Muhammad Faisal@Faisal

The problem Defense contractors and agencies must stop Controlled Unclassified Information (CUI) from leaking — a mandate now reaching ~300,000 organizations under DFARS 7012 and CMMC 2.0. A leak ("spillage") is a reportable, contract-ending event. But their tools are keyword scanners that miss anything they weren't told to look for. The insight The new wave of "AI DLP" adds intelligence — but inspects your document by sending it to a cloud AI. For this data, that transmission IS the leak. You cannot prevent a spillage by committing one. Any tool whose model lives in the cloud is structurally disqualified. The solution Spillguard inspects a document as it tries to leave and returns a verdict — ALLOW / FLAG / BLOCK — with the CUI categories found, the missing markings, the exact offending sentences, and a plain-English rationale. The AI is Google's Gemma, self-hosted on an AMD Instinct GPU on a network with no route to the internet. The document never leaves the box. How it works A four-stage pipeline: deterministic checks first (regex/keyword — our "legacy DLP" baseline), a semantic Gemma scan, a portion-marking check, and a deterministic decision engine that owns the final verdict. The model informs but never has final authority; if it goes down, the system degrades to a safe verdict instead of failing. Use of AMD. Gemma 3 (12B) is self-hosted on an AMD Instinct GPU via ROCm + vLLM — its large HBM3 memory holds the entire CUI ruleset in-context, no fine-tuning. Self-hosting on AMD is the only way this product can legally exist inside an enclave. Proof On a labelled 31-document set scored on real self-hosted Gemma on AMD, Spillguard hit 100% verdict accuracy and 100% spillage recall with zero false alarms — versus 48% / 54% for the legacy baseline. Reproducible with one command; every verdict cites its evidence.

RouterAI is an intelligent AI API gateway that removes the complexity and cost inefficiencies of using multiple AI providers. Instead of manually choosing between OpenAI, Anthropic, Google, or Hugging Face, developers send every request to a single RouterAI API. RouterAI automatically analyzes the prompt, understands the task type, and routes it to the most suitable and cost-effective AI model. For simple tasks, RouterAI can use free or low-cost models like Llama. For advanced reasoning or coding, it selects powerful models like GPT-4, Claude, or Gemini. This smart routing helps developers avoid overpaying and reduces AI API costs by 30–70% without sacrificing quality. RouterAI introduces pay-per-request USDC micropayments on blockchain, so users only pay for what they actually use. Each request triggers a tiny USDC payment in real time, enabling sub-cent pricing that traditional payment systems cannot support. This makes RouterAI ideal for developers, startups, and autonomous AI agents that need flexible, transparent, and scalable billing. In simple terms: “One API, all AI models, pay only for what you use with USDC.” Technically, RouterAI works as follows: developers send an OpenAI-compatible API request, Gemini AI classifies the task, RouterAI selects the optimal provider, processes the USDC payment, and returns the AI response along with the exact cost deducted from the user’s wallet. RouterAI simplifies AI integration, cuts costs, and enables the future of agent-driven commerce.

Virtual Urban Explorer (VUE) is an innovative, AI-powered platform designed to transform the way people explore and interact with cities around the world. Leveraging cutting-edge advancements in GPT, AI, and AR/VR technologies, VUE offers an immersive, interactive, and constantly evolving virtual exploration experience. By integrating real-time data, user interactions, and predictive analytics, the platform provides a dynamic virtual representation of urban spaces that are accessible from anywhere, at any time. The primary objective of VUE is to democratize urban exploration, making the rich cultural, historical, and architectural heritage of cities globally accessible to everyone. It aims to overcome physical, geographical, and economic barriers that traditionally limit the exploration of urban environments. Additionally, VUE seeks to serve as an educational tool, a planning resource for urban developers, and an innovative platform for virtual tourism

Our pioneering app harnesses the power of cutting-edge technologies like Open AI, GPT-4 and advanced text-to-speech algorithms to seamlessly convert static PDFs into immersive audio narratives. Our mission extends beyond mere conversion; we envision expanding features to include multi-language support, natural language processing for enhanced summarization, and integration with e-book platforms. With a commitment to accessibility and innovation, we aim to redefine how individuals engage with textual content, fostering a dynamic and inclusive reading experience. The application is a great use of RAG.

Graph Detective harnesses the power of state-of-the-art Agent and Phi-2 technology to redefine fraud detection and prevention in the insurance, banking, and eCommerce sectors. By unveiling hidden connections and identifying patterns, it offers an unrivaled solution that combines Generative AI Agents with Phi-2's speed and precision, enabling investigators to tackle fraud with unparalleled efficiency and accuracy. This groundbreaking app not only simplifies data analysis by allowing direct interaction with the Generative AI Agent, bypassing the need for complex coding or manual analysis, but also stands out for its ability to deliver consistent results without the common pitfalls of data hallucination, requiring minimal tuning. With fraud impacting the financial sectors to the tune of $308 billion annually in the United States alone, Graph Detective is poised to revolutionize the industry by offering an unmatched efficiency improvement over traditional methods, ensuring it remains at the forefront of meeting the evolving needs of fraud detection and prevention professionals. What sets our app apart is its unique integration of Phi-2 and Generative AI Agents, providing a solution that not only quickly identifies fraud patterns but is also easy to implement within Agent frameworks (such as CrewAI and LangGraph), making it a game-changer in the fight against sophisticated fraud schemes.

i have Description all thing in my video plz watch my video, i have create custom prompts or upload files, you will get answer from those files or prompts. link is here: "" https://www.loom.com/share/dd1e438b406141158ea171bbf1090627?sid=964c32be-29f7-4af1-858d-538e74442957 ""

Radio Imaging and MusicGen AI, a pioneering Custum GPTs crafted for radio producers and music creators! This GPTs is a creative assistant both in audio and music production, harnessing the power of AI to address advanced real-world challenges in media production sectors. The primary goals for creating these custom GPTs are: 1. Innovation in Audio Production: To revolutionize radio imaging and music creation by integrating advanced AI capabilities, offering new, creative ways to produce audio content. 2. Simplification and Efficiency: To streamline the music and audio production process, making it more efficient and accessible for creators of all skill levels. 2. Diverse Creative Options: To provide a vast array of musical and audio possibilities, from generating music based on text prompts to offer novel radio imaging ideas, thereby enhancing creative freedom. 4. User Empowerment: To empower users with user-friendly guidance and the ability to build and run the system locally, catering to both novices and professionals. 5. Market Leadership in Audio AI: To position this GPTs as a leading tool in the field of AI-driven audio production, setting new standards for innovation and quality in the industry

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.

🌎 Online Hackathon | 📅 August 3–10, 2026| 💻 Powered by native.builder The official native.builder hackathon, hosted by NativelyAI and lablab.ai. Join founders, developers, designers, and builders to create real AI-native applications powered by native.builder: from idea to deployed product, fully in the cloud. 💻 This hackathon is fully online. No travel required.

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.

⏱️ Design, build, and deploy trustless AI trading agents. 📅 March 30 – April 12, 2026 🌐 Build AI trading agents that execute strategies using ERC-8004 or Kraken CLI. 🤝 Build solo or in teams to create autonomous trading, risk, yield, or protection agents. 💰 $55,000 prize pool, allocated and shared via Surge and Kraken. Your team should have registered project at early.surge.xyz in order to be eligible for the prize. Get access in your team profile or our discord 🔑 Access to early.surge.xyz If prompted for login credentials, use: • Username: admin • Password: JBRv2xWG7AzwVrLz88

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.