Diary of an AI Architect

Mythos and Cyber Models: What does it mean for the future of software?

For the first time ever, a model was intentionally made worse before release. When two frontier AI companies treat their own models like classified…

5 hrs ago • Anurag Karuparti

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5 repo files that standardize ai-assisted software engineering in a non-deterministic world

AGENTS.md, SKILL.md, copilot-instructions.md. The .md files that bring consistency to non-deterministic AI coding by filling the model context window…

Apr 10 • Anurag Karuparti

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How to pick the right Microsoft AI agent architecture (a decision tree)

There are 10+ ways to build AI agents on Microsoft’s stack. Most teams pick wrong because they start with tools instead of requirements. Here is the…

Apr 3 • Anurag Karuparti

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March 2026

How I build multi-agent systems with GitHub Copilot and Microsoft Foundry

Why enterprises keep picking the wrong tool for the wrong job, and a simple decision framework to fix it. The build layer vs run layer distinction every…

Mar 20 • Anurag Karuparti

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How context engineering can affect your organization's decision quality

Why the decisions your AI agents make at scale are only as good as the context pipeline. The organizations that master it will win

Mar 6 • Anurag Karuparti

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I made an album for my daughter using AI. It took me an afternoon.

One afternoon. Three AI tools. Now streaming on Spotify and what it means for the future of music, media & entertainment.

Mar 3 • Anurag Karuparti

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February 2026

My AI Visual Library: 74 Animated Guides From Beginner to Advanced

Learn AI the way your brain actually wants to - visually

Feb 28 • Anurag Karuparti

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How Microsoft is building a complete ecosystem for Enterprise AI?

Decoding Microsoft's entire AI ecosystem, strategic play and why it is an unbeatable moat that took 20 years to build

Feb 20 • Anurag Karuparti

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How to actually calculate ROI for modern agentic systems

Agentic AI is rapidly transforming the way businesses operate.

Feb 13 • Anurag Karuparti

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January 2026

How to actually secure your AI Agents for production?

Why prompt injection is the biggest threat to agentic AI, automated red teaming is the only viable defense, and what Microsoft's approach teaches us.

Jan 30 • Anurag Karuparti

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How to build reliable agentic systems from non-deterministic AI

The engineering patterns that make probabilistic AI more production ready

Jan 23 • Anurag Karuparti

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#13 - Generalized vs Specialized AI

Why one-size-fits-all agents break in production, and how multi-agent systems solve the problem

Jan 9 • Anurag Karuparti

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