We are announcing the deprecation of the Azure DevOps issuer in workload identity federation (WIF) service connections, with planned retirement on July 1, 2027. The Azure DevOps issuer uses the https://vstoken.dev.azure.com prefix in federated credentials. This change is part of Microsoft's bro Link to article: …

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Introduction: When Valid JSON Is Not Enough 100% of our outputs were valid JSON. 0% met the data contract. We prototyped an LLM-powered system that converts operational shift logs into structured summaries consumed by dashboards, compliance workflows, and incoming crews. The output schema required specific operational …

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How AI coding models calibrate effort, token cost, and tool use on even the simplest task, and what that means for model selection and cost. Read the full article Link to article: https://devblogs.microsoft.com/vscode-blog/what-50,000-runs-of-a-5-line-eval-taught-us

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