// blog
Writing & Thinking
Deep dives on AEM architecture, Adobe Experience Platform, agentic AI systems, and the engineering patterns that underpin them.
4 posts
AEM as an MCP Server: AI-Driven Operations for Enterprise Content
How I built a self-hosted MCP server for AEM operations and governance - 15 tools, dual-path AEMaaCS/6.5 support, query safety, async jobs, and a clear production path for enterprise teams.
GitNexus Deep Dive: The Knowledge Graph for AI Coding Agents
How GitNexus gives AI coding agents real codebase awareness - the indexing pipeline, Leiden clustering, hybrid BM25+RRF search, and when to use it.
Semantic Caching in Production: Beyond the Hype
How I built a 4-layer semantic cache for e-commerce search - two-zone thresholds, adaptive TTL, Kafka invalidation, and six production pitfalls nobody documents.
AEM 6.5 Clients: Are You Planning Your Next Move Before Support Phases Change?
AEM 6.5's last service pack is SP26, with support ending February 2027. Here's an honest breakdown of your two paths - LTS or AEMaaCS - and why the organisations that wait are the ones I see scrambling.