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miatz

The AI-era engineering institute. The machines got fast — we train the drivers. Real work, a daily loop that compounds, and a record that proves you can think.

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Take miatz with you

The Android app is live. iOS is on the way.

Available on AndroidGet it on Google Play
Not yet on iPhoneiOS — use the web app

Miatz Private Limited

Registered office:
C-101, Lotus Tower, Arge Urban Bloom, 30/A, 4th Main, 2nd Stage, Yeswanthpur, Bengaluru, Karnataka 560022, India
CIN:
U62013KA2026PTC226418
GSTIN:
29AAVCM3922D1Z6
Phone:
+91 82802 73456
Email:
hello@miatz.com
Website:
miatz.com
Grievance Officer:
Aishwarya · aishwarya@miatz.com · replies within 30 days
© 2026 miatz · Miatz Private Limited · Built in Bangalore·PrivacyTerms

miatz™, Itz'at™, Tuukul™, T'aan™, Kanan™, Xook™ and Chuun™ are trademarks of Miatz Private Limited (registrations in progress) · what the names mean

miatz
Admission is selective · Bangalore

AI can write the code.
Can it judge the code?

A selective school for engineering judgment. Small cohorts, real agent work from week one, and an auditable record of the calls you made — the portfolio nobody can generate.

Sit Chuun — freeSee the method
Try before any form

Free playgrounds.
No account, no email.

The same instruments the cohort trains on — open to anyone. Every miatz playground has one job: make hidden machinery visible.

Play the live labsAll playgrounds
Proof, not promises

The CV is broken.
The record is the fix.

Anyone can generate a plausible CV. What nobody can generate is a record of the calls you made when the machine was wrong.

Sit Chuun — freeVerify a credential

Chuun (choon) — Maya for "base, origin". It is the entrance examination. See what a sitting involves. Founding cohorts are free. We admit on evidence, not on payment.

Chuun · attention to detail

The test passed but the assertion count dropped. What do you check first?

  • The diff of the test file
  • The CI cache key
  • The coverage report
Agent work · week one
Chuun · free
  • +3caught the schema drift before deploy
  • +5defended the rollback call in review
  • −4approved an untested retry path
Free, no account

Find out where you actually stand

A short check across five constructs gives you a band, a percentile among people in your own profession, and a five-part profile of where you are strong and weak. Then it narrows a catalogue of AI use cases to the handful that matter for you.

Take the AI Readiness CheckOr just browse the Atlas

No email, no signup, nothing to install. It is an indicator of current AI readiness, not a certification, and the whole scoring method is published.

SOFTWARE JUDGMENTAI-AGENT WORKLLMs & RAGEVALSPROMPT CRAFTINCIDENT RESPONSETESTING & QAORCHESTRATIONAUDITABLE RECORDCHUUNSYSTEM DESIGNTHE ITZ'AT
SOFTWARE JUDGMENTAI-AGENT WORKLLMs & RAGEVALSPROMPT CRAFTINCIDENT RESPONSETESTING & QAORCHESTRATIONAUDITABLE RECORDCHUUNSYSTEM DESIGNTHE ITZ'AT

miatz is on your phone. The Android app is live — iOS is in review.

Available on AndroidGet it on Google Play
Not yet on iPhoneiOS — use the web app
The problem

The CV is broken. The record is the fix.

Anyone can generate a plausible CV, a plausible portfolio, a plausible cover letter. What nobody can generate is a record of the calls you made when the machine was wrong.

the old funnel

CVs screened by keyword

Calls on vibes

Offers on confidence

most are never actually assessed

the record

  • Every decision scored against a rubric
  • Incidents and recoveries on the ledger
  • An oral defence of your own calls
  • A credential anyone can verify
The program

One cohort. Three phases. No passengers.

Foundations proves you can reason. Core puts you on real agent work with your name on every decision. Immersion is the deep end, defended out loud.

phase 1

Available

Foundations

The Chuun places you; the daily loop compounds. Recall, one applied chapter, one deliberate rep — every day.

Chuun · attention to detail

The test passed but the assertion count dropped. What do you check first?

  • The diff of the test file
  • The CI cache key
  • The coverage report

phase 2

Available

Core

You operate a live agent on real work. Propose-and-approve, every call logged, every call yours.

agent · proposes

Retry the webhook with an idempotency key, then close the ticket.

key: ord_7f3a… · scope: billing

ApproveSend backReject

this decision is written to your record

phase 3

Beta

Immersion

Real systems, real incidents, and an oral defence of your own decisions before the Itz'at is signed.

  • +3caught the schema drift before deploy
  • +5defended the rollback call in review
  • −4approved an untested retry path

0

Learners on the platform

0

Courses in the School catalog

0

Playgrounds in the catalog

every figure above is a live count from the platform · no rounded-up marketing numbers

Real agent work

You don't watch the agent. You are accountable for it.

