# Technologist

> Building private, self-hosted AI workflows where humans stay in charge of the approval gate — and writing on AI accountability, starting with “Delegate to AI. Don’t outsource to it.”

I build private AI systems and event-driven automations where people review the work and approve the next step — because you can delegate authority to a tool, but you can never delegate accountability.

## Delegate to AI. Don’t outsource to it.

Delegating means you hand AI a task while keeping the intent, the review, and the accountability for the outcome. Outsourcing hands over the judgment too — removing the checks that catch hallucinations and 'workslop.' Read the full essay inside the blog.

- [Read the full essay →](https://www.pedrozabala.com/blog/delegate-dont-outsource-ai)

## Private Multi-Agent OS

A self-hosted sandbox running local models and concurrent multi-agent sessions with explicit human-in-the-loop approval gates.

- [View ZabsAIOS on GitHub ↗](https://github.com/FoodBreakPedro/ZabsAIOS)

## Built for Humans and Autonomous Agents

This site ships a live read-only MCP server at /mcp, structured entity graphs via JSON-LD, Markdown content negotiation (Accept: text/markdown), and /llms.txt discovery.

- [Inspect /llms.txt →](https://www.pedrozabala.com/llms.txt)

## Primary link

- [Read “Delegate to AI. Don’t outsource to it.”](https://www.pedrozabala.com/blog/delegate-dont-outsource-ai)

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Canonical: https://www.pedrozabala.com/technologist