Train like an athlete. Remember like a machine.
Not a course you watch — a system you live in: a daily loop that compounds, gates you must clear, and a memory engine built from everything you learn.
Five moves, every day
Twenty-four weeks of the same compounding rhythm. Each move is small; the streak is the curriculum.
Recall before new material
Every day opens by clearing due flashcards — an SM-2 spaced-repetition engine scheduling exactly what you're about to forget. Yesterday gets cemented before today gets added.
One chapter, applied
A focused technical day: real-systems framing, the cost-of-ignorance story, and hands-on work — not slideware. Mon–Thu technical, Friday professional skills.
One coding rep
A single deliberate-practice challenge chosen against your weakest verified competency. Small, daily, at the edge of your ability — the Ericsson recipe.
Journal what's fuzzy
Two minutes: what you learned, what you still don't get. That confession is telemetry — it tunes your tutor, your mentor's attention, and tomorrow's plan.
Saturday: the Week Review
An auto-compiled retro — lessons done, quiz average, lapsed cards, mentor feedback — plus your written reflection and next week's commitment. Fresh start, every week.
What makes the loop compound
Your second memory
Everything you study, journal, decide and get feedback on is indexed into a personal RAG. Ask the tutor anything and it answers grounded in YOUR history — your week-3 confusion, your incident calls, your reviews. You are literally studying on your own memory.
A tutor that knows where you struggle
The AI tutor reads your reflections, lapsed cards and focus competency before it answers. Mentors see the same signals. Confusion isn't judged — it's routed.
Mastery gates, not calendars
Levels are earned: the DSAT, solved challenges, verified skills and incident scores must clear the bar before the next tier unlocks. Seat time counts for nothing; demonstrated competence counts for everything.
AI, learned from the inside
Five labs — tokenizer, chunking, sampling, embeddings, RAG — plus a scored Prompt Craft Lab. You don't take our word for how models work; you watch them work.
Pressure-tested in War Rooms
Incident drills built on real, documented industry outages. You run the call: diagnose, mitigate, communicate, write the postmortem — and get graded on all four.
Humans in the loop
A founder-led studio with mentors reviewing real work and industry experts taking specialist deep-dives. The AI scales the reps; humans set the bar.
The shape we're building in you
Breadth so nothing surprises you. Depth so someone pays you well. And the AI crossbar so you command the machine instead of riding it.
The horizontal bar is the 28-competency wheel: HTTP, SQL, cloud, containers, security, observability, incident response, testing, communication, estimation — tracked and verified skill by skill, so your gaps are visible and closable.
The vertical bar is your specialization — SRE, security, data, TPM, Applied AI — chosen with your mentor, trained with the best references in the world, and proven in your record.
The crossbar is Applied AI for everyone: LLMs, prompt craft, agents, RAG and evals. Whatever your specialty, you leave able to understand AI, explain AI, and use AI as the multiplier on everything else — the driver's license of this decade.
Explore it free: the AI playgrounds are open to everyone, no account.
The loop starts the day you're admitted.
Founding cohorts are free. Pass the DSAT and Day 1 is waiting.