MCP — The Missing Interface for Enterprise AI Agents
The Model Context Protocol gives AI agents a standardised way to interact with enterprise systems. Here's why that matters more than the hype suggests.
- MCP
- AI Engineering
- Claude Code
- Enterprise
Blog
Thoughts on data architecture, AI engineering, and building modern data systems at scale.
Building Production RAG Pipelines That Actually Work
Most RAG demos look impressive. Most RAG production systems disappoint. The gap between them comes down to retrieval quality, not model capability.
- AI Engineering
- LangChain
- RAG
- Azure OpenAI
Why Your Data Lakehouse Needs a Streaming-First Design
Batch pipelines still dominate most lakehouses, but the cost of that choice compounds over time. Here's the architectural case for building stream-first from day one.
- Data Architecture
- Apache Kafka
- Streaming
- Azure