  1. 1

    The agent proposes. Xook drafts the action — a retry, a refund, a fix — with its reasoning attached.

  2. 2

    You decide. Approve, send back, or reject. That decision, and why, is written to your record.

  3. 3

    The record remembers. Every call you made when the machine was wrong is the portfolio nobody can fake.

Xook Available

agent · proposes

Retry the webhook with an idempotency key, then close the ticket.

key: ord_7f3a… · scope: billing

ApproveSend backReject

this decision is written to your record

3 decisions on this ticket will be written to your record

The honest comparison

What you leave with

Compared as categories — no named competitors, on purpose.

Compared onVideo coursemiatzBootcamp
AdmissionA credit cardA selective ChuunA deposit
What you buildFollow-along clonesReal agent work, loggedCapstone under deadline
Who marks youNobodyMentors + the rubric-scored recordInstructors, once
Proof at the endA completion badgeThe Itz'at — signed and revocableA certificate PDF
Who can check itNobodyAnyone, at /verify, foreverWhoever calls the office
The architecture of proof

One ledger. Everything writes to it.

  • Chuun sittings
  • Agent decisions
  • Incident calls
  • Mentor reviews
  • Defence transcripts

the ledger

RLS per learnerk-anon rollups
  • The Itz'at credential
  • Verification pages
  • Skill evidence
  • Org rollups (k-anon)
Try before any form

Free playgrounds. No account, no email.

The same instruments the cohort trains on — open to anyone.

  • Fine-Tuning Forge

    Live

    Slide through cached training runs to find the tune-vs-prompt break-even.

    AiAIE-110Browser (JS)Quick
    Play it now
  • Token Shredder

    Live

    Type a word, watch AI shred it into tokens.

    AiAIE-101Browser (JS)Quick
    Play it now
  • Can You Actually Run This?

    Live

    Pick a model and your GPU. We do the honest math.

    AiAIE-110BYOK AIQuick
    Play it now
  • Spot the Hallucination

    Live

    One of these AI answers is confidently making it up. Find it.

    AiBYOK AIQuick
    Play it now
  • The Lock-In Detector

    Live

    See exactly what's holding your stack hostage, and the exit.

    AiAIE-110BYOK AIQuick
    Play it now
  • The Job Behind the Ask

    Live

    Sort real quotes, spot the feature request in disguise.

    AiBrowser (JS)Quick
    Play it now
  • The Weighting Room

    Live

    Nudge one weight and watch your 'objective' backlog reshuffle.

    AiBrowser (JS)Quick
    Play it now
  • Looks Fine Isn't a Ratio

    Live

    Guess pass or fail before the ratio math proves you wrong.

    AiBrowser (JS)Quick
    Play it now
  • Rubric vs Vibes

    Live

    Same screen, two passes, two very different issue counts.

    AiBrowser (JS)Quick
    Play it now
  • Spot the Leak

    Live

    Tag every leak before the timer beats your best guess.

    AiBrowser (JS)Quick
    Play it now

All playgrounds →

The module catalog

Pick your path. Earn every level.

Elect the modules you need, clear real prerequisites, and stack eval-gated credentials — never a forced linear course.

  • AIE-101

    How LLMs Actually Work

    2 creditscorebadge: foundations-i
    Start
  • AIE-102

    Prompt Engineering

    2 creditscorebadge: prompter
    Start
  • AIE-103

    Context Engineering & Cost Basics

    2 creditscorebadge: context-thinker
    Start
  • AIE-110

    Open-Source & Sovereignty (India-first)

    1 creditselectivebadge: open-weights
    Start
  • AIE-120

    AI Consequences & War-Room

    1 creditscorebadge: responsible-builder
    Start
  • AIE-130

    Model Landscape & Jargon

    1 creditselectivebadge: model-literate
    Start
  • MZP-101

    Getting Started & Onboarding

    Your first session on miatz — sign in, set up your profile, learn the app shell, and know exactly where to get help.

    2 creditscorebadge: MZP-LRN
    Start
  • MZP-102

    The Daily Loop — Dashboard, Review, Practice

    The rhythm that compounds — read your plan on the dashboard, clear Daily Review, and finish a practice rep every day.

    2 creditselectivebadge: MZP-LRN
    Start
  • MZP-103

    Growth, Journey & Advance

    The long arc of the program — the journey map, your growth plan, the Skill Wheel, and how Advance promotes you a level.

    2 creditselectivebadge: MZP-LRN
    Start
  • MZP-104

    Exams & Credentials

    How exams gate progress, and how the credential you earn is issued, shared and verified.

    2 creditselectivebadge: MZP-LRN
    Start
  • MZP-105

    Xook Tutor & AI Labs

    Working with Xook — the tutor and the personal improvement engine — and learning by doing in AI Labs.

    2 creditselectivebadge: MZP-LRN
    Start
  • AIE-201

    AI-Assisted Coding

    3 creditscorebadge: builder
    Start

The full catalog →

Freshness, on the record

What's new — as it ships.

