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What if your AI Analyst understood your business as well as your best human analyst? Yes, its the DREAM... but it needs a ton of Context Engineering.
That’s the question Shubham Bhargav explores in the latest Metadata Weekly edition and IMO if there's only one article you can read this week, read this one!
We’ve seen time and again that it’s not the models holding AI back, but the context gap — all the meaning that lives in people’s heads, not in systems. The definitions, judgment calls, and patterns of reasoning that make decisions make sense.
We have been rolling up our sleeves getting these AI agents into production. Shubham breaks down what it actually takes to close the context engineering gap. He dives into how data teams can build a “context supply chain,” layer semantics, and continuously refine meaning through human–AI feedback loops.
Read the complete article here:
https://metadataweekly.substack.com/p/context-engineering-for-ai-analysts