Bryan Ang@Angqy93

MarketLens AI is a real-time AI-powered intelligence platform designed to help finance, procurement, and risk teams detect supply chain bottlenecks, ecosystem risks, and market inefficiencies. Instead of relying on end-of-day feeds, static dashboards, or week-old research, the platform continuously monitors live web sources such as financial news, SEC filings, social discourse, and capacity signals as soon as they appear. At the core of MarketLens AI is a multi-agent orchestration system powered by seven specialized AI agents. The Ecosystem Agent discovers competitors, customers, and suppliers around any target company, building a broader view of the company’s operating environment. The Analyst Agent reads scraped news and extracts signals across five perspectives: financial, operational, social, regulatory, and competitive. When evidence is incomplete or weak, the Follow-Up Agent reviews the initial findings and re-scrapes deeper to strengthen the intelligence base. The Coordinator Agent then synthesizes ecosystem-wide risks and opportunities, connecting signals across companies, sectors, and supply chain relationships. To improve reliability, the Verification Agent fact-checks claims and rewrites insights that do not survive cross-source validation, reducing hallucination risk. The Propagation Agent models how disruptions may ripple from peers, suppliers, customers, or competitors back to the primary company. Finally, the Discover Agent turns the validated intelligence into a dashboard-ready view for users. MarketLens AI is powered by Bright Data. Bright Data’s SERP API captures news and market in real time, while Web Unlocker REST extracts full-page content. Datasets v3 streams social signals from X and Reddit for sentiment analysis. Together, these Bright Data primitives give MarketLens AI durable access to high-value sources that conventional scraping systems often cannot reach.

🌍 Hybrid Hackathon | 💻 Online Build: May 25–30,2026 | 📍 SF Onsite Finale: May 30–31,2026 We’ve unlocked the web for your AI. Now build what wasn’t possible before. Build AI agents with live web data, then join the SF onsite finale at Bright Data’s new Web Data Loft. 🚀 The onsite experience will take place during the opening of Bright Data’s new SF space, The Web Data Loft. 📍 On-site Venue (May 30–31): The Web Data Loft 625 2nd St, San Francisco, CA 🏆 $18,300 cash prize + Bright Data AI Startup Program opportunities 🍕 Free food, drinks, networking, workshops, mentorship, and live demos 🎁 Onsite attendees are automatically entered into a live giveaway for 4 × $100 Amazon gift cards. 🧑‍💻 Apply now to build AI agents powered by real-time web access.

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!

Revolutionize AI with TruLens by TruEra - Your Gateway to Building Better LLM Applications! Build with TruLens, LLMs development and explainability tool by TruEra Leverage AI observability for dynamic app enhancement Collaborate with like-minded individuals! For the Hackathon you can work in a team from 1 to 6 members. In this Hackathon, you can also join with a project from the TruLens 48-Hours Hackathon, provided you adhere to the following rules. Consider it a warm-up, and explore the world of technology by participating in the TruLens 48-Hours Hackathon.