post-meeting debriefs.
Camiel Irving
Legal support app for workers who believe they've been terminated illegally — stabilizes users, guides intake, and connects them with employment attorneys.
Chinwe Appio-Riley, Chidinma UkohaKalu
AI-powered event matching platform for small vendors — helps artisans and food vendors find the right pop-ups, markets, and festivals to grow their business.
Laura Sandoval
Autonomous career agent that finds roles matching your seniority and compensation, tailors your resume, surfaces warm referrals, and delivers a ready-to-review package every morning.
Femi Brinson, Austin Hood
Closes the evidence gap in tenant disputes — helps renters document, organize, and present evidence when facing housing challenges.
Kai Millner
Gives buy-side interview candidates rigorous, firm-specific feedback on their stock pitches — with AI Portfolio Managers calibrated to seven different fund styles.
Sina Joy
AI-powered job offer scam detector — paste any recruiter message and get an instant risk rating, red flag breakdown, and response plan. Free, no login required.
Solomon Lucas-Thornton, Kiowe "Obi" Smith
Helps people check suspicious official-looking messages before they click, pay, or share personal information — designed for older adults, immigrants, and digitally vulnerable users.
Sydney Swain
AI-powered workforce development platform creating accessible career exposure gig opportunities at scale — connecting students with flexible, career-aligned projects.
The buildathon is over. The work continues.
WNCP AI builds tools for practitioners who teach and teachers who build. Stay connected.

