STACK Meetup [AI]: Operational Bottlenecks in Production AI

ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-6aug2026-mc) only. GovTech (Punggol Digital District), Tower 82, Level 8 @ Community 1 & 2, 82 Punggol Way, Singapore 829910

Join us at STACK Community's Telegram group ([https://www.go.gov.sg/stacktelegram](https://www.go.gov.sg/stacktelegram)) to stay updated!

Moving AI from prototype to production requires engineering teams to solve challenges far beyond the core model itself, from cross-disciplinary readiness to complex tool interactions and continuous system reliability.

In this session, hear from practitioners as they share frameworks to bridge the prototype-to-production gap, deterministic agent guardrails using neuro-symbolic logic, and system-wide agent observability for graceful degradation.

Reserve your spot today to learn how engineering teams tackle these operational bottlenecks in production: [https://go.gov.sg/stackmeetup-6aug2026-mc](https://go.gov.sg/stackmeetup-6aug2026-mc)

Who should attend: ​​Ideal for AI/ML engineers, MLOps practitioners, platform architects, and technical leads navigating the realities of scaling AI.​

Programme 6:30pm: Networking & Light Bites

7:00pm: Introduction By STACK Community

7:10pm: Road from AI Prototype to Production By ​Dr. Victor Ong, Data Science Manager, Public Service Division (PSD)​

7:30pm: Beyond Vibe-Checking: Deterministic Guardrails for Autonomous AI Agent By ​Vincent Gillet, Principal Cloud and DevOps Consultant, Zenika Singapore​

7:50pm: Observing Agentic AI in Production: From Model Monitoring to System Reliability​​ By ​Kasun Perara, Tech Lead – Data & AI, Palo IT​

8:10pm: Q&A

8:30pm: End of STACK Meetup

Click [here](https://go.gov.sg/stackmeetup-6aug2026-mc)* to sign up! *Registration will be accepted via GovEntry only.