Microsoft Foundry Fixes AI Agent Errors

Microsoft's Foundry AI platform analyzes agent activity to fix errors without manual work.

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Oct 5, 2026

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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

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.

Read the original on Cloud Wars

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