Learn the thing, then ship the thing.
Short, practical guides that end with something built — not a certificate, not four hours of video you will never finish.
Three ways to learn here
Start free, go deeper when it is worth paying for, and bring us in when you would rather it were done with you.
Guides on the blog
Full walkthroughs with nothing held back — evaluation sets, ATS mechanics, deployment patterns. Read the free ones first and decide if we are worth paying.
Read the blog PaidKits that teach by doing
Every kit includes the reasoning, not just the file — why the structure is that way, and what breaks when you change it.
Browse products With usWorkshops & mentoring
Team sessions on data, MLOps and putting AI into production — run against your systems, not a generic example.
See servicesWhere to start, depending on you
Getting hired in data or AI
Fix the resume so it parses. Build one project you can defend. Put it somewhere a recruiter can open in one click. In that order — a portfolio with nothing in it is worse than no portfolio.
See the kitsGoing independent
Positioning before outreach, contract before the first project, invoicing before the first late payment. Most freelance pain is paperwork you skipped in month one.
See the kitsGetting a business online
WhatsApp catalogue first because that is where your customers already are, then payments, then the website. The reverse order is why most launches stall.
See the kitsPutting AI into production
Evaluation before deployment, monitoring before scale, governance before the audit. The order is what separates a pilot from a system.
See the kitsRun a session with your own systems in the room.
Half-day and full-day workshops on data engineering, MLOps and shipping LLM features safely. We work through your architecture and your constraints, and you keep the notes.