Amal Jose@AmalJose

The Autonomous Intelligence Layer for the Real-Time Enterprise Enterprise data is scattered across silos — client metrics in CRM, financials in ERP, partner data in spreadsheets, compliance logs in separate systems. By the time teams connect the dots, the insight is stale and the window to act has closed. SentinelIQ solves this with two autonomous AI agents. The Sentinel Scanner generates its own deep audit missions across six domains — risk, security, compliance , operations and transactions — executing queries, scoring findings with dynamic risk assessment, and automatically deep-diving into critical detections. It doesn't wait to be asked. It hunts. The Natural Language Query Engine lets anyone — from the CEO to an analyst — interrogate the entire data layer in plain English. SentinelIQ's NL2SQL pipeline classifies intent, extracts entities with fuzzy matching, generates precise SQL, and returns results with AI-generated insights and actionable recommendations. Every query can spin up an on-demand dashboard for instant visual exploration. Cross-domain correlation is the core differentiator. SentinelIQ connects patterns that span multiple business functions — linking a revenue decline to a partner channel shift caused by competitive pricing pressure — the kind of insight that takes human analysts weeks to assemble. Everything streams in real-time via server-sent events. Critical findings push to Slack with auto-tagged domain owners. After every scan, an Executive Intelligence Brief delivers an overall risk score, active threat vectors, prioritised actions, and monitoring recommendations — a decision document ready for the C-suite. Built with FastAPI, LangGraph, Gemini LLM, React/TypeScript, and SQLite. Autonomous scanning. Real-time intelligence. Executive-ready output. One platform.

Nexora is an agentic AI-powered customs automation platform that transforms how global trade documentation is processed. Today, every shipment requires 5–10 documents such as invoices, packing lists, and airway bills—processed manually by customs brokers and logistics teams. This work is slow, error-prone, and expensive, taking 2–4 hours per shipment and causing delays, penalties, and compliance risks. Nexora solves this by combining Large Vision Models with Retrieval-Augmented Generation (RAG) and autonomous workflow agents. The platform extracts structured data from trade documents in seconds, classifies over 21,000 HS codes with 92% accuracy, computes CIF values, and generates audit-ready customs declarations automatically. It reduces documentation errors by up to 90% and shortens processing time from three hours to just 15 minutes. Using multi-document fusion, Nexora understands relationships across invoices, packing lists, and bills of lading, enabling precise customs declarations and eliminating repetitive manual work. Its enterprise-grade architecture — FastAPI, Qdrant vector search, and Celery-based asynchronous processing — ensures scalability, reliability, and integration with official customs systems. The impact is immediate and significant: faster border clearances, reduced operational costs, fewer penalties, and improved compliance. For logistics firms, freight forwarders, and international traders, Nexora delivers more predictable operations and dramatically lowers risk. For customs authorities, it ensures cleaner submissions, better data consistency, and more efficient trade flows. By automating global trade paperwork at scale, Nexora removes one of the biggest bottlenecks in international logistics and accelerates the movement of goods worldwide.

Our platform revolutionizes recruitment with personalized experiences for candidates and streamlined processes for employers. Challenges with traditional recruitment system are: 1. TIme consuming 2. Screening Hassles 3. Inconsistent result 4. In effective methods Solutions - AutoRecruit AI is a comprehensive and cutting-edge solution to these problems. It puts the candidate at the center of its process and applies a breakthrough llama-based algorithmic approach to achieve unprecedented accuracy at speeds that haven't been seen before! Features 1. Candidate sourcing 2. Resume parsing 3.Candidate scoring and summary 4. Personalized Engagement Benefits 1. Time Saving 2. Cost-Effective 3. Efficiency Optimization 4. Better Candidate Fit

Welcome to Recruitllama.ai! Our platform revolutionizes recruitment with personalized experiences for candidates and streamlined processes for employers.Using advanced AI technologies like llama we enhance every aspect of the recruitment journey. Problem with the traditional process - Time consuming -- Sifting through numerous resumes and cover letters is a time-consuming task. screening hassle -- Shortlisting candidates based on resumes and cover letters is prone to misjudgment. inconsistent result -- Human efforts may not be the most accurate at identifying the best fit for a given position. ineffective method -- Traditional recruitment processes do not utilize the full potential of technology and artificial intelligence. Solution to the above problems Recruitllama.ai is a comprehensive and cutting-edge solution to these problems. It puts the candidate at the center of its process and applies a breakthrough llama-based algorithmic approach to achieve unprecedented accuracy at speeds that haven't been seen before! Features of Recruitllama.ai Candidate Sourcing - Leverage AI to source the right candidates from LinkedIn. Expand your reach and connect with the best talent that matches your specific job requirements. Resume Parsing - Advanced resume parsing capabilities using llama technology. Accurately and efficiently extract critical information from resumes. Shortlist candidates effectively and save time in the initial screening process. Candidate Scoring and Summary Personalized Engagement Benfits of Recruitllama.ai Time Saving Cost-Effective Efficiency Optimization Better Candidate Fit

Join Deriv and lablab.ai for a high-intensity hybrid hackathon where top builders create AI prototypes, demo their work, and get fast-tracked to interviews. When • Sat, Jan 31, 2026- On-Site Pre-Hackathon: Deriv AI Meetup (Dubai) • Fri, Feb 6 - Opening words, Challenge, and Hackathon kick-off. (Dubai) • Sat, Feb 7 - Build and ship your prototype - 12 hours (Onsite +Online) • Sun, Feb 8 - Demos, judging, and next steps for standout teams. (Onsite +Online) On-Site Pre-Hackathon: Deriv AI Meetup Sat, Jan 31, 2026 · 2:00–6:00 PM (GST) · Dubai In-person talks, workshops, team formation, and networking with the Deriv team. 👉 Deriv AI Meetup registration What's in it for you • USD $10,000+ in prizes across categories • Mentors available to unblock you when you're stuck • Fast-track interviews for top performers - skip the queue • Real problems to solve - not toy demos Format • Teams of 1-3 • Hybrid: Dubai on-site or fully remote • On-site spots confirmed after screening Location • One by Omniyat, 24th Floor, Al Mustaqbal Street, Business Bay, Dubai, UAE • Travel and accommodation not provided. Apply now • Spots are limited. Shortlisting begins right after the event.

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 us for an exclusive hackathon leading up to the /function1 AI Conference & Exhibition in Dubai (May 2, 2025) - a conference with one pivotal notion: to create a #1 platform for startups and founders of the AI field; to give them the spotlight they often lack, and represent the countless possibilities of Artificial Intelligence. 📅 April 25 – May 1, 2025 – Join us online and collaborate with global AI enthusiasts. 🌟 Expert mentors will guide you every step of the way. 🤝 Work alone or form a team to build something extraordinary. 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot!