What the rooms shipped.

Star Developer 9374

Developed a web-based strategic handkerchief game built on a 10-node number line and finite-state machine, implementing real-time two-player gameplay with Socket.io and AI opponents. The game features asymmetric roles—a Dropper strategically decides whether and where to drop the handkerchief, while a Guesser chooses whether to open their eyes to infer the drop, with damage determined by the handkerchief's placement and each player's decisions.

“I was surprised by how capable AI Studio is—it generated most of the application with very little code from me. The only thing I missed was the ability to force or replay specific scenarios, which would make manual testing much easier.”

Aiden Dong

My project can create a course schedule for students based on a course list it can draw from as well as an option for required and optional courses. It takes into account professor rating, how close together are the classes, and preferred days off giving multiple schedules with a score for each based on how the user weighted each factor.

“What surprised me was how AI seemed to think ahead as it added features that alongside the ones, I suggested to make my suggestions work better.”

Akhil Vardhan Mallipeddu

Ink2Pix is an interactive creative canvas that transforms hand-drawn sketches into hyper-realistic 2K images and animated video clips in real time. Designed for visual storytellers, artists, and designers, it turns rough doodles into high-fidelity artwork using customizable style presets. The cool part? With a single click, Gemini Omni Flash animates your static artwork into dynamic 3D video scenes complete with synchronized ambient audio.

“Gemini could handle some edge cases we didn't expect. We didn't expect such a great output for the prompt we gave.”

Harshil Modh

Contest It is a civic AI tool that tells NYC residents whether they should fight or pay a city summons in seconds. Upload a photo of your ticket (or type the violation code), and Gemini Vision OCR extracts the charge, cross-references it against 421,000+ real OATH hearing outcomes, and shows your actual dismissal probability with a ready-to-submit defense brief. It's built for the everyday New Yorker who gets a $300 sidewalk ticket and has no idea that historically, 45% of those get thrown out

“The biggest surprise was the data itself we found that for some of the most common NYC violations (noise, sidewalk snow, building maintenance), dismissal rates are shockingly high, yet almost nobody contests them because the process feels intimidating. The gap between "you'd probably win" and "people just pay" turned out to be the entire reason this project matters. On the technical side, we did”

Karen Maza Delgado

GothamIntel is an NYC sublet marketplace where seekers swipe and search for homes, and hosts manage listings, inquiries, and messages. Gemini powers vibe search (text, image, or voice), a listing chat assistant, and neighborhood intel; safety, noise, transit tips, and lease takes grounded in local listing data.

“We were surprised how quickly we could build with AI Studio.”

Xiaoai Chai

Where physical brawl meets vocal brawl! Voice Clash: Smash Arena is an innovative local 2-player platform fighter that transforms your voice into your ultimate weapon. Players maneuver using fluid keyboard controls while unleashing powerful elemental attacks and cinematic combos simply by shouting skill words into a single shared microphone — completely hands-free!

“Gemini got the gist of the game in the first go, so I get to spend rest of the time making small adjustments such as card positioning and adding player camera.”

Adit Mandal

Computer Madness turns any song into a living 3D visualizer by actually understanding it — key, tempo, meter, and dynamics — instead of just reacting to volume. That musical structure drives a spinning sphere wrapped in video or a live FFT spectrogram, cutting and accelerating in lockstep with the beat grid. Optional AI lyric transcription overlays synced vocals directly onto the sphere. It's for musicians, VJs, and anyone who wants visuals that move with the music's structure, not just its peak

“I was surprised at the ease with which I could prototype my ideas with AI studio. I could just bring the idea and it could find the relevant technologies and give me a good feel for how the idea would turn out without much friction.”

Bhavesh Maurya

SpecForge turns a plain English product idea into a full layered system architecture. Type "AI-powered ATS" and it reasons out every layer from resume upload form to vector search to streaming response, with a numbered SVG flow diagram, a component card breakdown, and an animated step-by-step walkthrough showing exactly where each request goes. You can refine the architecture through a chat panel that diffs every change like a git log, save checkpoints, and attach PDFs or Word docs as context.

“SpecForge turns a plain English product idea into a full layered system architecture. Type "AI-powered ATS" and it reasons out every layer from resume upload form to vector search to streaming response, with a numbered SVG flow diagram, a component card breakdown, and an animated step-by-step walkthrough showing exactly where each request goes. You can refine the architecture through a chat panel”

Eden

MTA MetroPulse is an event-driven dispatch engine that tracks subway workers and incidents deep underground where GPS doesn't reach. It ingests simulated telemetry via Apache Kafka, triages hazards in real-time using a PyTorch computer vision model, and relies on PostGIS to route the closest qualified personnel to intercept moving trains. It's built for transit operations teams who need to transform chaotic, high-velocity data streams into split-second, geospatial dispatch decisions.

“I assumed the hardest part would be the real-time Kafka streaming, but it turned out to be the geospatial logic. Building the spatial fallback query—teaching the system to dynamically expand its PostGIS search radius when workers were too fatigued—was the "aha" moment where it's-working moment that brought the whole architecture to life.”

Purvansh Bhatt

ResilAI is an AI Incident Readiness Platform that helps enterprise security teams automatically measure and remediate AI-specific risks. Instead of relying on manual questionnaires, it ingests live telemetry from SIEMs (like Splunk and Wazuh) to calculate a deterministic Governance Health Index. The coolest part is our Dual-Engine Architecture: we use hard, verifiable math to calculate the risk scores, and use Google Gemini for the executive summary.

“I was most surprised by how perfectly we could use Gemini to translate highly technical, deterministic telemetry data into clear, executive-level narratives without any hallucination. By strictly separating the "math" (our scoring engine) from the "speech" (Gemini), we proved that AI can make compliance ledgers highly readable while remaining 100% legally auditable.”

Faizal Rahman

Our project is an AI-powered, multilingual emergency triage platform that eliminates language barriers in crisis situations. When a user calls in their native language, our Twilio and Gemini-powered backend instantly transcribes, translates, and extracts their exact emergency and location. This data is streamed in real-time to an operator dashboard, which maps the caller's location alongside the nearest police stations and fire departments for rapid, life-saving dispatch.

“Building this highlighted the incredible potential of combining real-time telecom APIs with generative AI to solve life-critical communication barriers. Successfully orchestrating Twilio, Gemini, and Supabase into a live pipeline was challenging, but seeing a foreign-language phone call turn into a pinpointed map rescue route made it all worth it.”

Jeffrey Lin

Don’t know where to eat in New York City? RESERVED NYC helps solve this problem by finding restaurants that are perfect for you based on your cuisine preferences, the occasion, the vibe you are looking for, the location, and whatever else you can think of. We want to make sure you find that perfect restaurant for you! You can also generate custom invitations to send to your guests, create custom restaurant guides, and see where other people are eating too.

“Initially, we did not put much thought into the prompt. But as we were working on our app, there were changes we wanted to make that were harder to implement. What we learned was that it’s very important to design a good prompt to make things work”