Projects

Challenge

logilinux 1st Place Overall Logitech Challenge Special Mention JetBrains Challenge 4th Place

Linux HID++ Implementation & Support for the Logitech Master Series

We decided to fill a major pain-point of the Logitech Master Series, and Logi Options+: The lack of Linux support. Being low-level engineers, and also linux users, we found that this ecosystem had little to no linux support, and any open source solutions were quite-frankly lacking. Logi Options+ provides a lot of customization and features that no available solutions on linux do, and Logitech's proprietary software does not currently support linux. Hence, we decided to reverse engineer the protocol on some of the most obscure devices in this series: The MX Creative Console pack. This version is mainly centered around adding as much support for these devices on linux as possible, while also providing a development kit for other linux users to create innovative solutions and uses for these devices without having to go through the endeavors that we did. We have implemented pretty much all of what Logi Options+ lets you do with these devices on linux, and hope Logitech appreciates it :D

KnowTube 2nd Place Overall

KnowTube turns YouTube videos into interactive lessons with auto‑generated quizzes and flashcards

KnowTube is a learning companion that transforms YouTube videos into structured, active study materials. Instead of passively watching, learners can upload or link a video and instantly get a clean transcript, comprehension quizzes, and spaced‑repetition‑friendly flashcards generated from the key ideas in the content. Behind the scenes, KnowTube analyzes the video’s transcript to detect concepts, definitions, and relationships, then builds question sets and flashcards that encourage recall rather than recognition. Quiz routes let users test understanding right after watching, while flashcard routes help them review and retain what they’ve learned over time. Designed for students, educators, and self‑learners, KnowTube makes it easy to turn everyday videos into reusable micro‑courses without manual note‑taking or question writing.

showcAIse 3rd Place Overall Huawei Challenge 2nd Place

AI-powered presentation analysis tool that provides instant feedback on your speaking performance.

AI-powered presentation analysis tool that provides instant feedback on your speaking performance. Upload a video and get detailed insights on delivery, pacing, confidence, and areas to improve. Will also provide a generated audio giving an example of how you should ideally present.

Birdy Organizers' prize

Posture tracker and hand-gesture controller that runs quietly in the background

Birdy uses your webcam to monitor posture and detect hand gestures in real time. It runs in the background, alerts you when you slouch, and lets you control actions using simple gestures. Designed to improve comfort, reduce strain, and enhance productivity while you work.

PawPilot Huawei Challenge 1st Place

Provides real-time obstacle detection and environmental awareness for visually impaired individuals

Mobile app which provides real-time obstacle detection and environmental awareness to enhance independence for visually impaired individuals.

LLM Inference Optimizer Huawei Challenge 3rd Place

Improving inference of LLM

Improving inference of LLM by doing better KV caching

MX Sense Logitech Challenge Winner

Helping visually impaired people navigate their computers using haptic feedback

Using haptic feedback in different ways to help visually impaired people navigate and find buttons, input fields, etc. There is a large market segment that we can sell mice to and thus capture new users.

3DX Logitech Challenge 2nd Place

Exploring 3D Images with seamless integration using Logitech's equipment

JARVIS Logitech Challenge 3rd Place

A hands-free AI assistant that sees what you see, hears what you say, and responds naturally through

JARVIS is an intelligent multimodal assistant that creates seamless human-AI interaction through voice and vision. Speak, and the system automatically captures your webcam feed, transcribes your speech, and sends both to GPT for contextual understanding. The AI responds with natural spoken audio, creating a fluid conversation that understands both what you're saying and what you're looking at. Built entirely with OpenAI's latest APIs, JARVIS demonstrates the future of accessible, hands-free AI assistance—perfect for scenarios where typing isn't possible, from accessibility applications to hands-busy work environments.

LeaseCare AXA Challenge Winner

LeaseCare protects your tenant rights with AI-Powered Analysis.

