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Practical lessons from building and scaling technical systems.
I Built the Agentic Protocol Stack From Scratch. Here's What's Actually Going On.
795 lines of vanilla Python, zero frameworks. I built MCP, AG-UI, A2A, and A2UI from scratch to find out what these protocols actually are under the hood. The answer is less impressive — and more useful — than the marketing suggests.
The Agentic Protocol Stack: How MCP, A2A, A2UI, and AG-UI Fit Together
MCP, A2A, A2UI, and AG-UI aren't competing standards — they're four layers of the same emerging stack. Here's the architectural map engineers actually need.
AI Isn't Eliminating Software Engineering. It's Moving the Bottleneck.
AI has increased code generation by 180%, but production releases grew only 36%. The bottleneck hasn't disappeared — it's moved downstream. Here's what that means for engineering teams and careers.
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