From Cloud Wars · Tom Smith · · 1m
Microsoft Foundry Fixes AI Agent Errors
Microsoft's Foundry AI platform analyzes agent activity to fix errors without manual work.
In brief
Microsoft's Foundry AI platform analyzes agent activity to fix errors without manual work. Microsoft's Foundry AI platform uses trace analysis to identify and correct AI agent mistakes automatically. Originally reported by Cloud Wars.
AI Agent Mistakes
When AI agents make mistakes, developers need to manually reconstruct failures and search for patterns in traces or logs.
Foundry Insights Feature
Microsoft's Foundry platform analyzes traces to determine likely causes of agentic mistakes and recommends fixes.
Pattern Detection

Insights in Foundry analyzes volumes of traces stored in Azure Monitor Application Insights to find patterns.
Error Types
Findings include failures in tool calls, context handling, output quality, reliability, latency, or unnecessary token use.
Fixing Errors
Possible responses include targeted changes, adding evaluation coverage, routing issues to owners, or using Agent Optimizer.
Real Example
An order-status lookup failure causing unsupported delivery claims can be identified across hundreds of requests.
What matters most
Microsoft's Foundry AI platform uses trace analysis to identify and correct AI agent mistakes automatically.



