Aakash Gupta@skyprince999673

Over 100 million people are forcefully displaced, with 72 countries in crisis and over 300 million needing humanitarian aid. A record $48 billion has been allocated, but this funding falls short. Misallocation of resources further compounds the problem, reducing value and productivity growth. To ensure funds are allocated effectively and fraud minimized, it’s crucial to include those in need by gathering their feedback and complaints on local humanitarian projects. This presents challenges: (1) How can we centralize data from numerous organizations and projects? (2) How do we enable marginalized groups with low connectivity, education, or niche languages to share their concerns? (3) How can we make the data accessible and actionable? Talk to Loop is a modern independent charity, dedicated to tackling those issues. We have set up pipelines to allow populations in crisis zones to voice their concerns despite their lack of internet connectivity, or education, and regardless of their demographics and language. The pipeline includes classifying incoming data and tagging it with metadata to make it findable and actionable. A key step involves separating sensitive data from general feedback—protecting data that, if exposed, could endanger its author, like reports on rape, fraud, or child endangerment. Currently, this process is manual and unscalable, requiring humans to review each feedback piece and assign metadata manually. Our project automates this process, by leveraging a fine-tuned Llama model, and an agentic system using that model to assess whether the feedback is sensitive, annotate it, and analyze the sentiment of the text inside it. Our hope is that we can see a dramatic improvement in the time it takes to process the data, ensuring that the people in need of assistance receive it as fast as possible, and allows us to scale our operations to the point where the data is dictating resource allocation on a global scale.

In this hybrid hackathon powered by Arc and Circle, developers will build the next generation of Agentic economic applications using Circle’s Nanopayments infrastructure with settlement on Arc in USDC. For the first time, high-frequency, usage-based transactions between users, APIs, and AI agents can operate without gas overhead eroding margin. Arc provides stablecoin-native settlement with predictable, dollar-denominated USDC fees and deterministic, sub-second finality — enabling real-time coordination and economically viable per-action pricing at scale. 📅 April 20 – 26, 2026 • Apr 20 – 25 (Online): Submit projects by Apr 25. • Apr 25 (On-site Build – SF, CA): Teams refine projects. • Apr 26 (On-site Demos & Awards – SF, CA): Live pitches & winners announced. Get guidance from Arc and Circle experts through on-site support. 📍 On-site Venue (April 25-26): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 🤝 Go solo or team up, it's your flow. 🏆 Compete for a $15,000+ Prize Pool. 📍 Please note: If approved for the on-site experience, you’ll also have the opportunity to showcase your project live. Travel and accommodation will not be covered. 🧑🏻‍💻 Secure your spot now – sign up before the Kick-Off Stream!

Join the next edition of our flagship AI hackathon — now featuring Google, AppliedAI, and Qdrant as official partners, with over $45,500 in prizes and exclusive partner challenges. After an incredible launch earlier this year, we’re back with the next edition of our AI hackathon series leading up to the /function1 AI Conference & Exhibition in Dubai. Tap into the power of AI to innovate, build, and take your AI skills to the next level in this high-impact hybrid experience. 📅November 14–19, 2025 • Nov 14–18: Collaborate and build online with AI enthusiasts from around the world. All projects must be submitted by end of day on November 18 • Nov 18 (Dubai): An exclusive on-site build day at Festival Arena Dubai for selected participants. • Nov 19 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: On-site participation is by invitation only. Travel and accommodation will not be covered for selected participants. Further details will be shared with those accepted. 🧑🏻‍💻 Secure your spot now—sign up before the Kick-Off Stream!

Join the Internet of Agents Hackathon to build real-world, rentable agents using Coral Protocol and Solana-powered payments. 📅 September 14–21, 2025 Sept 14–21: Build online with global innovators. Submit projects by the deadline. Sept 20 (NYC): On-site build day at Solana Skyline (invitation only). Sept 21 (NYC): Live pitches, networking, and winner announcements. 🧠 Mentorship from experts and Coral specialists throughout. 🤝 Participate solo or in teams. 📍 Travel and accommodation not covered. 🚀 Sign up now to secure your spot before the Kick-Off Stream!