Hackathon Portal
AI Tinkerers - New York City
Final round winners have been announced. View Results
Team

WhiskeyTangoFoxtrot

Project Concept

🀨 WTF is this?
A tool that tells you what the hell you’re looking at, instantly.

WTF is this? is a universal explainer engine.
You upload anything β€” a bill, a legal document, a PDF, a screenshot, a suspicious letter, a weird website, a YouTube link, or something you saw online β€” and it tells you exactly what it is, what it means, and what you should do next.

It turns confusion into clarity in one click.


πŸ” What it actually does

  1. Explains bills, letters, and legal documents
  • Breaks down confusing wording
  • Summarizes the purpose in plain language
  • Highlights key obligations or deadlines
  • Shows what matters and what can be ignored
  • Helps you avoid hidden fees or traps
  1. Detects scams and suspicious content
  • Flags fake invoices, phishing letters, suspicious emails, scam URLs
  • Checks warning signs across web search
  • Compares to known scam templates
  • Tells you directly if it looks legit or dangerous, and why
  1. Researches anything you upload or link
  • Finds credible information
  • Looks up the company, form, name, or topic
  • Pulls context from the open web
  • Explains whether you personally should care and what to do next

πŸ’‘ How it works
You give it something confusing and it gives you the simplest possible explanation.
Images, documents, and webpages are translated into normal human speech.
No jargon. No nonsense.


πŸ™‹ Why this matters to you
You’re building tools that

  • Protect people
  • Reduce stress and prevent exploitation
  • Make AI feel like a guardian
  • Explain complexity in simple human language
  • Help elderly, overwhelmed, or non-technical users
  • Stop scams before they happen
  • Fit perfectly into your Bellator AI and Daimon ecosystem

WTF is this? becomes the friendly entry point, the everyday superpower your users rely on.


πŸš€ Why users will love it

  • No more Googling weird form numbers
  • No more guessing if a bill is real
  • No more reading legal jargon
  • No more scam anxiety
  • Instant clarity and confidence

Entry

Status: Submitted

Last saved: November 15 at 4:08 PM EST

Team Roster

Message board not available for this team yet.

Frank Yu Team Lead RSVP Approved

Co-founder at BlackChamber.ai
I did everything since I am a solopreneur
Frank Yu is a seasoned game developer and technical product manager with extensive experience in AI and entertainment technologies. As the Chief Product Officer at Ghostdog Systems, Inc., he focuses on innovative projects including agentic frameworks with local large language models. With over 12 years in the tech industry, Frank has a diverse background spanning game development, product management, and AI integration. He holds degrees from Harvard University and Rutgers University, and has studied at the US Army Intelligence Center and School. Frank is passionate about bridging technology and human potential, with expertise in areas like blockchain, Web3, and community building.
agentic frameworks, local LLMs, game development, AI integration, blockchain, Web3, tokenization, entertainment technologies, ethical AI development
Agentic frameworks with local llms emphathic ai