Abinjith TK@abinjithtk181

Prowlr: The Future of Autonomous Financial Intelligence Prowlr represents a paradigm shift in how retail and institutional traders interact with the global financial ecosystem. By moving beyond the static "search and summarize" model of traditional AI, Prowlr introduces a state-machine-driven autonomous agent that doesn't just read the news—it understands, reasons, and acts upon it in real time. 1. The Core Philosophy: From Information to Action The modern financial landscape is characterized by "Information Overload." Between the 24-hour news cycle of Reuters and the volatility of cryptocurrency markets, human traders are often paralyzed by the sheer volume of data. Prowlr solves this by functioning as a continuous intelligence loop. It operates on the principle of Reasoning Transparency, ensuring that every signal generated is not a "black box" output but a documented logical progression. When the agent identifies a shift in Federal Reserve policy or a sudden breakout in Gold (XAU/USD) prices, it explains why it is recommending a trade, citing specific news triggers and sentiment indicators. 2. Technical Architecture: AWS-Native Scalability Prowlr is built to handle the high-velocity data streams required for forex and index trading. Its architecture is divided into three primary layers: Data Ingestion & State Management Tavily API Integration: Unlike standard search engines, Tavily is optimized for LLMs, providing clean, filtered, and relevant financial data. The State Machine: The agent operates through distinct phases: Scanning, Analyzing, Validating, and Executing. This ensures that no trade is placed without passing through rigorous logical gates. AWS DynamoDB: Utilizing a Single-Table Design, Prowlr achieves sub-millisecond latency. The use of Time-to-Live (TTL) attributes ensures that the database remains lean, automatically purging stale news and logs while retaining critical trade history.

Grab your ideas, spin up compute, and start building what’s next! Start with $100 in AMD Developer Cloud credits and begin building right away. Get access to hands-on tutorials, workshops, and curated learning resources to help you build faster and go further. To unlock credits and join the hackathon, sign up for the AMD AI Developer Program. 🤝 Go solo or team up — ship something real. 💰 $21,500+ total prize pool & 1 × AMD Radeon™ AI PRO R9700 GPU up for grabs. 📍 On-site Venue (May 9-10): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📍On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.

Join Deriv and lablab.ai for a high-intensity hybrid hackathon where top builders create AI prototypes, demo their work, and get fast-tracked to interviews. When • Sat, Jan 31, 2026- On-Site Pre-Hackathon: Deriv AI Meetup (Dubai) • Fri, Feb 6 - Opening words, Challenge, and Hackathon kick-off. (Dubai) • Sat, Feb 7 - Build and ship your prototype - 12 hours (Onsite +Online) • Sun, Feb 8 - Demos, judging, and next steps for standout teams. (Onsite +Online) On-Site Pre-Hackathon: Deriv AI Meetup Sat, Jan 31, 2026 · 2:00–6:00 PM (GST) · Dubai In-person talks, workshops, team formation, and networking with the Deriv team. 👉 Deriv AI Meetup registration What's in it for you • USD $10,000+ in prizes across categories • Mentors available to unblock you when you're stuck • Fast-track interviews for top performers - skip the queue • Real problems to solve - not toy demos Format • Teams of 1-3 • Hybrid: Dubai on-site or fully remote • On-site spots confirmed after screening Location • One by Omniyat, 24th Floor, Al Mustaqbal Street, Business Bay, Dubai, UAE • Travel and accommodation not provided. Apply now • Spots are limited. Shortlisting begins right after the event.