Recent Blogs
AI agents become operationally interesting when they can reach real systems. They also become operationally dangerous at exactly the same moment.
Caldova Recall Control Tower is a developer demon...
Sep 24, 202654Views
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You shipped an agent. It is running in production. Now comes the harder question: What should you optimize first, and how do you move from recurring behaviors in your traces to better instructions, t...
Sep 23, 202669Views
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An agent can produce a convincing answer while the system around it is still difficult to deploy, authorize, debug, and recover. For AI engineers and developers, that is often the real gap between a ...
Sep 23, 2026137Views
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17 MIN READ
1. The story starts with someone who doesn't write code
Let me start with a scene I keep running into at community events.
Late last year, after a meetup, I got an email. The sender wasn...
Sep 22, 2026270Views
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In the rapidly evolving landscape of generative AI, large language model (LLM) evaluations have matured into standardized benchmark suites, Elo leaderboards, and automated judge pipelines. Howev...
Sep 21, 2026233Views
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TL;DR: Azure Managed Redis has no capacity-reporting API. This PowerShell poller safely rotates real creation attempts across approved regions and SKUs until one succeeds.
Who this is for: Azure p...
Sep 16, 2026203Views
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We recently hosted MCP Live!, a free half-day event featuring the people building the Model Context Protocol and putting it into practice.
The Model Context Protocol (MCP) is the open standard for ...
Sep 15, 2026289Views
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When an agent can use tools, untrusted content can influence requests to access sensitive data or change external systems. A retrieved document might tell the agent to send a file to an external addr...
Sep 13, 2026429Views
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Difficulty: Intermediate
A support email arrives with a product name, an error code, and a country. Before anyone can help, someone has to interpret the request, find the right team, record the...
Sep 09, 2026534Views
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Discover Inside Microsoft Foundry: Quickstart, a new video series for developers building AI agents. Starting with "What does it really take to ship an AI agent?", the series explores real-world chal...
Sep 04, 2026489Views
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