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Notes from the driver's seat.

How we think about AI-era engineering, learning science, and building people who own their work.

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The Classroom Layer Shut Down. Here Is What Educators Actually Lost.

A post-mortem written in the honest-note register: the four things that made a classroom-tool shutdown expensive for instructors, what is permanently deleted on 4 September 2026, what we had already decided differently — and the fact that none of what we decided has shipped.

Aug 31, 2026 7 min

aijudgment

The Last Interface

Every generation of computing removed a layer between your intent and the machine. We're about to remove the final one — and almost nobody is training for what's left.

Jul 27, 2026Read

inside-miatzcareers

What the Chuun Filters For (It Isn't Syntax)

Reasoning, product sense, attention to detail. Why our admission gate ignores syntax recall — and what that predicts about who thrives.

Jul 15, 2026Read

corporateai

Onboard a Team in Weeks With an AI Shadow Engineer

New product, migration, or platform? The corporate playbook: a structured program, Xook shadowing every engineer, and telemetry leaders can read.

Jul 10, 2026Read

learning-scienceinside-miatz

Mastery Gates, Not Calendars

Seat-time graduates schedules, not engineers. How gating progress on demonstrated competence changes what learners do — and what a credential means.

Jul 6, 2026Read

careersai

The Audit Log Is the New Resume

Certificates assert; decision records prove. How the Itz'at works, and how an employer actually reads a verifiable log of engineering judgment.

Jul 2, 2026Read

inside-miatzcareers

Why Our Founding Cohort Is Free (The Honest Answer)

Not a discount, not a funnel trick. We want proof and footfall before we ask for money — and we ask for effort and feedback instead.

Jun 28, 2026Read

learning-scienceinside-miatz

The Saturday Review: Why Rhythm Beats Cramming

Weekly retros, the fresh-start effect, and intent setting. How a one-hour Saturday ritual outperforms heroic weekend study binges.

Jun 24, 2026Read

aiengineering

Inside a Tokenizer: How AI Actually Reads Your Words

LLMs never see words — they see tokens. A plain-language tour of byte-pair encoding, why 'strawberry' trips models, and where cost comes from.

Jun 20, 2026Read

incidentsengineering

What 35 Real Outages Teach That Tutorials Can't

We anchor our curriculum to documented industry failures — GitLab's deleted database, the S3 typo, Knight Capital. Here's why stakes teach.

Jun 16, 2026Read

learning-scienceinside-miatz

Confusion Is Data. We Treat It Like Telemetry.

Daily check-ins and reflections form a telemetry stream. How surfacing 'what's still fuzzy' drives dynamic content, tutoring and mentor attention.

Jun 12, 2026Read

learning-scienceai

Study on Your Own Memory, Not the Internet's

Your journals, reflections and decisions become a queryable second memory. Why a personal RAG changes what it means to learn.

Jun 8, 2026Read

careersengineering

The T-Curve: Breadth Times Depth Beats Both

Full-stack-shallow stalls and specialist-blind breaks. Why T-shaped engineers compound in the AI era — and how we train the T deliberately.

Jun 4, 2026Read

aicareers

AI Is the Fastest Machine Ever Built. Learn to Drive It.

An F1 car doesn't win races — a driver does. What it actually means to drive AI: judgment, verification, and ownership of the outcome.

Jun 1, 2026Read

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