The Path
This path takes you from strong engineer to deployed operator in six stages. It's not a course you pass; it's proof you build.
Find where you stand across production instinct, client nerve, deployment temperament and range. Returns your archetype and a personalized gap-map.
The six pillars, and what “employable” looks like for each. Work your two weakest first.
An LLM doing real work, wired into a messy external system, in front of real users, with evals — kept alive 30 days. This artifact is your candidacy.
A portfolio that leads with shipped systems, not certificates. A profile that reads like an operator, not a student.
System design under real constraints, a client-facing case, eval-scoping, and three deployment war stories ready.
Frontier labs, enterprises standing up their own teams, startups, and sovereign-AI programmes — from San Francisco and London to Bangalore and the Gulf.
You have the range and the production scars. What is missing is LLM depth in production and one deployment story you can defend.
The systems instinct transfers directly. Budget the time for the client-facing half — that is the part that fails people, not the code.
You know the models better than most FDEs. You will spend the time on shipping and on owning uptime, which research rarely demands.
The path works, but Stage 2 takes longer: one real deployed system is worth more than five side projects, and it takes a real user to make it real.
No hiring desk has ever been moved by a course badge. One system in production, with its incident log, outranks any curriculum.
A notebook that works on clean data proves nothing. The signal is what happened when it met someone else's schema, someone else's auth, and a user who did not read the instructions.
Most candidates over-index on the technical pillars because they are the comfortable ones. The interview tests the intersection — and the room is where it breaks.
The role is defined by ambiguity. If you are waiting for the moment you feel qualified for it, you have misread what it is.
Three to six months from a senior full-stack role, six to twelve from research or early-career engineering. The variable is rarely the learning — it is how long it takes to get one real system deployed in front of real users.
No. What the desk looks for is evidence you have shipped something that survived contact with a real environment. A system you deployed for a small business can prove more than a ticket you closed inside a large one.
It captures an email, and we are upfront about that. It also returns your archetype across four axes and the two you should work first — which is the actual starting point of Stage 1. Free, three minutes, no account.
Most people do, the first time. The interview tests system design under real constraints and a client-facing case simultaneously, which almost nothing else prepares you for. Treat it as a measurement, not a verdict.
