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Turn 1X engineers into 10X, AI-fluent builders who own outcomes

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.

Overview

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

DSAT entrance examMysty — your AI agentReal AI-agent workIn-browser coding + AI reviewPrompt engineeringSpaced-repetition fundamentalsLive War RoomsAI role-play simulationsReal bug-hunting on live appsEarned tiers: Foundations · Core · ImmersionItz'at credentialRoute to paid work
Explore Miatz
What's built & what's next

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

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Take the DSAT

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.

Operate Mysty on Real AI-Agent Work

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.

In-browser Coding + AI Review

Write real code that runs against hidden tests (JS/TS + Python) in the browser, then get an AI code review.

Prompt Engineering Lab

Write a prompt, watch it run, and get scored on COSTAR and canonical technique — with an optimized rewrite every time.

Spaced-Repetition Fundamentals

An SM-2 retrieval-practice engine cements HTTP, SQL, networking, auth, caching and system design so the fundamentals stick.

Live War Rooms

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.

AI Role-Play Simulations

Real-time role-play with skeptical CTOs, angry customers and exec briefings — voice input and delivery scoring.

Real Bug-Hunting on Live Apps

Test real products, file evidence-backed bug reports, and read each app's live DB schema, RLS and architecture graph.

Applied, Not Textbook

Every stage is framed by how real systems run and the cost of ignorance — anchored to real documented production failures.

Earned Tiers: Foundations → Core → Immersion

Start with the Foundations sprint, then earn your way up through Core and Immersion — where retained top performers are routed to paid work.

Earn the Itz'at

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.

Roadmap reflects the live product. See it on Miatz

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.

Technology ConsultingProduct EngineeringData & IntegrationsData MigrationData Lake MigrationAWS · GCP · AzureCloud ModernizationSolution ArchitectureManaged OperationsHRMSFinance ToolingInternal DashboardsWorkflow AutomationCustom SoftwareBusiness ConsultingTechnology ConsultingProduct EngineeringData & IntegrationsData MigrationData Lake MigrationAWS · GCP · AzureCloud ModernizationSolution ArchitectureManaged OperationsHRMSFinance ToolingInternal DashboardsWorkflow AutomationCustom SoftwareBusiness Consulting