The Real Bottleneck in Enterprise AI Isn’t the Model, It’s Context

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Everyone’s racing to ship AI agents for data work. They want them to write SQL, debug pipelines, generate tests, auto-document assets and surface insights on demand. It almost feels as if the promise of self-serve analytics that data engineers have been waiting for has finally arrived.

Unfortunately, these deployments are failing simply because the agents don’t understand how the data platform actually works. They don’t know which tables to trust, whether pipelines are flaky or who owns what. They can’t trace how a schema change in…



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The Real Bottleneck in Enterprise AI Isn’t the Model, It’s Context


Everyone’s racing to ship AI agents for data work. They want them to write SQL, debug pipelines, generate tests, auto-document assets and surface insights on demand. It almost feels as if the promise of self-serve analytics that data engineers have been waiting for has finally arrived.

Unfortunately, these deployments are failing simply because the agents don’t understand how the data platform actually works. They don’t know which tables to trust, whether pipelines are flaky or who owns what. They can’t trace how a schema change in…



Source link

Disclaimer

We strive to uphold the highest ethical standards in all of our reporting and coverage. We StartupNews.fyi want to be transparent with our readers about any potential conflicts of interest that may arise in our work. It’s possible that some of the investors we feature may have connections to other businesses, including competitors or companies we write about. However, we want to assure our readers that this will not have any impact on the integrity or impartiality of our reporting. We are committed to delivering accurate, unbiased news and information to our audience, and we will continue to uphold our ethics and principles in all of our work. Thank you for your trust and support.

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