LeaseCare empowers Swiss tenants by leveraging Generative AI and Vision Language Models to provide complete legal protection throughout the rental lifecycle. In under two minutes, the platform analyzes lease agreements against the Swiss Law to identify unfair clauses while simultaneously managing photo documentation to defend against unjustified damage claims. Whether you are signing a new contract or managing a move-out, LeaseCare acts as your personal legal expert, adapting to any rental context to ensure your rights and deposit remain secure.

Gestures plugin for Jetbrains IDE JetBrains Challenge Winner

Navigating through the code in the IDE using gestures.

Navigating through the code in the IDE using gestures. Uses computer vision to recognize what gesture is user showing to the camera and executing commands in the IDE. Tracking of the eye movement and mapping where on the screen is user looking. On hand gesture the code that is observed is being sent to the Jetbrains AI requesting the explanation of the code.

Exceptional Assistant Jetbrains Challenge 2nd Place

Intelligent Coding Assistant – Focused on Error Detection and Resolution

Intelligent Coding Assistant – Focused on Error Detection and Resolution An AI-powered development tool designed to help you write cleaner, more reliable code. Instantly detects syntax errors, runtime exceptions, and potential bugs, providing actionable explanations, suggested fixes, and code snippets to resolve issues faster. Perfect for improving productivity and reducing debugging time.

BrainsGraph JetBrains Challenge 3rd Place

We map codebase investigations onto an interactive graph for personalized learning.

Have you ever tried to onboard to a really large codebase? It's incredibly hard. What about using AI agents? They'll generate massive summaries of your entire codebase. But that's rarely helpful—it's almost equivalent to reading the entire codebase yourself. We want something more visual and interactive. We're building a tool that visualizes codebases as interactive graphs. You ask dozens of questions—"Where is authentication handled?" "What depends on this module?" "How does data flow through the system?"—and each time, the tool highlights the specific regions of the graph involved, along with clear text explanations. By the end, you have a color-coded graph that reflects all your investigations: a personalized map of exactly what you explored and learned.

Legal Compliance Assistant JetBrains Challenge 5th Place

VSCode extension to make sure you're not doing anything illegal.

Legal Compliance Assistant for Developers is a privacy-preserving VS Code extension that helps engineers build software that respects data protection laws and security requirements. Access to justice is often limited by the complexity of legal language and the lack of affordable guidance. Developers, especially in small teams and early-stage startups, frequently violate privacy and security regulations unintentionally because legal norms are hard to understand and rarely translated into technical actions. Our tool bridges this gap.

NodePass SBB Challenge Winner

A complete service for a digital wallet backed by block-chain technology.

NodePass is a complete service that let's you create a digital wallet on a proprietary block-chain. Every ticket is digitally stored, activated, and validated in the block-chain with total anonymity. The tickets are stored on your device and cannot be transferred nor shared with others.

Ghost Rider SBB Challenge 2nd Place

An anonymous way to buy SBB tickets that prevents forgery and sharing.

None at this time

A ticket to better law SBB Challenge 3rd Place

Ticket to Better Law: Anonymous tickets & rights

Ticket to Better Law Empowering users through privacy and transparency SafeRide – A privacy-first public transport ticketing system that allows users to purchase and use tickets anonymously and securely. It prevents ticket misuse and ensures compliance with public transport regulations, giving users confidence and privacy in everyday travel. Telecom Rights App – An AI-driven assistant that helps users understand and monitor their mobile and internet contracts. It notifies them of important changes, highlights potential issues, and assists with legal protections if providers fail to act properly. Together, Ticket to Better Law provides users with control, transparency, and protection in essential services, demonstrating how technology can empower everyday decisions while safeguarding privacy and rights.

UBS NexusAI UBS Challenge Winner

Multi-agent AI to analyze UBS customer data and deliver insights via dashboard and chatbot.

