Ofer Shapira

Notes from the work

AI engineering. From the inside.

I’m Ofer Shapira, an AI Engineering Team Lead at Elementor, a developer and a former SaaS founder. I write about building AI systems, leading engineering teams and turning agent experiments into ways of working.

Browse all essays and posts below. (Also available to AI agents via WebMCP.)

Questions, briefly

Who writes this blog?

Ofer Shapira, an AI Engineering Team Lead at Elementor, a developer and a former SaaS founder.

What is it about?

Building AI systems, leading engineering teams that work with agents, and workflows you can actually verify.

Where should I start?

With the Q&A guides for practical answers, or the full archive above for everything he publishes.