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AI agents obey instructions hidden in documents. Plain agents failed 14 of 30 attack runs. Gateway inspects files in isolation and holds risky ones, so none of our 10 simulated attacks caused harm.
Group chats are often messy, especially around planning. Questline takes our messy messages and turns them into a main quest, with side quests on the way for what the chat mentioned.
SlugLine is a HelpLine for UCSC students struggling to manage time socially and academically. Visit our helpline to get help!
A student’s agent can benefit from up-to-date information from teachers and advisors no delay. We built an A2A messaging layer for agents in the entire UC Santa Cruz community, backed by Google Drive.
Memory Museum transforms photos into meaningful memories by preserving the stories, people, and emotions behind life's precious moments.
A bilingual cancer-navigation copilot that catches the barriers patients never say out loud — and never sends anything without a human navigator's approval.
An MCP-powered shop-floor copilot turning simulated production signals into evidence-backed next steps, with human approval before action.
Baraka Share is a food-sharing site for Saudi Arabia. Restaurants and families post leftover food, and charities or neighbours claim it before it expires, so good food becomes meals instead of waste.
An AI browser extension that keeps you grounded with real facts.
Generate it. Track it. Prove it.
Point your camera at any packaged product. TrueLabel reads the label on your own machine and tells you if it is expired, and whether the pack is missing the information Nigerian law requires.
Recover from a cancelled journey, coordinate the evening, and inspect every simulated step before confirming.
Finding and grabbing an item is the top everyday challenge for blind people. With Proprio, they ask for it, and a voice in their ear guides their hand right onto it.
A privacy-first AI tutoring app that helps students learn from their study materials through source-linked answers, adaptive quizzes, personalized progress tracking, and targeted recommendations.
Partliament is a web-based service that employs an agentic AI workflow to produce a bill of parts (BOM) in response to a user-inputted natural language prompt detailing a device/robot to be built.
Leftover food, three AI agents that disagree, and a phone call. Uplink gets tonight’s surplus to the shelter that needs it most, safely.
Know & Go: a multiplayer racing quiz. Draw a track, join by QR code, and steer with your phone. Gemini writes the questions, a voice reads them, and right answers make your car faster.
GitLab Duo release reviews backed by the exact commit’s test, security and policy evidence. Clear READY, HOLD or BLOCK recommendations, with people keeping the final say.
MLRITM Events Portal for students and organizers
Perch reviews and provides feedback to users about their merge conflicts and PRs using agentic collaboration to disagree and come to consensus, providing a tradeoff map for human review.
Prove old and new clients can share a database before a rollout.
A smart campus web application that helps students navigate campus locations and book facilities and equipment online, with interactive maps and centralized booking management.
An innovation engine that researches, validates, and prototypes ideas in minutes using an agent swarm.
Find the input that breaks your C++ algorithm.