This project introduces a multi-agent AI system designed to enhance the understanding of UBS customer behavior and financial patterns. The backend is powered by lanchaing, which orchestrates a text-to-SQL pipeline to extract meaningful insights from structured banking data. Multiple specialized AI agents collaborate to interpret user intent, generate optimized queries, understand contextual information, and transform the results into clear visualizations. The system analyzes transaction patterns and behavioral signals to build a deeper profile of each client. On the frontend, users access a clean, premium dashboard that provides a general overview of trends and risks, alongside an intelligent chatbot interface that allows analysts to request custom reports and insights for specific clients in natural language. The result is a powerful, intuitive platform that bridges advanced AI with real financial intelligence to support data-driven decision making at UBS.

Team Snitch.ai UBS Challenge 2nd Place

We are solving the Oracle and UBS challenge

We are still working on it.

HACKAB Legal Design & Code Lab Challenge Tied Winner

OpenJustice-based lawtech tool for protester anti-repression

The tool aims to give access to judiciary tools to protesters and NGOs in cases of police brutality, using Claude Sonnet 3.7 image understanding capabilities coupled with a custom OpenJustice harm assessment flow and swiss legal counsel.

Mockr Legal Design & Code Lab Challenge Tied Winner

Legal training platform to simulate courtroom proceedings

AI-powered legal training platform that uses OpenJustice Dialog Flows and real-time voice interaction to simulate courtroom proceedings, enabling lawyers and law students to practice arguments against AI agents (judge, prosecutor, defense) that debate using gathered case facts.

Delphi Oracle Challenge Winner

Search personal documents with a chat

Search personal documents with a chat. Upload multiple file formats (even pictures) and you can organize your expenses easily.

Traveler unknown

We made it possible to drive by train anynonymously with a digital ticket on paper

We develope a method to buy a train ticket without the need of exposing personal information. The ticket is printable on paper. Beside you are able to print multible copies, you can´t used in parallel by multible people.

Pochti Poluchilos

Haptics integration level-up (Logitech)

We are working on increasing haptics integration in the workflow, and replacing system sounds with haptics for people with hearing problems.

Invisible ink stamps

Solution for anonymus traveling using invisible ink stamps

(work in progress)

NetResearch

Turn your CV into a live 3D network of research opportunities and AI agents powered call to action.

Finding the right research position, PhD, or collaboration is a broken process. Talented researchers spend 80% of their time manually trawling through fragmented university websites, reading endless lab descriptions. The remaining 20% is spent stressing over how to write the perfect "cold email”. The solution? NetResearch. NetResearch is a multi-agent system that revolutionises academic networking. It ingests your raw CV, understands your research interests, and processes your existing network. A specialised agent scouts the web for labs, professors, and institutes that align with your specific skills, filtering out the noise. The result is an interactive 3D Graph where you can explore the connections between you and researchers. You can get to know the relevant researchers for your needs and how your expertise aligns with them. An agent will generate personalised outreach emails based on their research, your CV, common network, and your specific goal.

AETT – Anonymous E-Ticket Toolkit

Privacy-preserving e-ticketing for public transport: a wallet + conductor scanner built on stateless

Most e-ticketing systems for public transport either track users (accounts, IDs, device IDs) or are hard to scale and secure. We wanted something that feels like a paper ticket: anonymous, easy to validate, but still cryptographically secure and tamper-evident.

MX Egg

An easter egg for MX-suite with intelligence & market expansion potential

We used the logitech MX creative console in novel ways for football management purposes, and also created a game that visually displays important details on the device itself, which hadn't been done before. We also created an entire suite of games that run on the mx creative console. We also created a means on-platform for sports science experimentation for assisting sports-science research developers.

SBB Anonymous Tickets

Tickets that can be issued without personal information and can still be consistently inspected.

A showcase website to issue tickets without personal data, that can be printed or dematerialised. The website also allows to scan the ticket to know wethever it is valid or not. In order to do that, it checks that the ticket has not been copied, used by another person, or used multiple times in an unexpected way. The website uses the api of open transport data to fetch actual stations and trips.

Axion

UBS challenge:  Agentic Financial Compliance Copilot

AI agent to streamline aggregation and processing of financial compliance data coming from numerous sources.

