how-it-works

data lake without a context layer: state = 6, a sys_id for assigned_to and ACV_Renewal_2019__c beside what each one actually meant, Resolved, a person and Annual Contract Value

Data Agent

The Data Lake Promise Might Finally Be Coming True

We dumped Salesforce and ServiceNow into the lake and got a landfill of codes and GUIDs. Why the missing ingredient was always context, and how AI finally makes it affordable.

text-to-sql production failures: the same refund-ratio question answered 14.2% against gross billed and 22.7% against recognized revenue, because both columns exist

Data Agent

Why naive prompting isn't a data agent

A staging Postgres taken down. Wrong customers in dashboards. 4% revenue drift. Three production failures that taught us a data agent is context engineering, not prompting.