Aditya S@adityas4

Emett is a privacy-safe GTM intelligence platform that turns public web signals into verified, account-level briefs. It monitors sources like developer communities, competitor discussions, GitHub, Reddit, Hacker News, and public web pages to detect early signs of customer pain before they appear in traditional sales tools. Using Bright Data for live web access, LangChain for agent orchestration, AI/ML API for extraction and reasoning, Firebase for real-time updates, and Cognee for persistent account memory, Emett converts scattered signals into structured intelligence: detected pain, source context, confidence score, why-now reasoning, and recommended GTM action. Unlike invasive lead-scraping tools, Emett does not deanonymize individual users. It focuses on account-level insights and human-reviewed outreach guidance, helping sales and growth teams act earlier with more context, evidence, and trust.

Developers waste countless hours trying to replicate production bugs, while project managers lack real-time visibility into codebase health. Worse, developers hesitate to let AI directly edit production code without mathematical proof that the fix actually works. BuildCheck AI solves this by transforming IBM Bob from a standard chat assistant into an autonomous, enterprise-grade DevSecOps pipeline. We help software teams turn ideas into impact faster by creating a mathematical trust layer between the AI and the developer. Our architecture consists of three core pillars: The Developer Interface (IBM Bob): We don't force developers to use a new website. We integrated our system directly into the IBM Bob IDE using Custom Modes, Slash Commands (/fixbug), and Context Mentions. The Execution Engine (Python MCP Server): This is the magic of our project. We built a custom Model Context Protocol (MCP) server that gives IBM Bob "hands." Instead of just guessing code, Bob executes a strict Test-Driven Development (TDD) loop in an isolated Python sandbox. The Command Center (Django & HTMX): A live web dashboard for product managers. As Bob autonomously fixes bugs in the IDE, or as our background security daemon blocks active server threats, the dashboard updates from RED to GREEN in real-time. In our demo, we tackle a complex Senior-level Fintech bug: a "penny shaving" proration error in an invoice calculator. When a messy bug report is received, a developer simply triggers our custom IBM Bob mode. Bob reads the report, autonomously writes a failing pytest to prove the missing penny, executes the test via the MCP Sandbox, fixes the algorithmic logic, and runs the test again to verify the math is perfect. Finally, Bob automatically hits our Django webhook to close the ticket. BuildCheck AI proves that with IBM Bob and MCP, AI doesn't just guess at code—it proves it works, securely and autonomously.

🌍 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.