THE SYSTEM · WITH PEERS

Master AI. With builders.

The Engine Room is our community for people building AI systems that compound. Live Q&A and build sessions with our founder and guest experts.

See who's in the room
€29A month, or €249 a year
InstantAccess the moment you pay
48 hoursHelpdesk answers
In session

Builders, at work.

Silent clips from the Engine Room, shown with the permission of everyone on screen.

Build Teardown A member shows the app he built to run his pickleball club.
Group session In “Chat or Automate?”, two members work it through with Charafeddine.
Live Q&A A member talks his question through with Charafeddine, live.
Guest session Stéphane Ngo, CEO of K-AI, on why company AI gives wrong answers.
From the Helpdesk, 16 Sept 2026, answered the same day. A member asks: Trust Protocol for a Knowledge Base System. Hi there, would appreciate your comments on this Trust Protocol.md I am setting up for an agentic Knowledge Base System. Charafeddine's answer, excerpt: Okay this is genuinely impressive :) You basically built the self-consistency plus conformal calibration stack end to end. 1) The big one. Your support K/K measures stability, not faithfulness. It tells you the compile step keeps producing the same claim, not that the claim is true to the note. A model can be 5 out of 5 confident on a misreading.
Helpdesk A member's question, and Charafeddine's written answer.
Coming up

Live in the room.

Members join live or watch the recording.

  • Live Q&A #17 with Charafeddine Mouzouni: bring your hardest AI question. Monday 9 November, 18:00 Paris.

    Mon 9 Nov · 18:00 Paris Live Q&A with our founder

  • Guest session with Sophie Fischer of Webwinkelfacturen: build it with AI, run it without AI. Wednesday 18 November, 17:30 Paris.

    Wed 18 Nov · 17:30 Paris Sophie Fischer (Webwinkelfacturen)

Join to attend
Who's in the room

Real practitioners.

Operational excellence lead
Cohort #1 · Canada
Helps organizations operationalize AI strategy. Runs the most active threads in the room.
Alum · Cohort #1
Marketing & ED&I lead
Cohort #1 · UK
Operational excellence in fast-paced teams. Translates AI policy into team-level practice.
Alum · Cohort #1
Staff engineer · risk analysis
Cohort #1
Numerical simulation, mathematical modeling, computer vision. PhD biophysics. Brings the math to the guest sessions.
Alum · Cohort #1
Principal advisor · Data & AI strategy
GCC
18 years across finance, tech, digital transformation. Reads governance docs and finds what's missing.
Member
Delivery & transformation lead
Cohort #2 · UAE
Fifteen-plus years scaling operations across MEA, UK, Europe. Brings the program-management lens.
“The community is where I keep testing ideas and sharing thoughts while they’re still taking shape.”
Alum · Cohort #2
CFO · AI founder
USA
Helps school districts use AI for budgeting and operations. Dashboards over decks. Measures by error rate.
Member
Healthcare tech lead
Cohort #1 · USA
Director of app services at a large healthcare provider. Deploying AI/ML/agents in clinical workflows.
Alum · Cohort #1
Industrial AI co-founder
Australia
Former military pilot turned AI co-founder. Deploys AI in operationally critical environments.
Member
Membership

Join a community of builders.

Live sessions with guest practitioners. Real conversations with people doing the same work. A year of recordings, including the frameworks CM teaches teams at top companies.

Join · €249/year
Prefer monthly? €29/month instead. Read the code of conduct.

Membership

Monthly
€29/ month
Annual
€249/ year (save 28%)Recommended
Cancel
Any time, from your billing portal
Includes
Live Q&As and guest sessions · Helpdesk · Guaranteed Answer · Quarterly matching · Free Starter Course · 12-month recording archive
Course buyers: 3 months included with any course. Bootcamp alumni: 12 months included in tuition. Use your alumni link instead of this page.
FAQ

Before you ask.

Anything else? Email [email protected].

How much does membership cost?
€29 per month or €249 per year (save 28%). Course buyers get 3 months included with any course. Bootcamp alumni get 12 months included in tuition. Payment via Stripe. Cancel any time from your billing portal.
How do I join? Is it open enrollment?
Pay the monthly or annual price and you're in immediately. No application, no waiting. Cohorte bootcamp alumni are admitted automatically via their alumni link.
What happens if I cancel? Do I lose access to the archive?
If you cancel, access ends at the end of your billing period and your account drops to the free tier: the Starter Course, Introductions and Announcements stay open to you. You lose access to the Helpdesk archive, the session recordings, and future live events. We do not remove your past Helpdesk answers from view for other members.
Is this synchronous or asynchronous? Do I have to be on live calls?
Mostly async. The live events (the live Q&A and the guest sessions) are recorded and added to the 12-month archive within 24 hours. You can be a full member, get the full value, and never attend a single live session: just read the Helpdesk and watch recordings. Come live when you can: questions in the room are sharper than the recording.
Which platform is this on? Slack, Discord, Circle?
Circle.so. We picked it over Slack and Discord because the Helpdesk archive needs to stay searchable for 12 months, and Slack's history limits would gut that. Access via app or web. SSO supported. The bootcamp alumni community lives on the same platform, so alumni see one unified space.