---
title: "Discussion on \"How to Build a Real-Time Context Engine for AI Agents\" | Hashnode"
description: "Discussion on \"How to Build a Real-Time Context Engine for AI Agents\". Stop buying 'context engine' products. Here's the pattern: ingest live data via CDC or Kafka, maintain always-fresh summaries with materialized views, and serve them via PostgreSQL or MCP."
url: "https://hashnode.com/posts/real-time-context-engine-ai-agents/69d53d2069b68541b476df66"
---

[Feed](https://hashnode.com/feed) /

Discussion

# [How to Build a Real-Time Context Engine for AI Agents](https://risingwave.com/blog/real-time-context-engine-ai-agents?utm_source=hashnode&utm_medium=feed)

Stop buying 'context engine' products. Here's the pattern: ingest live data via CDC or Kafka, maintain always-fresh summaries with materialized views, and serve them via PostgreSQL or MCP.

Apr 7 · 11 min read · risingwave.com  
Updated 3d ago  
Read the article

-   [#context-engine](https://hashnode.com/tag/context-engine)
-   [#ai-agents](https://hashnode.com/tag/ai-agents)
-   [#cdc](https://hashnode.com/tag/cdc)
-   [#materialized-views](https://hashnode.com/tag/materialized-views)
-   [#mcp](https://hashnode.com/tag/mcp)

## Written by

[Fahad Shah](https://hashnode.com/@fahadshah)

@fahadshah · Pakistan

  
[View profile](https://hashnode.com/@fahadshah)

Developer Advocate | Stream Processing • Iceberg Lakehouses • Real-Time Analytics • Industrial IoT

I am passionate about transforming 𝐫𝐞𝐚𝐥-𝐭𝐢𝐦𝐞 𝐝𝐚𝐭𝐚 into actionable insights and driving decisions that empower businesses. My core focus lies in 𝐬𝐭𝐫𝐞𝐚𝐦 𝐩𝐫𝐨𝐜𝐞𝐬𝐬𝐢𝐧𝐠, 𝐫𝐞𝐚𝐥-𝐭𝐢𝐦𝐞 𝐝𝐚𝐭𝐚 𝐚𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬, 𝐋𝐚𝐤𝐞𝐡𝐨𝐮𝐬𝐞 𝐚𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞𝐬 (𝐰𝐢𝐭𝐡 𝐀𝐩𝐚𝐜𝐡𝐞 𝐈𝐜𝐞𝐛𝐞𝐫𝐠) and 𝐈𝐧𝐝𝐮𝐬𝐭𝐫𝐢𝐚𝐥 𝐈𝐨𝐓, with a passion for 𝐫𝐞𝐚𝐥-𝐭𝐢𝐦𝐞 𝐦𝐚𝐜𝐡𝐢𝐧𝐞 𝐥𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐬𝐲𝐬𝐭𝐞𝐦𝐬 and exploring 𝐝𝐚𝐭𝐚-𝐢𝐧𝐭𝐞𝐧𝐬𝐢𝐯𝐞 𝐬𝐲𝐬𝐭𝐞𝐦𝐬 in general. As a Developer Advocate at RisingWave Labs, I wear many hats: 𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲 𝐂𝐡𝐚𝐦𝐩𝐢𝐨𝐧: I oversee the open-source community and act as a bridge between our developer community and internal teams, ensuring users receive the technical support they need through dedicated engineering assistance in a timely manner. 𝐂𝐨𝐧𝐭𝐞𝐧𝐭 𝐂𝐫𝐞𝐚𝐭𝐨𝐫: I raise awareness and educate a broader audience about RisingWave by crafting engaging content, as well as sharing blogs, demos, integration guides and, share case studies written by the larger team. 𝐏𝐫𝐨𝐬𝐩𝐞𝐜𝐭 𝐀𝐝𝐯𝐨𝐜𝐚𝐭𝐞: I connect with prospects to understand their priorities and challenges, and showcase how RisingWave can add value, driving opportunities for enterprise engagement when available. 𝐏𝐚𝐫𝐭𝐧𝐞𝐫𝐬𝐡𝐢𝐩 𝐁𝐮𝐢𝐥𝐝𝐞𝐫: I help RisingWave forge meaningful partnerships with companies in our space, collaborating to create joint content and solutions that address the needs of our users and customers. 𝐄𝐯𝐞𝐧𝐭 𝐎𝐫𝐠𝐚𝐧𝐢𝐳𝐞𝐫: I collaborate with the community team to host successful community events, fostering user engagement and building relationships with prospects. As a 𝐆𝐫𝐚𝐟𝐚𝐧𝐚 𝐂𝐡𝐚𝐦𝐩𝐢𝐨𝐧 and 𝐒𝐨𝐥𝐚𝐜𝐞 𝐒𝐜𝐡𝐨𝐥𝐚𝐫, I actively contribute to the broader ecosystem of observability and event-driven systems while advocating for technologies shaping the future of the data ecosystem.

## Responses

Markdown supported · ⌘↵ to post

No responses yet.