Mohamed Rashad's Guide: From AI Prototype to Real-World Deployment 🚀
Discover expert insights from Mohamed Rashad, Co-Founder of Hyperion, on transforming AI agents from initial prototypes into scalable, production-ready solutions. Learn practical strategies to deploy AI effectively in real-world environments.

PyData
2.5K views • Jun 16, 2025

About this video
Mohamed Rashad, Co-Founder & Engineering Lead at Hyperion, presents a talk on “Taking AI Agents from Prototype to Production.”
Deploying AI agents in real-world, enterprise environments comes with serious technical and operational challenges. In this session, Mohamed shares practical strategies and architectural patterns for building on-prem LLM-based systems, with insights from deploying across five countries — including Armenia.
This session dives into:
🔹 Navigating corporate infrastructure constraints
🔹 Ensuring security and compliance
🔹 Designing robust networking and software layers for AI agents
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www.pydata.org
PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.
PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations. PyData tutorials and talks bring attendees the latest project features along with cutting-edge use cases.
00:11 Welcome!
Want to help add timestamps to our YouTube videos to help with discoverability? Find out more here: https://github.com/numfocus/YouTubeVideoTimestamps
Deploying AI agents in real-world, enterprise environments comes with serious technical and operational challenges. In this session, Mohamed shares practical strategies and architectural patterns for building on-prem LLM-based systems, with insights from deploying across five countries — including Armenia.
This session dives into:
🔹 Navigating corporate infrastructure constraints
🔹 Ensuring security and compliance
🔹 Designing robust networking and software layers for AI agents
--
www.pydata.org
PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.
PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations. PyData tutorials and talks bring attendees the latest project features along with cutting-edge use cases.
00:11 Welcome!
Want to help add timestamps to our YouTube videos to help with discoverability? Find out more here: https://github.com/numfocus/YouTubeVideoTimestamps
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Video Information
Views
2.5K
Likes
92
Duration
56:58
Published
Jun 16, 2025
User Reviews
4.5
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