Winners Gallery

An eight-agent knowledge engine that stops institutional knowledge from walking out the door — router, knowledge graph and dashboard, with 43 tests. A judge called it 'a product, not a hackathon project'.

Works inside code review: spots the security bug, writes the fix, and opens the merge request — no human needed.

Explains every decision it makes with AI, deployed to Google Cloud and production-ready.

Maps code dependencies and shows how systems evolve — see a change's full impact before you make it.

Three agents — Detector, Writer, Reviewer — fix documentation; confident fixes become merge requests, uncertain ones become issues for humans.

Five agents that run database migrations against a safe copy of production — real PostgreSQL, real data, real Google Cloud deployment.

Verifies AI-generated security reports, closing the trust gap between AI findings and developer action.

Scans CI/CD pipelines for environmental impact and produces carbon footprint reports.

Describe what you want to ship in natural language; Wayfinder gathers freight rates, tariffs, regulations and logistics risks in one place.

Makes AI-generated intelligence cryptographically verifiable — every source fingerprinted with SHA-256 and anchored on Solana.

A 24-agent parallel probe that detects and classifies location-, hardware- and cookie-based price discrimination in real time.

AI-visibility intelligence for marketing teams: visibility score, citation gap analysis and grounded recommendations.

Listens to 125 regulators across 67 jurisdictions — sites, PDFs, hearings — and maps every change to SOC 2 / ISO / NIST controls.

Demand-side early warning for commercial real-estate rents — detects market turns 5–7 months ahead, 79.3% hit rate across 17 metros.

AI exam-prep companion for K9–K12 students across the EU, launching in Estonia with national-curriculum diagnostics.

A multi-agent system connecting female hormonal biology to executive decision-making — bio-intelligence for women who lead.

Autonomous trading agent that ranks signals, backtests, exposes risk controls and keeps a read-only audit trail.

An AI-powered SDR system: automated lead generation, research, proposal writing and outreach. Grand prize among 10,400 participants from 62 countries.

Multi-agent AI transforming energy customer management through ADK orchestration.

Democratizes education in Brazil: autonomous agents grade essays, build personalized study plans and generate mock exams.

An AI team that continuously audits, forecasts and optimizes cloud infrastructure for sustainability.

Next-gen personalized education: interactive lessons with visuals, quizzes and smart AI support.

Converts natural language into validated Feynman diagrams using real physical laws — bridging theory, automation and symbolic reasoning.

Multi-agent financial analysis platform that evaluates trading hypotheses, built on ADK and Vertex AI.

A visual AI agent builder: describe agents in plain English, design visually, test instantly.

A quiz game weaving the theme 'Light' through varied scenes, by team Kamomi — won on overall completeness in live demo judging.

Built by Kamie Shinju in a 45-minute sprint from the concept of 'excuse' — won the division on combined team and solo results for reliably working output.

AI expert-matching for organizations: builds a knowledge graph from Jira, GitHub, internal docs and resumes — you can even query a person's digital twin before reaching out.

AI transaction analyzer that detects fraud, alerts users by email and takes reports via an AI voice assistant, using Llama API multimodality to cross-check client news.

A CCTV control-room AI operator with zero fine-tuning: define surveillance events in plain language and Llama 4's multimodal vision detects and reports them.

Processes 400-page geology reports with Llama 4 Maverick's long context and generates 3D subsurface models — built by a working geologist.

Turns e-commerce discovery into an explorable 3D world — categories become mountains, result counts become terrain height, and an LLM guide narrates the tour.

A trajectory memory for robots: banks sensor-action sequences as vectors labeled by safety, then retrieves the safest neighbor to suggest the next move.

Game NPCs that remember places and events via spatio-temporal memory — CLIP image memories plus text memories, running locally on ~3GB VRAM at 1-2s latency.

Route-aware event discovery: enter a route and time window, and hybrid semantic search plus geospatial-temporal filters surface events along the way.

An AI choreographer that generates personalized Bachata sequences by matching music features to labeled dance clips.

Transforms cosmetics retail: analyzes customer data across store, EC and counseling touchpoints to generate personalized recommendations that close the gap between veteran and novice staff. Won among 37 teams.

A team of AI agents dividing strategy, copywriting and analysis inside Slack to run the marketing PDCA loop — 'a parallel AI workforce'.

A regional-revitalization agent that bridges municipalities, companies and prospective migrants — matching regions, jobs and programs through to post-move settlement.

The Robohon robot chats with elderly users via Agentforce, auto-writes daily reports shared to family on Slack, checks medication and flags health anomalies.

Analyzes your grocery cart and recommends recipes, built on Gemini, GKE Autopilot, ADK and A2A. Grand prize among 4,773 participants from 133 countries; the winner spoke at KubeCon.

Reinvents credit pre-approval with a multi-agent pipeline that analyzes spending patterns and balances bank profitability with customer value.

A plug-and-play AI microservice for online stores: image mixing lets shoppers see themselves wearing the product, plus smart descriptions for accessibility.

Intelligent retail automation with personalized chat, virtual try-ons and instant ad generation, orchestrated on Gemini and GKE.

Conversational shopping through six specialized AI agents that understand style and learn preferences, deployed as a multi-agent architecture on GKE.

By Texas grocer HEB: intelligently builds customer-specific shopping lists from events, lifestyle, budget and brand preferences, aligned with store inventory.

A natural-language interface for stock screening — converts user queries to screener API calls and refines filters through conversation.

For UK broadcaster ITV's streaming service ITVX: an AI chatbot that recommends content matched to each viewer's unique taste.

Turns any text or file into an immersive tutoring experience — personalized study guides, tests and context-driven sessions on Azure AI and GPT-4.

An educational history game combining immersive storytelling with interactive AI-driven dialogues.

Upload lecture notes and Insight transforms them into personalized quizzes and flashcards.

A classroom-integrated tool where GPT-4 turns student notes into tailored flashcards and quiz questions in real time.

An AI chatbot for room rentals and hostels — personalized recommendations claimed to cut sales-department costs by an average 36%. Won a spot in the Slingshot accelerator.

A culture-fit bot that helps companies identify candidates aligned with their culture, work style and values.

Uses Whisper and GPT-3 to transcribe and analyze stock-trading videos and help implement the strategies they teach. Won among 1,700 participants in the early days of generative-AI hackathons.

Analyzes live microphone speech with machine learning to flag obscene, toxic, threatening or insulting language.

A chatbot for people who stutter: accurate speech-to-text from live voice recordings, plus answers to personal questions about stuttering.