A single bad value can sit in a production table for weeks, spreading into dashboards, models, and decisions downstream before anyone catches it. Gartner pegs the average cost of poor data quality at $12.9 million a year per organization. Most of that traces back to maintenance that never ends. Pipelines break on an upstream schema change, and models drift while serving confident,
Most engineering teams running AI agents juggle four or five at once and spend a meaningful chunk of time copy-pasting output between them. Each agent runs in its own silo with no awareness of what the others are doing. Databricks built Omnigent to solve that. Released in June 2026 under Apache 2.0, it introduces a new category called the meta-harness. This
Most organizations assume they are safe once someone is past the login screen. That assumption is costing them millions, and attackers know it. The old perimeter model, which trusted anything inside the network, created a vulnerability that modern threats exploit by design. According to the IBM Cost of a Data Breach Report 2025, the global average breach now costs $4.44 million.
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