---
title: "Building the Live Context Graph for Agents, 28 Weekly Releases Later"
url: https://daily.dev/posts/building-the-live-context-graph-for-agents-28-weekly-releases-later-8loqsdfvj
source_url: https://materialize.com/blog/building-the-live-context-graph-for-agents
type: article
source: "Materialize"
published: 2026-06-16T13:40:51.255Z
updated: 2026-06-16T14:20:50.271Z
tags: ["ai-agents", "apache-iceberg", "materialize"]
reading_time: 11
upvotes: 1
comments: 0
language: en
---

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> Fetch the complete documentation index at: https://daily.dev/llms.txt
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# Building the Live Context Graph for Agents, 28 Weekly Releases Later

**[Materialize](https://daily.dev/sources/materialize)** · 11 min read · 1 upvotes · 0 comments

## Summary

Materialize recaps 28 weekly releases focused on enabling a 'live context graph' for AI agents — incrementally maintained materialized views that give agents fresh, consistent data for tight feedback loops. Key updates include: an MCP Server for agents to discover and query data products, replacement materialized views for zero-downtime in-place schema changes, a new mz-deploy CLI (built in Rust) for declarative deployments with local compilation and unit testing, a Developer MCP endpoint for coding agents like Claude Code and Cursor, an Apache Iceberg sink for exactly-once delivery to lakehouses, source versioning for zero-downtime upstream schema changes across PostgreSQL/MySQL/SQL Server, SSO/OIDC support for self-managed deployments, and significant performance improvements including 50% p99 latency reductions and 75% faster DDL.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://materialize.com/blog/building-the-live-context-graph-for-agents>

## Similar posts on daily.dev

- [What Is a Live Context Graph?](https://daily.dev/posts/what-is-a-live-context-graph--znu3vpts6) · Materialize · 2 upvotes · 0 comments
- [Connect your agents to Materialize with built-in MCP servers](https://daily.dev/posts/connect-your-agents-to-materialize-with-built-in-mcp-servers-3ymxljhyl) · Materialize · 1 upvotes · 1 comments

---

Tags: [#ai-agents](https://daily.dev/tags/ai-agents), [#apache-iceberg](https://daily.dev/tags/apache-iceberg), [#materialize](https://daily.dev/tags/materialize)

[View this post on daily.dev](https://daily.dev/posts/building-the-live-context-graph-for-agents-28-weekly-releases-later-8loqsdfvj)