Blog.

Thoughts on building products, infrastructure, and AI.

aidifyself-hosted

Agentic AI Pipelines with Dify: When It Works, When It Doesn't

A practical look at self-hosted Dify for LLM workflows — what agentic actually means, where Dify wins, where it loses, and how it compares to n8n.

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aillmstartups

AI for Real Use Cases: Stop Throwing LLMs at Everything

Most startups calling themselves AI-powered are just calling the OpenAI API once. Here's when LLMs actually help — and when they don't.

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self-hostedinfrastructurehetzner

Self-Hosted Infrastructure in 2026: Hetzner vs AWS Cost Breakdown

Real numbers on what a production setup costs on AWS vs Hetzner in 2026. When self-hosted makes sense for startups — and when it doesn't.

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