Engineering
Google-Powered Education.
Uncompromising strategy for **Google Workspace**.
Designing intelligent school workflows through **Apps Script** and **Gemini**.
Native Ecosystem
Systemic Architecture
Deconstructed Frameworks
The School Website Is Dead. Long Live the School App.
Most school websites are noticeboards with a domain name. We rebuilt ours as an application — installable, talking back, costing nothing to run. Here is what changed, what broke, and what actually matters.
Screens, Books, and the Stories We Tell: A Two-Country Autopsy of Nordic Literacy Decline
Two Nordic narratives — Norway's iPad catastrophe and Sweden's 'från skärm till pärm' reversal — both contain fragments of truth embedded in structures of distortion. A systematic empirical autopsy using PIRLS 2021, PISA 2022, and Ludewig et al. 2025.
Tablets, Literacy, and Moral Panic: What the Evidence Actually Says About Norway's Reading Decline
A rigorous evidence-based analysis of Norway's PIRLS 2021 results, debunking the iPad-illiteracy narrative through primary source data from IEA, OECD, Ludewig et al. 2025, and Norwegian government research.
The "Skills" Paradigm: How AI Is Learning to Work the Way Teachers Think
In the span of a few days: Antigravity IDE deepened its skills architecture, Google announced Skills for Gemini in Chrome, and Claude has been running on a SKILL.md system for months. Three products. One word. Here's why educators should be paying attention.
Schools Never Taught Reading. The Digital World Just Exposed It.
At every education conference, the same argument surfaces: children today can't handle texts. But the digital world didn't destroy reading comprehension — it removed compulsion and fear, and revealed that genuine comprehension was never fully there to begin with.
Skills as Curriculum: When Antigravity, When Apps Script, When Workspace Studio?
Google Antigravity introduces a new concept — the Skill — that looks deceptively like a prompt but is actually something closer to codified teacher expertise. Here's a practical framework for knowing which tool to reach for.
BigQuery in Schools: A Complete Guide to Implementation, Operations, and Potential
Most schools collect data for years but never connect it. BigQuery changes that. A practical, no-nonsense guide covering architecture, SQL queries, Looker Studio dashboards, real case studies, and BigQuery ML — written for people who run school infrastructure.
Running Gemma 4 locally on a Mac Mini M4 — from zero to your own domain
A first-person walkthrough of setting up Google's Gemma 4 on Apple Silicon: Ollama as the engine, Open WebUI as the browser interface, and Cloudflare Tunnel to expose it securely at your own domain — no cloud, no subscriptions, no data leaving your network.
Gemma 4 in Schools: A Local AI Model That Doesn't Need the Internet
Google DeepMind's Gemma 4 is the first open-weight, multimodal language model that runs comfortably on a teacher's laptop — offline, GDPR-safe, and free. A practical guide for educators, IT admins, and school leaders.
Your School Already Runs on Google Cloud
A practitioner's guide to the infrastructure hiding in plain sight — and what happens when a school actually uses it.
Google Workspace × Bambu Lab in School. Why Not?
A fully automated 3D print queue built on tools schools already use — Google Forms, Sheets, Apps Script, and Gemini — with a lightweight Python bridge connecting to the printer over the cloud.
One Form. Five Automations. Zero Manual Work.
How a single Google Form replaces a CMS, generates AI-written content, and syncs your school calendar — all in under 30 seconds of teacher effort.
Granulation: Why AI Sabotage Returns Critical Thinking to the Classroom
Moving beyond the Fast Food mindset of AI. How deploying multi-window ecosystems creates agentic workflows for students.
The Multi-Window Protocol: Why Your Students Think AI is 'Broken'
AI doesn't give bad answers because it's flawed. It fails because of poorly structured, overloaded prompts. Here is the architectural fix for the classroom.
Mapping the Invisible: Ecosystem Dependency Mapper Roadmap
Deconstructing the hidden automation layers of a Systemic School. A technical preview of our upcoming visualization engine.
Beyond Airly: Building a School Air Quality Intelligence System
How I used Google Apps Script, Gemini API, and Looker Studio to turn raw sensor data into automated daily insights for parents and students.
The End of Folders: Deploying Native eSignature in Schools
A technical playbook for replacing physical paperwork with Google Workspace eSignature. Scalable, compliant, and integrated.