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STACK Meetup

Operational Bottlenecks in Production AI

06 August 2026, 11:00 - 12:30 GMT+0
GovTech (Punggol Digital District), Tower 82, Level 8 @ Community 1 & 2​, 82 Punggol Way, Singapore 829910

Overview

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.

 

Learn more at STACK Meetup [AI] on how engineering teams tackle these operational bottlenecks in production.

Who should attend

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

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Meetup Key Visual

Event details

Timing displayed in agenda is based on Singapore Timezone (GMT +8)

6:30 PM - 7:00 PM
Networking
7:00 PM - 7:10 PM
Introduction by STACK Community
7:10 PM - 7:30 PM
Road from AI Prototype to Production
Speaker(s)
Dr Victor Ong
Dr Victor Ong
Data Science Manager, Public Service Division (PSD)
7:30 PM - 7:50 PM
Beyond Vibe-Checking: Deterministic Guardrails for Autonomous AI Agents
Speaker(s)
Mr Vincent Gillet
Mr Vincent Gillet
Principal Cloud and DevOps Consultant, Zenika Singapore
7:50 PM - 8:10 PM
Observing Agentic AI in Production: From Model Monitoring to System Reliability
Speaker(s)
Mr Kasun Perera
Mr Kasun Perera
Tech Lead – Data & AI, Palo IT
8:10 PM - 8:30 PM
Q&A