Adeel Atta@AdeelAtta

SchemaIntern is an enterprise-grade platform that bridges the gap between natural language and structured data querying. Unlike generic LLM wrappers, SchemaIntern is schema-aware — it connects directly to your database, discovers table structures, columns, relationships, and sample data, and uses that context to generate accurate, optimized SQL. The platform features a 10-layer guardrail system that prevents SQL injection, enforces read-only access, validates schema adherence, and estimates query cost before execution. Every query passes through classification, planning, generation, and policy enforcement stages before execution. Built with FastAPI (Python) + Next.js 15 (TypeScript) with a modular pipeline architecture, SchemaIntern supports PostgreSQL, MySQL, Snowflake, BigQuery, and DuckDB. The AI pipeline uses Qwen2.5-Coder-7B-Instruct via HuggingFace router (with vLLM/ROCm support on AMD MI300X for local inference). Key capabilities: multi-tenant with JWT auth, self-learning feedback loop, session management with Redis, vector storage with Qdrant, schema caching, and explainable AI responses. Frontend features real-time chat UI, schema browser, team management, and API key management.

Personify AI Chatting Evaluator and Assistant is a sophisticated tool designed to elevate communication on WhatsApp and LinkedIn. It offers real-time message suggestions and engagement scores to help users craft more effective and impactful responses. By integrating seamlessly with both platforms, Personify delivers context-aware replies and insightful feedback tailored to the specific dynamics of each conversation. The tool provides users with the ability to customize message tone and style, ensuring that suggestions align with their personal or professional communication needs. It includes advanced features such as sentiment analysis, which assesses the emotional tone of interactions, and a user feedback system that allows continuous improvement of the AI’s recommendations. By leveraging these capabilities, Personify enhances conversational effectiveness and efficiency, making interactions on WhatsApp and LinkedIn more meaningful and personalized. Whether for casual chats or professional networking, Personify helps users engage more effectively and achieve their communication goals.

To participate in the hackathon, simply click Sign up with AMD. If you are not already a member of the AMD AI Developer Program (ADP), you will need to create an account. ADP members can access AI tutorials, experts, and community support. In addition, new members can claim a free month of DeepLearning.ai pro, $100 in AMD GPU cloud credits, and $50 in Fireworks AI API credits. All hackathon participants will receive on hackathon launch additional compute and API credits for their projects. Ready to build what's next on AMD? Sign up with AMD below to secure your spot.

Join our $1,000,000+ startup challenge series powered by Surge 📌 This announcement outlines the launch of a Global Human+AI Exchange — aligning universities, global cities, talent networks, and industry to accelerate human-centered AI innovation, technology transfer, and economic growth. 👉 Read more here ⏱️ 8 days to turn your idea, or existing product, into an investable demo. 📅 February 6 - 15, 2026 • Feb 6 - 14 (Online Phase) - Collaborate and build online with developers and AI innovators from around the world. All projects must be submitted by the end of the online phase on February 14th. 🕙 Doors open at 10:00 AM, first come, first served. • Feb 14 (On‑site Build Day) - Selected participants will be invited to an exclusive in‑person session to refine their projects and connect directly with mentors. • Feb 15 (On‑site Demos & Awards) - Live pitching sessions to a panel of judges and ecosystem partners, followed by the official winner announcement. 🌟 Get feedback from startup mentors and technical experts. 📍 On-site Venue (Feb 14–15): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📲 Real-time on-site updates (SF) For real-time announcements and information during the on-site portion (Feb 14–15), join the LabLab SF Chapter WhatsApp group: 👉 Join the WhatsApp group 🤝 Join solo or with a team. New founders and existing startups are welcome. 🏆 $1,000,000+ in credits, token prizes, perks and funding opportunity. 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Apply now to build, validate, and pitch with purpose.

🕒 7 days to be among the first to experiment and build with OpenAI o1 💡 Build innovative applications utilizing o1's advanced features 🤝 Compete solo or collaborate with teammates 🚀 Dive into a 1-week virtual coding marathon, connecting with industry leaders 🏆 A chance to join the Lablab NEXT acceleration program and fast-track your innovation