Patent Wizard

App that compares and finds similarities between your potential patent to existing ones.

Web application that compares parts of your proposed patent to other patents in our database. It will highlight every paragraph in a shade of a certain color, based on how similar it is to paragraphs in other patents. It also shows those similar patents and recommends changes, and steps needed for a unique novelty patent.

PGP Encrypted Ticketing System

A ticket and railcard system which will allow for verification of ticket ownership without PII

The system uses a ticket system, and a personal identification token (PIT) which is linked to a single customer, without any of the customers information contained on it. The tickets will be linked to the specific PIT, and the PIT will have a changing QR code, as well as a live image which will not allow it to be shared through methods such as screenshots. The PIT will also be linked to a single device. The system will contain a client side, showing the tickets and PIT, and a company side, which would scan the tickets and PIT to verify that they are linked.

TouristNow

A light-dynamic map app that helps tourists find interesting places near them.

This application reimagines local discovery by combining open geographic data with real-time AI enrichment, producing a smarter and more context-aware alternative to traditional map apps. Instead of overwhelming users with irrelevant or low-quality points of interest, the system filters and scores places by metadata richness, availability of real images, and proximity—surface only locations that are genuinely useful. Each POI is enhanced with concise AI-generated descriptions, giving travelers quick insight without needing to sift through long reviews or outdated listings. A multi-source image pipeline intelligently searches OpenStreetMap, DuckDuckGo, Wikimedia, and Flux image models, falling back to synthetic generation when necessary, ensuring every place has a visual preview.

FotoAI and Logit

Project 1 - An autonomous, agent-driven image editing platform powered by Oracle Cloud and OpenAI.

An AI agent solution to editing your photos, users can query an AI to edit photos in the ways that they desire, removing the need to learn complex photo editing suites. Created with Logitech peripherals in mind, providing haptic feedback to users and utilising MX Creative Console to perform precision adjustments to your photos.

DesignKit

A tool that creates and refines a full design system from any website, enforced through IDE agents.

This tool fixes the common trap where great products end up wrapped in rushed, inconsistent or AI-slop UI. It generates a clean, accessible, fully structured design system from any inspiration site, lets developers tweak it quickly, and then enforces it inside their IDE. The result: devs can stay focused on building features while still shipping interfaces that look intentional, feel consistent and meet usability and accessibility standards from day one.

BankGuard - Financial Safety Assistant

An AI banking chat agent for analyzing banking records and threats

An intelligent compliance analysis system that combines large language models with structured database queries to streamline anti-money laundering (AML) investigations. The system accepts natural language prompts from compliance officers and automatically determines which database queries to execute, synthesizes findings from multiple data sources, and presents evidence-based analysis with full transparency. Built with a stateless architecture, it features real-time query tracking, automatic table deduplication, and a clean two-panel interface where analysts can see both the conversational analysis and the raw data tables that support each conclusion. The copilot reduces investigation time from hours to seconds while maintaining full auditability by showing exactly which queries were executed and what data was retrieved.

SATUK4

Satellite AI for Terrain Understanding & Knowledge

SATUK is an AI-powered “ranger buddy” that helps conservation teams analyze wildfire recovery and wildlife activity by combining satellite imagery, wildlife camera trap videos, and vision‑language models in a single interface.

Specter

AI agent that creates fully structured projects from a whiteboard image and brainstorming audio.

This project uses a multi-agent system to transform a whiteboard image and brainstorming audio into a fully structured, production-ready project. The Logitech MX Brio camera and microphone capture high-quality visual and audio input. Several AI agents, orchestrated via Oracle’s Agent Spec and WayFlow frameworks, collaborate to analyze the inputs, extract key ideas, interpret requirements, design architecture, generate modular code, and produce documentation. Gemini (via LLM and vision LLM) powers the reasoning and content generation for these agents, ensuring the system efficiently bridges the gap between ideation and implementation.

sPARKing

Parking space detection from aerial photography

This notebook uses Meta’s SAM3 vision model to segment an overhead aerial image into cars and roads. It filters car detections by shape and size, removes cars that are surrounded by detected road, and clusters the remaining (off‑road) cars into groups. From these clusters it infers a structured grid of parking spaces, distinguishing between occupied and empty spots. Finally, it visualizes car clusters and inferred parking spaces overlaid on the original image.

