Accountability circles
Build in sprints with shared momentum and live check-ins for progress, blockers, and next steps.
Action-oriented builders. Now open.
Turn AI ideas into real projects
A community for action-oriented builders interested in AI engineering and AI tools. Get the structure, focus, and accountability you need to ship practical AI products.
Build
Practical AI projects
Ship
With structure & accountability
Grow
Through peer collaboration
Philosophy
Learn by building, together
Designed for motivated learners who prefer learning by doing. Get clear frameworks, direction, and community support to make consistent progress on your projects.
Learning by doing
No passive consumption. Every activity is designed around building, shipping, and getting feedback on real work.
Production-ready
Focus on what actually works in production. Move from prototypes to reliable systems with battle-tested patterns.
Build together
Work alongside other practitioners. Hackathons, projects, and group problem-solving instead of isolated learning.
Learn from real implementations
See how working AI systems are designed, debugged, and improved through practical examples and shared experience.
Member benefits
Build momentum with people who ship
AI Shipping Labs turns project ideas into a shared practice: focused work, useful feedback, and a cadence that keeps the next step visible.
Explore membership benefitsGroup learning
Write up what you learn so other members can build on it, instead of everyone solving the same problem alone.
Building sessions
Join live 1.5-2 hour working sessions on topics requested by members.
Trend breakdowns
Trace one trending AI idea back to code and primary sources, then evaluate it through an engineering lens.
Career support
Work through interviews, offers, salary, LinkedIn, GitHub, and how to present projects to hiring teams.
1
Plan
Pick one project outcome that matters enough to finish inside a defined window.
2
Sprint
Work alongside other builders with a live cadence, check-ins, and visible progress.
3
Ship
End the sprint with a project milestone, demo, or public artifact you can build on.
What learners say
From the students of our AI Engineering course
AI Shipping Labs community is new, but here's what practitioners say about the courses that inspired it.
Membership
Choose your level of engagement
Each tier is designed for a different type of builder. More investment means more structure, accountability, and support to help you ship your AI projects consistently.
Monthly
Annual (Save ~17%)
Start free
Create your free account
Get community updates, browse open resources, and register for free events.
- Community news and practical shipping resources
- Open tutorials, recordings, and project ideas
- Registration for events marked Free or open
- Join Slack any time you upgrade to Main or Premium
From the blog
Publish and share our thinking
Long-form notes, walkthroughs, and experiments. Stay close to how we build and reason.
CRISP-DM for AI Engineering: Why a 1996 Framework Still Describes Modern AI Development
See how CRISP-DM still guides AI engineers in 2026, translating each phase into practical workflows for LLM apps, RAG pipelines, and production AI systems.
Mar 11, 2026
14 min read
ai-engineering
data-science
crisp-dm
project-management
How Claude Code Accidentally Wiped Our AWS RDS Database (24-Hour Recovery)
An incident story: how I accidentally wiped our AWS RDS production database and deleted snapshots by letting Claude Code touch production infrastructure.
Mar 06, 2026
13 min read
ai
terraform
aws
database
incident
claude-code
What Is an AI Engineer? 2026 Role, Skills and Responsibilities Based on 1,000+ Job Descriptions
Learn what an AI engineer is in 2026: responsibilities, skills, tools, and real-world use cases based on analysis of 1,000+ AI engineer job descriptions.
Mar 04, 2026
19 min read
ai-engineering
ml-engineering
careers
llm
Workshops
Hands-on AI workshops
Practical sessions with a writeup, recording, materials, and code you can use after the workshop ends.
Workshop
Basic or above
Deploying an Agent to AWS Lambda
We start from the FastAPI service we deployed to Railway in the previous workshop, strip out FastAPI, and swap it for a custom AWS Lambda runtime. The runtime handles both the sta…
May 5, 2026
Workshop
Basic or above
End-to-End Agent Deployment
Starting from a Jupyter notebook that runs an agentic-RAG bot, we turn it into a FastAPI service with a vanilla-JS frontend, containerize it, deploy it to Railway, and add a GitHu…
Apr 21, 2026
Workshop
Free
Skills.md from Scratch: Build a Skill-Driven Coding Agent
We start from the coding agent from the prerequisite workshop and turn it into a general-purpose coding agent with two reusable behavior layers: skills and slash commands. Skills …
Jan 16, 2026
FAQ
Common questions
Who is this community for?
Action-oriented builders interested in AI engineering and AI tools who want to turn ideas into real projects. Whether you're learning Python or working as an ML engineer, if you have project ideas but need structure, focus, and accountability, this community is for you. We attract motivated learners who prefer learning by doing and builders who contribute back to the ecosystem.
What makes this different from other tech communities?
We focus on helping you ship practical AI products, not just consume content. You get clear frameworks, direction, and gentle external pressure to make consistent progress on your projects. The community concentrates highly engaged builders in a focused environment centered on productivity, structured execution, and hands-on project work.
I have a main job. Can I still participate?
Yes. The community is designed to help you make consistent progress on side projects even with limited time. You get the structure and accountability to stay focused and ship incrementally through projects, hackathons, and collaborative activities.
What if I just want the content without community?
The Basic tier is designed exactly for this. You get access to exclusive content, tutorials, research, and curated materials without any expectation of community participation. Perfect for self-directed builders who learn at their own pace.
What's included in the Main tier?
Main tier gives you the structure, accountability, and peer support to ship your AI projects consistently. Includes everything in Basic, plus closed community access, collaborative problem-solving, interactive group coding sessions, guided projects, hackathons, career discussions, and the ability to propose and vote on topics.
What's included in the Premium tier?
Premium tier accelerates your growth with structured courses and personalized career feedback. It includes everything in Main, plus access to courses on specialized topics, resume and LinkedIn teardown, and GitHub feedback.
How do I get started?
Pick the tier that fits your needs, click the button to check out securely via Stripe, and you'll receive access details by email within 24 hours. You can start with any tier and upgrade or downgrade at any time.
How does billing work?
All payments are processed securely through Stripe. You can choose monthly or annual billing (annual saves ~17%). Stripe handles tax calculation automatically based on your location. You'll receive invoices and receipts by email after each payment.
Can I cancel or change my subscription?
Yes, you're in full control. You can cancel, upgrade, downgrade, or update your payment method at any time through the Stripe Customer Portal. If you cancel, you'll retain access until the end of your current billing period.