I've now built a couple versions of automated PR reviewers, and the main thing that keeps standing out is that the AI part is surprisingly small. The model matters, of course. But the architecture matters more.…
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I recently spent some time testing Cloudflare's Code Mode in implementing the Azure DevOps MCP server in a more lightweight manner. This post goes through some of my experiences.…
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I wanted Bicep diagnostics to show up in OpenCode with a custom LSP setup, as I noticed the models making a bunch of mistakes without it. Here's how to do it.…
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I've been experimenting with a lot of different agent setups, harnesses and model combinations over the last months, and I've ended up settling on a workflow that is fairly simple in structure even if the tooling around it is changing quickly.…
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In this post I'll walk through how I went about making multiple services behave like they belong to the same platform from an OpenTelemetry perspective.…
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Now that MAF is nearing a GA release, I took my existing demo and translated it to see how the new framework feels in real code. In this post I'll recap my thoughts on the new framework.…
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I've been building out AI platforms on Azure, and as part of that ended up spending a fair bit of time with both the newer AI Gateway story in API Management and the imported Microsoft Foundry endpoint flow.…
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This post is about browser feedback for coding agents during normal development work, not about fully autonomous browser agents or end-to-end testing as such.…
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I’ve been refining my own mental model for agent splits in coding workflows, and this post is a snapshot of what has worked best so far.…
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How to automate the whole flow and get rid of passwords at the same time…
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In this post I'll show you how I've configured the providers to my own Foundry, which hosts both the recently announced Anthropic models as well as models by OpenAI and others.…
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Core ideas and GH + OpenCode implementations of the Research - Plan - Implement development flow…
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In this post I'll describe some of the fundamental building blocks of creating an AI Dev platform for organizations in Azure.…
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In this post I'll open up my own thinking on what should be defined at which layer of your LLM tooling stack.…
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