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Motivation / Problem Firsthand news facts are hard to monetize directly and quickly. AI agents need verifiable sources with clean payment trails. Impact Turns micro-facts into paid, citable sources. Demonstrates agentic commerce with USDC micropayments on Arc. Solution UI-first NewsFacts Studio for journalists to submit short facts. Free search + paid fact detail using x402 via Circle Gateway. MCP server for Gemini CLI to search and pay for facts with citations. Tech Stack Node.js 20, TypeScript + tsx Express 5 Circle x402 batching SDK (@circlefin/x402-batching) Local embeddings with @xenova/transformers (used when LLM phase is enabled) MCP SDK for Gemini CLI integration
15 Feb 2026
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Navora is an intelligent navigation and safety guidance application designed to make travel safer and more informed. The platform not only provides accurate route directions and tour-guide style assistance but also delivers real-time updates on natural disasters such as floods and earthquakes. Streetly analyzes environmental data to identify which areas are safe and which zones should be avoided, ensuring users can make quick and confident decisions during emergencies. Whether someone is exploring a new city, commuting, or looking for safety information during a disaster, Streetly acts as a reliable companion that helps protect users, prevent risks, and simplify everyday travel.
23 Nov 2025
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Streetly is an intelligent navigation and safety guidance application designed to make travel safer and more informed. The platform not only provides accurate route directions and tour-guide style assistance but also delivers real-time updates on natural disasters such as floods and earthquakes. Streetly analyzes environmental data to identify which areas are safe and which zones should be avoided, ensuring users can make quick and confident decisions during emergencies. Whether someone is exploring a new city, commuting, or looking for safety information during a disaster, Streetly acts as a reliable companion that helps protect users, prevent risks, and simplify everyday travel.
19 Nov 2025
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App Description Introducing Streetly — your all-in-one travel & safety companion. With Streetly you’ll: Receive real-time alerts about natural disasters including floods and earthquakes around you, so you’re always aware and ready. Discover curated tour-plans and travel suggestions for your current location: top restaurants, must-see landmarks and hidden gems. Get guided recommendations that combine both safety and fun: e.g., if your destination area is safe and interesting, you receive both the “things to do” list and the “things to avoid / stay cautious about” list. Stay connected to your surroundings with the seamless integration of disaster detection + local discovery. Whether you're travelling, exploring a new city, or simply staying aware of your environment, Streetly helps you stay informed and enjoy your time responsibly.
8 Nov 2025
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Doc Converter is a versatile and user-friendly application designed to simplify the process of converting documents between multiple formats such as PDF, Word, Excel, Text, and more. The project aims to provide individuals, students, and professionals with a reliable tool that saves time and effort when handling different file types. With its intuitive interface, users can upload files and instantly convert them without losing formatting or data integrity. The tool is built with efficiency, accessibility, and accuracy in mind, making it useful for everyday document management. In the future, the project can be expanded with batch conversions, cloud integration, and advanced editing options to enhance productivity.
21 Sep 2025

Code Debugger is an intelligent debugging assistant designed to help developers quickly detect, understand, and resolve coding errors across multiple programming languages. Unlike traditional debuggers, it not only highlights errors but also provides meaningful explanations and suggested fixes, making it easier for beginners and professionals alike. The tool supports real-time analysis, syntax checking, and performance insights to improve code quality and reduce debugging time. With an intuitive interface, Code Debugger allows users to paste or upload code, instantly view issues, and apply recommended solutions. This project aims to enhance developer productivity and streamline the debugging process.
24 Aug 2025
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Fix My Code is an intelligent platform designed to help developers quickly identify, understand, and resolve errors in their code. Users can upload code snippets in various programming languages and receive detailed feedback, including explanations of issues, recommended fixes, and best practices to avoid similar mistakes in the future. The system leverages automated analysis and AI-powered suggestions to improve code quality, reduce debugging time, and enhance learning for beginners and experienced programmers alike. Whether you are working on personal projects, academic assignments, or professional applications, Fix My Code empowers you to write cleaner, more reliable code efficiently.
8 Jul 2025
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The idea behind "Fix My Code" is to analyze, debug, and improve an existing piece of code that currently passes only 11 out of 50 test cases. The goal is to identify all errors—whether they are syntax issues, logical flaws, or edge case failures—and fix them to ensure the code functions correctly across all required inputs. In addition to fixing bugs, the project aims to enhance the code’s readability, maintainability, and efficiency by refactoring it using best coding practices. The approach includes reviewing the code line by line, understanding the problem statement, applying debugging techniques, and testing thoroughly. Tools like debuggers, linters, and test frameworks will be used to aid the process. Once fixed, the code will be modular, well-documented, and capable of handling edge cases effectively. This project is a practical exercise in problem-solving, clean code writing, and test-driven development. The final output will be a fully functional version of the code that passes all test cases and is structured for long-term usability. It not only improves the current implementation but also strengthens the ability to write reliable and efficient software solutions in the future.
15 Jun 2025

RiskRadar is a cutting-edge application designed for business professionals, startups, and investors. It leverages real-time news sources to identify potential business risks and opportunities, with a focus on topics such as natural disasters, market trends, and economic shifts. Powered by Groq LLaMA3-70B, SerpAPI, and Plotly, this tool provides accurate risk analysis and strategic insights through advanced natural language processing (NLP) models. It also offers location-based risk mapping and visualizations for easy decision-making. The app provides actionable insights by analyzing news headlines and offering strategies for capitalizing on market shifts. With the integration of SerpAPI, it fetches the latest real-time news, and with Groq's AI capabilities, it generates analysis and predictions on potential risks and opportunities for businesses in real time.
1 May 2025