GHULAM QADIR@mghulamqadir

Market Guardian is an AI risk-awareness layer for Deriv that detects high-risk volatility and shows calm, fact-based explanations (no advice/predictions) before users trade. Users choose “Explain more” or “Continue anyway,” reducing panic and silent churn

WeConnectBuilders: A Real Estate Procurement Commerce The construction and real estate development industry has long operated on fragmented, relationship-dependent supply chains. Developers spend weeks sourcing materials across dozens of vendors, comparing quotes over phone calls and emails, managing waybills in spreadsheets, and reconciling inventory discrepancies that cause project delays and inflate costs. On the vendor side — whether suppliers of cement, steel, tiles, electrical fittings, plumbing fixtures, or finishing materials — businesses struggle with inconsistent demand, poor visibility into project pipelines, and inefficient order management. WeConnectBuilders is a purpose-built marketplace that eliminates this friction by bringing real estate developers and construction material vendors into a single, structured platform. It is not a generic e-commerce store. It is a procurement ecosystem designed specifically around how construction projects work — with bulk orders, waybill documentation, phased delivery schedules, and quantity specifications that change as a project progresses. The Problem It Solves Real estate development is a coordination-heavy business. A mid-scale residential project might require materials from 20 to 40 different vendors across its lifecycle. Each vendor has their own pricing format, stock availability, minimum order quantities, and delivery capabilities. Developers currently have no centralized way to discover, compare, and transact with these vendors in one place. The Problem It Solves Real estate development is a coordination-heavy business. A mid-scale residential project might require materials from 20 to 40 different vendors across its lifecycle. Each vendor has their own pricing format, stock availability, minimum order quantities, and delivery capabilities. Developers currently have no centralized way to discover, compare, and transact with these vendors in one place. The product - weconnectbuilders- is to link both.

Vessel Guard is an AI-assisted maritime safety system designed to prevent human-error-related accidents caused by fatigue, stress, and reduced operational readiness onboard vessels. Life at sea exposes crew members to shift work, sleep fragmentation, vibration, isolation, and high-risk tasks in deck, engine, and bridge operations. While many shipping companies provide access to teletherapy with reactive tools and disconnected from daily operational safety decisions. They do not integrate fatigue thresholds, maritime regulations, or structured escalation to command. Vessel Guard addresses this by combining short daily crew check-ins with a deterministic rules engine based on MLC fatigue standards and wellbeing scales. The system translates human factors into operational risk levels ) and escalates only high-risk cases to the Captain or designated officer. The AI layer does not diagnose or classify risk. It extracts structured data and generates safety-focused summaries, while final decisions remain human-controlled. This human-in-the-loop design ensures regulatory alignment, privacy protection, and institutional credibility. Vessel Guard is designed for maritime sector seeking proactive duty-of-care compliance, improved safety culture, and measurable reduction of fatigue-related incidents—without adding administrative burden to crew.

Market Guardian is a proactive AI risk-awareness layer designed for trading platforms like Deriv. In highly volatile moments, many traders act emotionally, incur quick losses, and silently abandon the platform — without complaints, tickets, or clear signals. This hidden churn harms both users and platforms, yet most systems react only after losses occur. Market Guardian intervenes before mistakes happen. The system continuously monitors multiple risk signals (volatility spikes, order imbalance, liquidity drops, market events) and automatically triggers a short, calm, fact-based explanation when risk exceeds safe thresholds. Instead of giving trading advice or predictions, the AI explains what is happening in plain language: market conditions, uncertainty levels, and common trader behavior during similar events. Users remain fully in control, choosing to learn more or continue trading. Users can choose “Explain more” for deeper context or “Continue anyway.” No predictions, no financial advice — just clarity to reduce panic and emotional decisions. Grounded in behavioral finance: 73% of retail traders make emotional choices, 45% leave after first loss. Our solution boosts retention up to 2.3x with clear communication. The prototype demonstrates a working end-to-end flow: risk detection → AI explanation → user choice. Market Guardian is compliance-first, educational by design, and built to improve trader confidence, platform trust, and long-term retention during volatile market periods. Market Guardian aligns with the Trading & Market Intelligence and Compliance & Risk tracks — reducing silent churn, strengthening user trust, and improving long-term engagement on Deriv. We’re a small, fast team ready to integrate and scale with Deriv.

⏱️ 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

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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.