Webinar

Powering AI Agents in Production with a Real-Time Context Engine

March 25th, 2026 • 2PM ET | 11AM PT

AI agents are moving from answering questions to taking action inside live systems. But most production initiatives stall for one reason: agents operate on stale or incomplete context.

Batch pipelines, delayed updates, fragmented event streams, and runtime glue code were built for analytics, not autonomous decision-making. As agents begin triggering workflows, updating records, approving transactions, or responding to threats, context freshness becomes the difference between correctness and failure.

In this session, Hojjat introduces DeltaStream’s Real-Time Context Engine for AI Agents and explains why continuously updated, inference-ready operational state is the missing infrastructure layer in modern AI architectures.

Security will be explored as one high-impact example, but the architectural principles apply broadly across fintech, SaaS, security, marketplaces, and any event-driven system where correctness matters in real time.

What You’ll Learn

  • Why AI agents fail in production even when models are strong
  • Why context freshness is now a first-class system requirement
  • How to eliminate brittle streaming glue code and runtime queries
  • How to unify streaming, real-time, and batch workflows
  • How to move AI agents from pilot to production safely

PRESENTED BY:

Hojjat Jafarpour

Hojjat Jafarpour

Founder & CEO, DeltaStream

Hojjat Jafarpour is the Founder and CEO of DeltaStream, where he is pioneering the Real-Time Context Engine for AI agents in production. He was a principal creator of KSQL at Confluent, the first streaming SQL engine for Apache Kafka, helping define how organizations process and transform event streams in real time. Hojjat holds a PhD in Computer Science from the University of California, Irvine, with research focused on scalable data management and distributed systems. He has led engineering teams building cloud-native data platforms and is widely recognized for his work in large-scale streaming systems, real-time data processing, and modern data infrastructure.
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