Codex Machina workshop

Machine Learning Wizard

Local-first AI craft, agentic workflows, and reproducible automation.

Welcome to the workshop of Codex Machina: a place for blazing-fast scripts, intelligent agents, microtools, labs, and safety rituals with wisdom, utility, and speed.

Enter the Workshop Browse public notes

Workshop ritual

Plan.
Dry run.
Cast.
Verify.
Record.
Teach.
Refine.

Magic is automation with provenance

MLW turns AI ideas into tools a builder can inspect, run, verify, adapt, and teach. The wizard is not a mask for vagueness. The wizard knows the spell, the ingredients, the dry run, the rollback, and the log.

MLW Labs

Domain Automator

One command to scaffold, deploy, and verify a static site on AWS with SSL.

Codex CRUD

Create, read, update, and delete files with spell-like CLI syntax.

Spellbook CLI

Local-first agentic commands for deploying AI-powered workflows.

Public benches

Labs for workshop experiments.
Markdown reader for public notes and documents.
Public Markdown index for the current note archive.
Trace viewer for inspecting agentic and workflow traces.

Workshop principles

Local-first Human-in-the-loop Dry runs Git history Audit trails Reproducible builds Teaching notes