Aleksandre Tkeshelashvili@Aleks_Aleks

Sentinel AI is a sophisticated 24/7 autonomous platform designed to unify multi-agent intelligence for sales, finance, and security teams. This innovative system continuously monitors the web, providing crucial insights and automatically alerting the relevant teams when significant events occur. It addresses the common problem of companies spending over $13,500 per month on more than five siloed tools that fail to communicate with each other. Sentinel AI aims to replace these fragmented solutions, offering a more cost-effective alternative at $500 per month while effectively connecting the dots between different data streams. The platform's architecture is built around specialized agents: a GTM (Go-to-Market) Agent, a Finance Agent, and a Security Agent, each leveraging Bright Data for data acquisition and Featherless AI for open-source model inference tailored to their specific tasks. For instance, the GTM agent uses Mistral-7B for entity extraction, the Finance agent employs Phi-3-mini for numerical reasoning, and the Security agent utilizes Llama-3-8B for threat categorization. These agents feed into a powerful Cross-Agent Synthesis Engine, powered by Claude Opus and Cognee for agent memory, which identifies non-obvious cross-domain correlations that would be missed by individual tools. Sentinel AI's capabilities extend to automated workflows triggered by its insights. High-severity GTM signals can be pushed to the CRM with talking points, a churn score above 60 triggers Customer Success alerts and retention playbooks, and critical security events generate incident tickets and customer notifications. platform integrates deeply with partner technologies, utilizing all five Bright Data tools for various scraping and unlocking needs, Featherless AI for efficient open-source model hosting, Cognee for building a robust knowledge graph of signals, and TriggerWare for orchestrating automated workflows. /

The Compass AI platform is a highly intelligent developer first onboarding framework aimed at eliminating the friction of diving into a vast unknown codebase. Historically, engineers have spent several weeks digging through fragmented documentation, arranging knowledge transfer meetings, and mapping spaghetti code manually to get familiar with a particular codebase. The Compass AI solution drastically changes this process by employing the powerful capabilities of IBM WatsonX. Our platform provides a unique opportunity to analyze the entire code repository safely, turning abstract and frightening software architecture into two distinct but equally important dynamic visualizations: Step by Step Learning Pathways: An interactive gamification solution that analyzes codebase files according to their complexity and architectural importance. The platform creates a learning pathway for the developer, allowing them to proceed step by step, starting with low level utility scripts and moving further to complex service layers. Dependencies Map: An interactive nodes and edges map that shows current real time dependencies across all files. It allows a developer to zoom, pan, and interactively click through the dependency nodes to see how the modification of a particular codebase file will impact other files. Running on top of a high performance FastAPI backend and Next.js frontend, Compass AI unifies the potential of generative AI with deep structural intelligence. By mapping the abstract geometry of code into a tangible workspace, it eliminates the overwhelming mental overhead that paralyzes new developers. Compass AI shifts the developer onboarding paradigm from passive reading to active, visual exploration, slashing time to first commit from weeks to minutes, boosting team velocity, and turning the dread of a legacy codebase into an engaging, predictable journey.

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. 💰 $10,000 total prize pool Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.

🌍 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.

Build solutions that improve how software is built. Work with an AI that understands your codebase, helping you reduce repetitive work and build with real context. ⏳ Build your project in 48 hours. 🚀 Get hands-on with IBM Bob and explore how AI fits into real development workflows before it becomes standard. 💡 Build tools and workflows that developers would actually use. ⭐ Learn directly from experts throughout the event. 🤝 Join a team or build solo. 💰 Prize pool: $10,000 🧑🏻‍💻 Register before the Kick-Off Stream and start building with Bob.