New modules, playgrounds and platform capabilities land here the moment they go live.

  • Platform26 Aug 2026

    Retakes that count, and chapters that say why

    A retake is now a genuinely fresh sitting with every attempt kept on the record, the quiz pass mark is gone, and a locked chapter names the requirement holding it.

  • Platform20 Aug 2026

    A faster app, and a signup that confirms it is you

    Server functions moved beside the database, the long list pages page properly, progress counts what you actually finished, and new accounts confirm their email before signing in.

  • Platform19 Aug 2026

    Your organisation, on your own domain

    Organisations can be reached on their own hostname with their own branding, their dashboards run on live aggregates, member search covers the whole roster, and the business portal is switched on.

    See it live
  • Platform16 Aug 2026

    Chuun — the entrance examination engine

    A Chuun sitting now runs end to end — screener section, behavioural missions, consented structural traces, a band award with its measurement error, and a review console. The item bank is still in calibration.

    See it live
  • Platform5 Aug 2026

    The Miatz Residency, open for applications

    Applications opened for the residency: multi-format cohorts, a venue catalogue, and a review, interview and offer pipeline behind them. No price is published yet, so an application is an application — we will tell you the scope before you are asked for anything.

    See it live
  • Platform3 Aug 2026

    A first run that asks what you are here for

    A four-step first run captures your goal, level and focus and hands you a dashboard that leads with it. Xook now walks you through adding your own free API key — eight providers, none of them paid — and the tutor keeps what you tell it as memory you can read, edit or delete.

    See it live
  • Playground27 Jul 2026

    New free playgrounds: Calibration Lab & Gates Simulator

    Two new no-login playgrounds: the Calibration Lab (20 questions answered with stated confidence produce your Brier score and calibration curve) and the Gates Simulator (make the Delegate / Accept / Deploy calls on a scripted agent run, then watch the consequences replay).

    See it live
  • Platform27 Jul 2026

    Miatz Tuukul — structured thinking for the AI era

    The thinking strand of AI-Fluency is live: a daily check-in that builds your personal calibration curve from real AI work, judgment drills on your own backlog, and a coach that rides along in Claude Code at the three gates — Delegate, Accept, Deploy. Start with the free five-minute Calibration Lab.

    See it live

All updates →

Miatz for organisations

The academy is yours. The proof is ours.

Your product documentation becomes a living academy under your brand. The assurance marks stay sealed — that is exactly why they are worth something.

Fully yours

Ramps, radius, fonts, logo, domain, curriculum, the certificate face, your learner data.

Never restylable

The assurance marks, the level vocabulary, the verification page, the signing keys.

Kanan Proctored Beta Itz'at Available

Miatz for business →

The Miatz Residency

Eight days to ship your business, for real Applications opening

A residential build week for founders with a live business: five daily gates from locked spec to shipped product, a Demo Day, and a signed Itz'at record of what you actually built. Founding Cohort, Early 2027, South India.

Explore the Residency →

For mentors

Coach judgment, not homework.

Full decision visibility

Every learner call, with its reasoning, in one queue.

AI-assisted grading

Rubric-first scoring with the model as clerk, never judge.

Selective cohorts

Small rooms of people who cleared a real bar.

Kanan Certified ProctorBeta

Run assured sittings under your own name.

Standards, honestly stated

Built on open standards

Open Badges 3.0 + W3C VC

Available

Credentials are signed verifiable credentials — portable, revocable, machine-checkable.

DPDP-aligned

Available

Learner data stays the learner's: consent-gated, region-stored, aggregate-only for orgs.

SOC 2 — on the roadmap

Coming soon

Not certified, not “in progress with an auditor” — simply not yet. It ships when it ships.

Questions people actually ask

What is the catch if it's free?
Founding cohorts are free while the record proves itself. Learners never pay — organisations pay for assurance. If that changes, it changes here first.
Is this for complete beginners?
The Chuun measures how you think — reasoning, product sense, attention to detail — not your résumé. Motivated beginners clear it; credentialed coasters don't.
Do you guarantee a job?
No, and nobody honest does. Top performers are routed to paid work, and the record is yours to show anyone — that is the whole promise.
What happens if miatz shuts down?
Your credential is a signed file you hold. Verification resolves cryptographically, and the verify page never depended on our marketing site being up.
Is miatz accredited?
No — and we say so plainly. The Itz'at is not a degree or a diploma. It is a cryptographically signed, independently verifiable record with a published assurance level.
Why the Maya names?
We build from Bangalore on words for thinking — Itz'at (sage), Tuukul (thought), T'aan (speech), Kanan (guard). The words are the reference; the iconography is not ours to take.

Anyone can ride. Few can drive.

Small cohorts · admission is selective · founding cohorts are free.

Sit Chuun — free See the method

Chuun (choon) — Maya for "base, origin". It is the entrance examination. What a sitting involves.