@zitong_wang200

This project is an agentic AI system designed to interpret live sports environments and generate intelligent, context-aware outputs in real time. Rather than relying on static prompts or pre-scripted logic, the system follows an iterative reasoning loop (ReAct-style), where it autonomously determines what information it needs, queries external tools and APIs, evaluates the results, and refines its response dynamically. At its core, the architecture integrates live game data (scores, time, momentum shifts), contextual signals (team history, game stakes), and adaptive logic to produce outputs that evolve as the game unfolds. The agent selectively invokes tools such as live score APIs, statistical endpoints, and event detection modules, allowing it to respond differently in clutch moments, blowouts, or comebacks. Technically, the system demonstrates a shift from single-pass generation to multi-step decision-making, where the model is not just generating text but actively managing information flow. This enables more grounded, situationally aware outputs that better reflect real-world complexity. Beyond sports, this framework serves as a prototype for real-time agentic systems that require continuous data ingestion, reasoning under uncertainty, and dynamic response generation. It highlights how AI can move toward autonomous, tool-using systems capable of operating in live, high-variance environments, with applications extending into finance, urban systems, and interactive media.

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!