Mohamad Alghosh@mhd_alghosh899

The system directly tackles the issue of incomplete or confusing timesheet data affecting the project plan by making timesheet data central to the analysis: • Timesheet Data Input is mandatory, requiring employee work logs detailing employee names, dates worked, tasks completed, hours logged, and status updates. • The AI Analysis uses this input to provide detailed visibility into Resource utilization per employee. This helps project management figure out exactly where the team’s time is going. • Tool includes Custom risk detection and Anomaly detection in timesheet data. feature identifies issues like burnout, overwork, unusual hours, or context switching. By catching these anomalies early, project managers can address human resource risks before they lead to major delays. Taking Action on Risks and Delays For project management finding it hard to take effective action against risks and delays, the system uses historical parallels to inform the response: 1. Similarity Search: When project data (including the Project Plan and timesheets) is entered, the system converts it into semantic vector embeddings that capture project complexity and dependencies. It then uses vector similarity search (simulating Qdrant) to find the top 3 most similar historical projects from a persistent knowledge base. 2. Predictive Risk Identification: The Historical Insights Dashboard shows Predicted Risks. These predictions are based specifically on what went wrong in those similar past projects. This allows management to see potential risks before they materialize in the current project, such as recognizing common challenges that similar projects faced. 3. Context-Aware Recommendations: The analysis provides Actionable recommendations that are Context-Aware. By automatically storing every analyzed project, the system continuously builds a knowledge base that improves over time, making its predictive accuracy and actionable recommendations increasingly powerful for future risk mitigation.

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!