Miatz
Miatz turns fresh graduates into engineers who own outcomes — earned tier by tier, from the DSAT entrance gate to the Itz'at credential, through real AI-agent work, live war rooms, and judgment proven under fire.
Turn 1X engineers into 10X, AI-fluent builders who own outcomes
Miatz — a Demystify Systems company — turns fresh graduates into engineers who are genuinely useful on real AI-agent work. Admission is by the DSAT; from week one you operate your own AI agent, Mysty, on real work; you prove judgment in live war rooms; and every tier is earned. You leave with the Itz'at, a proof-of-judgment credential — and top performers are routed to paid work.
Best for
Fresh graduates, interns, and self-driven engineers who want to be genuinely useful on real AI-agent work from week one — plus teams and organizations that want AI-fluent, high-leverage engineers who own outcomes.
What it helps with
- Earn your place through the DSAT — a selective, integrity-monitored entrance exam
- Operate your own AI agent, Mysty, on real AI-agent work from week one
- Prove judgment in live war rooms — triage, root-cause, safe fixes, prevention
- Advance through earned tiers: Foundations → Core → Immersion
- Leave with the Itz'at — a proof-of-judgment credential built from real evidence
- Top performers are routed to paid work
Capabilities
Modules, transparently
A live look at what is supported today, what is rolling out, and what is on the roadmap — kept in sync with the product.
Built & supported
Live in the product today
A timed, integrity-monitored gate — the Demystify Systems Aptitude Test — filters for reasoning, product sense and judgment, not syntax recall, and sets your starting tier.
From week one you operate your own AI agent, Mysty, on real AI-agent work — testing, orchestration and judgment — framed by how real systems work and what breaks.
Write real code that runs against hidden tests (JS/TS + Python) in the browser, then get an AI code review.
Write a prompt, watch it run, and get scored on COSTAR and canonical technique — with an optimized rewrite every time.
An SM-2 retrieval-practice engine cements HTTP, SQL, networking, auth, caching and system design so the fundamentals stick.
Drop into real production incidents — triage the blast radius, run root-cause analysis, ship a safe fix under pressure, architect durable prevention and write a blameless post-mortem, scored like a staff SRE.
Real-time role-play with skeptical CTOs, angry customers and exec briefings — voice input and delivery scoring.
Test real products, file evidence-backed bug reports, and read each app's live DB schema, RLS and architecture graph.
Every stage is framed by how real systems run and the cost of ignorance — anchored to real documented production failures.
Start with the Foundations sprint, then earn your way up through Core and Immersion — where retained top performers are routed to paid work.
Clear every tier and leave with the Itz'at — Miatz's proof-of-judgment credential, built from an auditable record of code that runs, incidents resolved and judgment proven.
Have a workflow, product idea, or operation you want to simplify?
Whether you want independent technology advice, to use one of our products, build a custom system, automate a workflow, or create a managed operations team — Demystify Systems helps you move from complexity to clarity.