Blog.

Notes from projects: what really works with AI, automation and software in production.

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.

Read more →
aigdprcompliance

InferCheck: Why I Catalogued 347 AI Models for GDPR Compliance

How InferCheck became a GDPR AI provider compliance directory: 347 models, 111 providers, flat JSON, and no marketing spin.

Read more →
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.

Read more →