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2.9.2

PacoS_13

Francisco Manuel Suárez@PacoS_13

1

Events attended

1

Submissions made

Looking for experience!

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🤝 Top Collaborators

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Rafael Daniel Chantres Garcia

ESSEC GBBA graduate and McGill analytics master's student, passionate about creating, analyzing, and showcasing data to uncover impactful insights.

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Khai Lap Vuong

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Hugo Guideau

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Ian Carlo Vicente Aburto

🤓 Latest Submissions

    SmartChain Guardian - AI Contract Monitoring

    SmartChain Guardian - AI Contract Monitoring

    SmartChain Guardian solves a key construction-procurement challenge: monitoring contract compliance across fragmented supply chains. Step 5 of the procurement cycle—contract monitoring—is slow, manual, and reactive. Teams often detect late deliveries, quality failures, or specification mismatches only after delays occur. They also lack tools to proactively identify external risks such as supplier shutdowns, natural disasters, or regulatory disruptions. SmartChain Guardian delivers real-time internal monitoring and external risk detection through a multi-agent architecture built on IBM Watson Assistant, supported by two FastAPI microservices. At the foundation are three specialized sub-agents: • Contract Agent – Extracts delivery terms, quantities, and specifications from contract PDFs. • Warehouse DB Agent – Retrieves receiving logs, quality inspections, and inventory from a Supabase PostgreSQL database. • Risk Monitor – Scans global news (via NewsAPI + LLM classification) to detect supply-chain disruptions affecting materials such as cement, steel, copper, aggregates, and lumber. Two orchestrating agents combine these capabilities: • Internal Contract Monitoring Agent – Cross-checks contract terms with warehouse data to flag late or missing deliveries, quantity discrepancies, and quality-control failures. Produces evidence-based compliance reports. • External Risk-Scanning Agent – Correlates real-world events with specific suppliers, materials, and purchase orders to produce targeted risk alerts. Two backend microservices support the system: Warehouse DB Wrapper – Provides LLM-optimized contract and delivery status endpoints. News API Wrapper – Performs high-recall news search and LLM-based risk classification. This architecture enables proactive risk management, zero-hallucination reasoning, auditable compliance, and automated contract monitoring—reducing manual effort, preventing delays, and improving supplier accountability.

    Hackathon link

    23 Nov 2025

👌 Attended Hackathons

    Agentic AI Hackathon with IBM watsonx Orchestrate

    Agentic AI Hackathon with IBM watsonx Orchestrate

    Leverage Orchestrate’s digital skills to design solutions that automate repetitive tasks, orchestrate workflows across tools, and empower employees to focus on high-value work. ⏳ Complete your project in just 48 hours and showcase your innovation. 🚀 Gain hands-on experience building with IBM watsonx Orchestrate. 💡 Develop practical AI agents that reshape the way teams and organizations operate. ⭐ Learn directly from experts who will support you throughout the event. 🤝 Team up or work independently to bring your vision to life. 💰 Prizes: $10,000 🧑🏻‍💻 Sign up before the Kick-Off Stream and start shaping the future with IBM watsonx Orchestrate!

📝 Certificates

    Agentic AI Hackathon with IBM watsonx Orchestrate

    Agentic AI Hackathon with IBM watsonx Orchestrate | Certificate

    View Certificate