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Databricks Adds Hard Caps to AI Spend Controls in Unity Gateway

Databricks Adds Hard Caps to AI Spend Controls in Unity Gateway

Jul 23, 2026
Databricks

Databricks releases AI Spend Controls in Unity Gateway, letting organizations set budgets per user, workspace, use case, or account, and hard caps that halt requests once a limit is exceeded. The company cites a $2,000 per-user monthly budget as an example. Databricks says the move targets runaway retry loops and accidental agent experiments that inflate AI bills.

Enterprise Data & Analytics
AI Employee Slashes Thread Costs by 82% Using Prompt Caching Architecture

AI Employee Slashes Thread Costs by 82% Using Prompt Caching Architecture

Jul 23, 2026
Viktor

Viktor, an AI employee built for Slack and Microsoft Teams, slashes agent thread costs by 81.8% on Claude Opus 4.8 through a prompt caching architecture that drops a 40-step thread from $11.35 to just $2.07 by keeping prefixes byte-stable, treating threads as append-only logs, and timing cache compaction strategically around idle windows before the 5-minute TTL expires.

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