Research Agent
Problem domain: Access to Information
Too many important papers get lost in the noise. Most researchers and practitioners cannot reliably scan what is new recently in their area, find truly promising work, and trust that they did not miss something big. This agent helps with this problem by finding, ranking, and explaining recent AI papers on arxiv.org.
"I love the way the agent works. I will keep it in my toolkit"
— Google Engineer
"I recommend the agent to my clients"
— AI in Marketing Expert
"This is a great use case for an agent that actually earns the name"
— A Reddit reviewer
EcoTag: The Garment Emissions Scanner
Problem domain: Environmental Impact
EcoTag is a smartphone app that empowers consumers to make sustainable choices by revealing the hidden environmental cost of their clothing. Using Optical Character Recognition (OCR) to scan garment tags, the tool calculates estimated lifecycle carbon emissions based on materials and origin. This provides shoppers with immediate, actionable data on the carbon footprint of their potential purchases.
Delivery Optimizer
Problem domain: Logistics
The Delivery Optimizer helps local businesses like florists and dry cleaners eliminate the waste of manual route planning. Owners simply upload a list of addresses to the web tool, which uses open-source algorithms to generate the most efficient delivery order. This streamlined process saves time and fuel while reducing the carbon footprint of local logistics.
The Revive-or-Recycle Scanner
Problem domain: Environmental Impact
People don't know if fixing old gadgets is worth the cost, so e-waste accumulates. This economic triage tool queries live marketplaces for part and resale prices to advise consumers whether to repair or recycle their old or broken electronics, helping reduce environmental waste while saving money.
The Ultra-Processed Detective
Problem domain: Nutrition
Healthy marketing is deceptive and identifying ultra-processed foods on the NOVA scale is hard for consumers. This red light/green light scanner helps grocery shoppers avoid ultra-processed foods by using OCR and AI to read ingredients and classify foods, providing instant guidance on food quality.
Second Look
Problem domain: Healthcare
Screening mammography has limitations, including false negatives and false positives. Individuals often lack a meaningful "second signal" on their results, or they experience anxiety from indeterminate findings. Second Look is a consumer-facing, AI-assisted interpretation companion that analyzes user-uploaded mammography images to identify regions that warrant attention and assign a coarse concern tier. It provides informed, conservative decision support to prompt professional follow-up, not to replace a doctor. The tool utilizes on-device inference for privacy and is available as a web or mobile application.
Beacon
Problem domain: Access to Information
Beacon is a project designed to protect the elderly from malicious sites, emails, and links, including AI-generated content. This tool helps vulnerable users navigate the digital landscape safely by identifying and warning about potentially harmful content, reducing the risk of scams and phishing attacks that disproportionately target older adults.
The Medical Bill Defender
Problem domain: Healthcare
Medical bills are riddled with errors and insurance denials are confusing, making it exhausting for patients to fight back. The Medical Bill Defender is a local-first, privacy-centric agent that helps patients in the US analyze their medical bills and Explanation of Benefits (EOB) documents. Users upload bill or EOB images or PDFs, and the tool checks CPT codes, flags errors, and automatically drafts appeal letters. The agent empowers patients to challenge incorrect charges and denied claims without the complexity that typically prevents them from taking action.