MoviAI

Automatic transport planner and manager app through AI Agents that supports full anonymity.

HapticMorse

Using mouse vibrations to converse morse code

HapticMorse is a multi-feature platform designed to support visually impaired and hearing-impaired individuals in performing everyday tasks on their personal computers. By leveraging the advanced haptic-feedback capabilities integrated into the side of the Logitech MX Master 4 mouse, HapticMorse enables users to convert written text into Morse code vibrations. This allows users to receive information through tactile signals, offering an intuitive and accessible alternative to traditional audio or visual communication methods.

Anonymous ZKT

ZK Proofs used for SBB tickets

Zero Knowledge Proofs and Merkle Trees applied to private and anonymous tickets in a nationwide train company

SBB Anonymous Train Ticket

An anoymous and untracable train ticket system design

We designed a system where a user can buy and use transport tickets totally anonymously while enforcing fraud prevention, we use an anonymous card that can sign challenges to prove it's authenticity and store a token and a salt

Cryptickets

Anonymous alternative to SBB tickets

Inspired by other ticketing systems in Europe we introduce an upgrade to the current system by introducing tickets without personal data. We developed a preview of 2 apps - one for the customer and the other for the controller. To check the ticket, the controller needs to tap their phone with their app to the other phone and check the necessarily trip details. During purchase, the ticket is prescribed to the phone ensuring that it cannot be used by multiple people.

Amplify

An AI-powered assistant for live podcast transcription, topic tracking, and real-time fact-checking.

Our project empowers podcasters to elevate their content with credibility and clarity by leveraging advanced AI voice analysis. The platform dynamically maps each episode’s topic flow, automatically analyzes and fact-checks spoken content, and enriches key moments with curated visuals and authoritative sources. By saving creators hours of manual work, improving episode transparency, and boosting listener engagement, we make it easy for any podcaster to produce high-impact, professional, and reliable audio experiences.

F.R.A.U.D.

Fraud Recognition through Account User Data

F.R.A.U.D. is a hackathon demo that showcases intelligent financial security through data visualization. This proof-of-concept offers automated fraud detection by analyzing clients` data, transactions, notes, and roles. The main goal of the platform is to facilitate Financial Crime Compliance Officers` job to understand clients` eligibility for future usage of bank services.

ComfortCompass

A travel planner that tells you what to pack and wear to stay comfortable.

It’s a web-based travel assistant that focuses on your body’s comfort, not flights or hotels. You enter where you’re starting from, your destinations and dates, how much luggage you can bring, what you’ll be doing (like skiing, beach, city exploring, mosque visits), and your food preferences (e.g. halal, vegetarian). Optionally, you can also add a selfie so it can account for things like dry air and sun on your skin. Using weather, UV, humidity and air quality data for each stop, it builds a day-by-day comfort profile and then suggests what clothes and gear you should pack, what’s better to rent or buy there, what to wear on the plane, a small “comfort kit” (like moisturizer, lip balm, SPF, water bottle), plus high-level food and cultural tips for your destinations. In short, it turns your trip into a personalized packing and comfort plan so you arrive prepared for the climate, the food, and the culture.

AI-Agent007

Very short description

Banks must ensure data sovereignty and audibility, making typical cloud LLM solutions unsuitable. We're building system utilizing AI-Agents powered by GPT-OSS, an open-source LLM that guarantees data privacy. Each agent acts as a domain expert in tax evasion, money laundering, terrorist financing, and they collaborate in controlled loops, using tool calls to pull real data. The system takes a simple user request and returns a clean, easy to understand / to visualize answer.

