Workshop console
Hands-on programs for operators building and running AI-augmented systems. No magical thinking, no fake urgency — each one ships with a falsifiable bet and an evidence floor you can audit before you enroll.
Primary stance
Filter is an optional convenience. With scripting off, every workshop stays listed.
Apprentice · Defense · Offense — build and operate AI-augmented systems without magical thinking.
Adversarial prompting is a discipline of refusing the comfort of unmeasured success.
Open syllabusBuilding the second ledger on top of a service-first foundation.
Stop playing two different games tracking two different scores.
Open syllabusODR · AgODR — capturing the why of an operational call before it disappears, for humans and for the agents now making those calls at machine speed.
Write down why you built the wall, or the next machine will build a door through it.
Open syllabusApprentice · Defense · Offense, applied to Infrastructure as Code — read what you deploy before it becomes a load balancer, a firewall rule, a public bucket.
Infrastructure you cannot read is infrastructure you do not control.
Open syllabusApprentice · Defense · Offense, applied to PowerShell automation — where a pasted line runs before you finish reading it.
A script you cannot read is a command you did not give.
Open syllabusApprentice · Defense · Offense, applied to identity and access management — where AI is both the tool that writes your access model and a new identity you must govern.
An access grant nobody re-tests is a door nobody owns.
Open syllabusApprentice · Defense · Offense, applied to the fleet — the convergence domain, where every other domain's blast radius is multiplied by the device count.
A mistake on one machine is a bug. The same mistake on the fleet is an outage.
Open syllabus