Muhammad Hammad Khilji@m_hammad_khilji456

Every day, millions of people consume breaking news, Instagram reels,Tik Tok videos, tweets without realizing how much of it is AI-generated, manipulated, or misleading. As synthetic media becomes indistinguishable from reality, users lose the ability to verify what’s true. No universal verification layer exists—and trust is collapsing. TRUTHLENS AI is a next-generation Opus-powered workflow that restores transparency to digital content. It ingests multi-format sources (RSS feeds, Reddit posts, mock social media inputs) and analyzes each item through a chain of specialized AI agents that detect: • AI-generated or low-quality “AI slop” content • Manipulated or synthetic images • Misinformation and risky narratives • Suspicious linguistic or behavioral patterns • Factual claims requiring validation The system blends deterministic rules (required fields, thresholds, matching, formatting checks) with advanced LLM reasoning for categorization, summarization, and authenticity scoring. All processing is traceable and auditable, producing a step-by-step provenance record for every item. High-impact, ambiguous, or low-confidence cases automatically escalate to an Agentic Review Layer, followed by Human-in-the-Loop review for final validation—ideal for newsroom teams, policy analysts, or trust & safety units. Outputs include: • authenticity verdicts • risk labels • confidence scores • extracted evidence • external reference links • timestamps, IDs, and full audit summaries Final results are delivered to external destinations (e.g., Google Sheets, email, dashboards) with complete transparency. TRUTHLENS AI demonstrates an industry-ready approach to content authenticity, scalable moderation, and trust verification—fully automated through Opus while remaining human-accountable.

The Bearing Vibrations Analyst is an AI-driven multi-agent system built on Coral MCP runtime to support predictive maintenance in rotating machinery. It integrates a set of modular agents that work together to process vibration data, detect bearing faults, and generate human-readable reports for maintenance engineers. The workflow begins with the Interface Agent, which provides a simple entry point for users. Engineers can upload vibration recordings in MP3 format along with an optional natural language prompt (e.g., “Check the status of the bearing”). This agent coordinates the full diagnostic pipeline by invoking specialized modules: a DataAgent to load and convert audio signals into mel-spectrograms, a PreprocAgent to normalize input, a ModelAgent (powered by a trained CNN classifier) to predict fault types, and a DecisionAgent to map predictions into actionable maintenance steps. Fault categories include Normal, Ball fault, Inner Race fault, and Outer Race fault. Once the diagnostic decision is produced, the Explain Agent generates a detailed, contextualized report. Leveraging Nebius AI’s large language models (e.g., gpt-oss-20b), the Explain Agent transforms raw predictions and decisions into clear, actionable guidance tailored for maintenance engineers. This removes the need for specialized vibration analysts to interpret raw signals, making the system usable by non-experts on the shop floor. Deployed as native STDIO agents with Coral SDK, both Interface and Explain Agents can be registered in Coral Studio and invoked through a shared registry. The system supports modular extension, meaning that more diagnostic agents (e.g., for gearboxes, pumps, or turbines) can be added without rewriting the pipeline. Overall, the Bearing Vibrations Analyst accelerates condition monitoring, reduces unplanned downtime, and empowers maintenance teams with clear AI-driven fault diagnostics and recommendations.

Fashion.AI is an intelligent, multimodal fashion e-commerce platform designed to revolutionize how users shop for clothing and style inspiration. Leveraging the power of agentic AI and advanced reasoning models, users can engage with the system via a conversational chatroom using text, images, or voice input. Unlike traditional search engines, Fashion.AI uses deep context awareness, object detection, and vector-based product matching to understand nuanced fashion queries such as: “Show me jackets similar to this one but in pastel tones, and suggest stores nearby.” The platform features an AI assistant that opens into a full-screen chatroom where the entire interaction happens. Here, the AI reveals its step-by-step thought process—analyzing queries, identifying visual elements, searching current trends, and surfacing product recommendations, all while allowing the user to chat, refine, and take action interactively. The homepage also showcases trending fashion items to keep users inspired even before querying the AI. All personalized suggestions, filters, maps, and style breakdowns remain fully contained within the chatroom, preserving a clean and focused UI. Fashion.AI bridges intelligent reasoning and real-time style discovery, offering an innovative blend of fashion, technology, and user experience.

This is your chance to push boundaries, solve real-world challenges, and create impact at the official hackathon of the RAISE Summit 2025 at one of Paris's most iconic venues: Le Carrousel du Louvre. 📅 July 4–8, 2025 — Collaborate online with a global community of innovators. 🏛️ July 8–9, 2025 — Limited on-site access to the RAISE Summit in Paris (300 participants), exclusively for selected teams. 🏆 July 9, 2025 — Winners will be announced live on stage during the RAISE Summit. 🌟 Expert mentors will guide you throughout your hackathon journey. 🤝 Work solo or build your dream team to create something extraordinary. 💰 Compete for a share of up to $150,000 in prizes. 🔒 Sign up before the Kick-Off Stream to secure your spot!

Join the next edition of our flagship AI hackathon — now featuring Google, AppliedAI, and Qdrant as official partners, with over $45,500 in prizes and exclusive partner challenges. After an incredible launch earlier this year, we’re back with the next edition of our AI hackathon series leading up to the /function1 AI Conference & Exhibition in Dubai. Tap into the power of AI to innovate, build, and take your AI skills to the next level in this high-impact hybrid experience. 📅November 14–19, 2025 • Nov 14–18: Collaborate and build online with AI enthusiasts from around the world. All projects must be submitted by end of day on November 18 • Nov 18 (Dubai): An exclusive on-site build day at Festival Arena Dubai for selected participants. • Nov 19 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: On-site participation is by invitation only. Travel and accommodation will not be covered for selected participants. Further details will be shared with those accepted. 🧑🏻‍💻 Secure your spot now—sign up before the Kick-Off Stream!

Join the Internet of Agents Hackathon to build real-world, rentable agents using Coral Protocol and Solana-powered payments. 📅 September 14–21, 2025 Sept 14–21: Build online with global innovators. Submit projects by the deadline. Sept 20 (NYC): On-site build day at Solana Skyline (invitation only). Sept 21 (NYC): Live pitches, networking, and winner announcements. 🧠 Mentorship from experts and Coral specialists throughout. 🤝 Participate solo or in teams. 📍 Travel and accommodation not covered. 🚀 Sign up now to secure your spot before the Kick-Off Stream!