Valoris

We help users detect digital fraud under Swiss law and guide them toward prevention or compensation.

Our project is related to OpenJustice AI and has the ambition to advise potential victims of data theft, unauthorised access to a data processing system, fraud and computer fraud (base on the offenses of the swiss criminal code). Depending on whether an offense has been committed or not, the client is directed to a prevention tool to avoid the situation occurring or to a criminal procedure tool to find out what they can claim as compensation.

InnoNation

An anonymous prepaid transit card

Shops across the city have a terminal that can sell credit or write a planned journey to the card. Every time a terminal writes to the card, it also sends the exact same write event to the backend, which maintains the canonical state for that card. Conductors carry a reader that checks whether the card contains a valid journey. The device reads the card’s state, then queries the backend to confirm that the card’s local state matches all the writes recorded in the backend. If everything matches, the conductor writes a validation record to the card and reports this write to the backend. This design prevents cloning. If an attacker copies a card and makes multiple identical clones, only the clone that a conductor interacts with will receive the conductor’s new write record.

ALIANTE

Biodiversity evaluation trough VLM and drone's aerial image

Comprehensive biodiversity assessment through SAM3 and GPT model and high-resolution aerial imagery acquired by drones

Comptutor

AI Teaching Assistant VS Code Plugin

A VS Code plugin that helps students learn computer science concepts interactively using. Instead of providing instant solutions, the tutor guides users through questions, hints, and feedback, analyzes their code, and encourages understanding. Built with WayFlow and AgentSpec, the plugin uses a configurable LLM backend to provide educational guidance directly within VS Code.

Vibe Coding Supreme

Vibe coding AI that uses advanced techniques to achieve better results in one shot vibe coding

This project is an AI-driven system that turns a written idea into a working application. Users describe what they want to build, and the system automatically handles planning, code generation, validation, and assembling a complete project. It begins by creating a structured development plan with the required features and file layout. Each file is then generated individually: routes, models, configuration, tests, and documentation, following the planned architecture. After generation, the system runs automated checks to detect errors. Any issues are returned to the agent, which attempts to fix or regenerate the problematic parts until the project is valid and runnable. The final output is a ready-to-use project folder that users can download and run immediately. A simple interface shows progress and logs at each step, making the creation process transparent and fast. Overall, the system speeds up early-stage development by automating the setup a

Focus Filter

Test your concentration. Work while managing simulated distractions in this background experience.

What if you could practice staying focused? Focus Filter is a unique desktop application designed to train your concentration in the heart of distraction. Unlike a traditional game, it runs quietly in the background while you work on other tasks. Here’s how it works: As you type, code, or create, Focus Filter will periodically generate subtle sensory interruptions—a flashing border on your screen, a controller vibration, or a disruptive sound. These represent the constant ping of notifications, looming deadlines, and random anxieties of the modern workday. Your objective is simple yet demanding: quickly press the correct key to disable each distraction before it overwhelms you. This transforms the passive experience of being interrupted into an active task of management.

AML Pilot

An agent that automates FCC/AML reviews by merging customer and transaction data into one risk view.

Financial Crime Compliance officers spend significant time manually pulling data from multiple siloed systems to build customer risk profiles. This slows down the detection of crimes such as structuring, rapid movement of funds, and round-tripping. The Agentic Financial Compliance Copilot aims to unify client data, notes, roles, and transaction history into a single, coherent view to support faster and more accurate compliance investigations.

SudoFocus

Website and Itelllij extension helping developers' productivity

Productivity is impacted by several factors, such as laziness, distractions, bad environment and lifestyle, lack of motivation and bugs. In order to address this issues, our team developed a website gathering different bugs, to find the solution to problems easily, and an extension, gamifying coding and living a healthier lifestyle. Our SudoFocus website allows users to easily find these productivity aids.

AXA's WeatherWear

Use SAM3 to assist your outfit combinations related to the climate.

