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Results

They shipped. You voted.

No slide decks. No pitch theater. Just functional tools built by practitioners who lived the problems they solved.

58
Builders registered
14
Projects shipped
402
Votes cast
1
Weekend of building
Viewers' Choice

The final three

These teams pitched live at MLT20 and earned the most votes from their peers.

1
1st Place

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.

2
2nd Place

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.

3
3rd Place

Cyrano

by Michael Odubiyi · 27 votes

The network is the new resume — Cyrano helps professionals leverage and visualize their relationship graph for career opportunities.

People's Choice

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.

The full field

14 teams shipped. 0 slide decks.

Practitioner Signal#1

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

Claro#2

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

Cyrano#3

Michael Odubiyi

The network is the new resume — Cyrano helps professionals leverage and visualize their relationship graph for career opportunities.

27 votes

MemoryOSPeople's Choice

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

Amplius

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.

Onboarding Mentor

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.

Holdline AI

Camiel Irving

Legal support app for workers who believe they've been terminated illegally — stabilizes users, guides intake, and connects them with employment attorneys.

LocalFit

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.

VOLTA

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.

Vouch

Femi Brinson, Austin Hood

Closes the evidence gap in tenant disputes — helps renters document, organize, and present evidence when facing housing challenges.

Stock Pitch Simulator

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.

Guardrail

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.

SignalSafe

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.

SkillBridge

Sydney Swain

AI-powered workforce development platform creating accessible career exposure gig opportunities at scale — connecting students with flexible, career-aligned projects.

Continue building

The buildathon is over. The work continues.

WNCP AI builds tools for practitioners who teach and teachers who build. Stay connected.