Salesforce links continuous agent evaluation to quarantine and cost limits

Focus: Technical AI Engineering
Date: October 27, 2026
Topics: Continuous evaluation, Agent quarantine, Cost controls
Evidence: Publisher Authored
Availability: Available

Production quality evaluation crosses a policy-approval boundary into quarantine, correction and re-evaluation; only a passing result returns to live evaluation. API tests and budget request stops remain separate.

Summary: Salesforce announced Agent Evals, API Evals and spending controls for Agent Fabric, its cross-platform control plane. The company says tests can run before deployment and against production thresholds, trigger approval-based quarantine or a kill switch, and stop requests at budget limits. Product availability and performance claims remain vendor-reported rather than independently benchmarked.

Why it matters: You will learn a production control pattern that connects quality tests, API-change checks and spending thresholds to named interventions. Use it to design ownership, approval, quarantine and recovery steps before a live agent drifts or overspends.

Source: Salesforce Expands Agent Fabric to Automatically Stop Runaway Costs and AI Agent Failures

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