Combining the advanced SAM3 image segmentation model, a weather API and a pretrained LLM (Gemini 2.5), we aim to provide a complete and personalized system: given a location, a period of time and a picture of your outfit, provide recommendations and insights on how adequate is your look related to the weather and other risks.

Happytics

Happytics transforms your mouse into a sixth-sense, making your computer feel alive.

Our computer bombards our eyes and ears with audiovisual clutter, what if we could offload some of those sensations to our sense of touch? Introducing Happytics, a haptic feedback suite that translates critical information into vibration patterns so users can "feel" their computers. Our features include UI feedback, allowing users to feel when something is clickable, an unsafe URL detector that buzzes you if you're about to click on a suspicious link, and an IntelliJ error locator that let's you find bugs in your code by touch alone, as well as a memory game and translator that lets you learn morse code.

FocusMirror

Cognitive safety for the age of infinite scroll

Basic idea App to track your focus and to provide a viable and easy to use outlet for you to understand your habbits better!!! We used Oracle Agent Spec for our llm connectors Utilized image analysis to identify common habits onscreen, and imporove the lives of Developers () all around the world! Why are we better than any other tracker? We provide functionality and storage completely locally, its up to you to decide what services to use with our integration.

easyDesk

Here’s a clear one‑sentence description: A camera‑assisted software for older adults

EasyDesk is a simplified computer interface for older adults, combining the camera and a Logitech button pad to control essential functions. With simple head gestures (yes/no/scroll) and large physical buttons for actions like video calls, messages, and emergency help, it allows seniors with low digital skills or reduced mobility to use a computer safely and easily.

Mönch ∑:3

Secure and resilient train ticketing system that preserves customer anonymity

The system offers anonymous, single-user train tickets with refund capability and maintains compatibility with current in-person and digital purchasing workflows, delivering security without altering the user experience.

Scam_Sniper

Detection of fraudulent behavior for bank employees

This system analyzes employee banking transactions to calculate risk scores and detect potential fraudulent behavior. It provides visual representations of transaction networks and detailed employee profiles.

CashBath - Clean dirty money

Detect fraudulent translations via an AI Agent that has access to multiple streams of data.

An AI system using LangChain and a graph database detects fraudulent translations by analyzing data and signals, then outputs a fraud transcation with highlighted anomalies.

Logic - AI-Powered Contextual Control

Turn your MX Creative Console into a smart AI that suggests context-aware actions

Logic reimagines creative hardware control by combining computer vision, large language models, and the Model Context Protocol (MCP) to create an adaptive, context-aware action system. The Logitech MX Creative Console is a powerful tool, but its buttons have traditionally been static, requiring manual configuration and switching between layouts. Logic solves this by making your button pad intelligent. Key Features: - AI-Powered Context Analysis — Screenshot-based understanding of your active app and current task - Extensible Tool Integration — Built on MCP for easy integration with Slack, Gmail, Notion, and beyond - Secure by Design — All credentials managed via environment variables, no hardcoding - Cross-Platform Communication — Seamless C# hardware plugin + Python AI backend architecture - Instant Feedback — One-click execution with real-time result popups

Sneak Peek

AI-powered home monitoring using Qwen2-VL vision and LangGraph agents.

This project uses state-of-the-art vision-language models (Qwen2-VL) and an agentic workflow (LangGraph) to monitor a home in real time. It can: - Identify door visitors as family, mail carriers, or suspicious individuals. - Convert voice commands into Google Calendar events using Whisper, tracking expected return times. - Send Telegram alerts for: Detected visitors, suspicious alerts, familly movement...

GP_Jonkler

Optimizing DeepSeek with input token prediction

Using another smaller model, we predict the next token with minimal overhead before it is decoded and pass it to the large model. While the decoding happens we precalculate the response with the predicted token, saving us time if the token prediction was correct, or else reconcile the token and calculate it normally. Maybe we also will add kv pruning to minimise the memory footprint as detailed in the genAI inference recommendations.

ZKTicket

Ticketing system leveraging TPM and ZK proofs