AI is getting better at generating answers, but how do we know when those answers should be trusted?
Most AI systems reduce confidence to a simple percentage. Important information such as uncertainty, provenance, conflicting evidence, temporal validity, and compliance requirements is often lost along the way.
Join us for a hands-on workshop with Muntaser Syed, creator of the open-source jsonld-ex framework, as we explore new approaches for making AI honesty machine-readable.
During this session you'll learn how to:
✅ Capture confidence, uncertainty, and provenance alongside AI-generated facts
✅ Combine information from multiple AI systems using principled mathematical approaches
✅ Detect conflicts between competing model outputs
✅ Model regulatory compliance and consent lifecycles
✅ Build confidence-aware AI pipelines
Participants will work through multiple Google Colab notebooks and see practical examples of:
Multi-source AI confidence fusion
Trust discounting and uncertainty modeling
Compliance-aware AI systems
Knowledge extraction pipelines
W3C JSON-LD interoperability
Whether you're building AI applications, data platforms, intelligent agents, or enterprise systems, this workshop offers a unique perspective on creating more transparent, trustworthy, and auditable AI solutions.
No GPU or semantic web experience required.
Prerequisites
Basic Python knowledge
Laptop
Google Account
Curiosity about trustworthy AI
About the Speaker
Muntaser Syed
Muntaser is a software engineer and creator of the open-source jsonld-ex project.
His work focuses on extending W3C JSON-LD standards with machine-readable confidence, uncertainty, provenance, and compliance metadata to help build more trustworthy AI systems.
Project links:
GitHub:https://github.com/jemsbhai/jsonld-ex
PyPI:https://pypi.org/project/jsonld-ex/
NPM:https://www.npmjs.com/package/@jsonld-ex/core
LinkedIn:https://www.linkedin.com/in/muntasersyed/
Agenda
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Hosted By
Javier Carrion, GDG Organizer
Hi everyone! My name is Javier, but you can call me "Javi." I live in Ocala, known as "the Horse Capital of the World" and I'm actively involved in the Central Florida Development communities. As a Software Engineer (Web) at Design Interactive, I work with cutting-edge human-system integration (HSI) technologies, which means I get to play with devices like HoloLens and more. Fun Fact: I have a mixology certification from the city of Waterbury! 🍸 I'm excited to be a part of this amazing group and looking forward to connecting with all of you! 🚀
Michael Rosario, GDG Team Lead Member
As an experienced software developer with over 19 years of experience, I enjoy helping organizations with agile software development, promoting cultures of innovation, and creative business solutions. I enjoy helping organizations and software teams discover the craft of continuous improvement. I am always looking for opportunities to serve leaders and teams who want to create more value with integrity, character, and predictability.
Professional interests: AR/VR, Web dev, MAKERS movement, Agile leadership, Machine learning, Cultures of Innovation, Gaming & Game based learning, Visual analytics
Christi Kapp, Founder & CEO
Christi Kapp is a well-respected Management Consultant and Coach that has spoken at numerous professional conferences on topics ranging from business analysis, to managing organizational change.
Christi’s career has included management consulting, executive leadership, coaching and teaching in the hospitality, training and technology industries. She has also managed performance, as well as the professional development of staff engaged in development and delivery of complex information system solutions, solution sales, training, and customer service.
Her entrepreneurial background includes founding, growing and selling TechKnowQuest, Inc – one of the Orlando Area's Fastest Growing Tech Companies in 1998 (1992 – 2000). While at TechKnowQuest, she created custom courses for a number of clients and performed management consulting services. She has also performed coaching and consulting services through KnowledgeSpot, Inc, (2000 – 2007) and JustIntegration, Inc. (founded in 2006). She was also co-founder of Art In Motion LLC Custom Motorcycles (founded in 2007), and is Owner/Innkeeper at Kapp and Kappy Bed & Breakfast (2016)
She is an accomplished author also. She has written several enterprise information technology books (Prentice-Hall), a UCF Master's thesis on “Regional Readiness for Homeland Security Information Sharing”, and in 2016, wrote a book chapter titled “Soft Factors Enabling Innovation” in the Apple Academic Press series called Ecosystems and Technology: Idea Generation and Content Model Processing.
She has a B.S. Degree from the University of Rochester and a M.S. from the College of Health & Public Affairs at the University of Central Florida.
Kendra Kennedy, GDG Organizer
Hello everyone! My name is Kendra Kennedy, and I am a Software Engineer who specializes in eXtended Reality (XR) Development and dabbles in Web Development, Mobile Development, and a bit of Machine Learning. I have a deep love for learning and trying out new skills, so when I'm not behind the keyboard I can be often be found taking acting, dancing, or media art classes from the nearby art center or martial arts, yoga, or one-off exercise classes at my local gym. I'm happy to be a part of such an awesome team and look forward to learning and creating with all of you!
Kayle Brown,
Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-central-florida-presents-making-ai-honesty-machine-readable-a-hands-on-workshop-with-muntaser-syed/.
