Production readiness Accuracy on real inputs
6 weeks Week 0 60%
Week 6 90%
Real inputs Mapped
AI workflow Contracted
Eval gate Passing
Production Live
Failure visibility hours → minutes
Ship one real
AI System
in 6 weeks
For builders, vibe coders, and teams who can prototype with AI but need system judgment before shipping.
A real cohort outcome
60% → 90% accuracy
Inside The Academy
6 weeks. One real workflow.
Scope the idea
Pick one workflow worth making real.
- Workflow canvas
- Prototype scope
- Success criteria
Map the system
Users, data, decisions, handoffs.
- System diagram
- Risk map
- Data boundaries
Define contracts
Tools, schemas, roles, permissions.
- Tool schema
- Interface rules
- Control points
Test failure
Evals, guardrails, recovery paths.
- Eval set
- Failure rubric
- Guardrail plan
Operate the workflow
Cost, latency, logging, iteration.
- Ops checklist
- Metrics plan
- Review cadence
Launch the plan
Final critique and next build path.
- Launch brief
- Stakeholder readout
- Next-build plan
Cohort 01 Stories
Hear from our Learners
Two builders on the mindset shift from watching AI move fast to designing and shipping systems themselves.
I can find where my mistakes are
Shilpa Balaji Cohort 01 · Debugging confidence
From consuming docs to shipping early and iterating fast
Sahithi Koppula Cohort 01 · Shipping mindset
Fit Check
Not sure if this is right for you?
Answer 6 quick questions and get a personalised course path emailed to you — no pressure, no sales call.
- 1 Answer 6 questions About your idea, stack, and where you’re stuck.
- 2 We map your fit See if Academy matches where you are today.
- 3 Get your course path A tailored 6-week plan, straight to your inbox.
Next Step