Astro BlogWelcome to my website!https://workspace.edu.pl/Beyond Airly: Building a School Air Quality Intelligence Systemhttps://workspace.edu.pl/blog/air-quality-automation/https://workspace.edu.pl/blog/air-quality-automation/How I used Google Apps Script, Gemini API, and Looker Studio to turn raw sensor data into automated daily insights for parents and students.Sat, 21 Mar 2026 00:00:00 GMTBigQuery in Schools: A Complete Guide to Implementation, Operations, and Potentialhttps://workspace.edu.pl/blog/bigquery-in-schools/https://workspace.edu.pl/blog/bigquery-in-schools/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.Thu, 09 Apr 2026 00:00:00 GMTMapping the Invisible: Ecosystem Dependency Mapper Roadmaphttps://workspace.edu.pl/blog/ecosystem-mapper-roadmap/https://workspace.edu.pl/blog/ecosystem-mapper-roadmap/Deconstructing the hidden automation layers of a Systemic School. A technical preview of our upcoming visualization engine.Wed, 25 Mar 2026 00:00:00 GMTOne Form. Five Automations. Zero Manual Work.https://workspace.edu.pl/blog/forms-automation-pipeline/https://workspace.edu.pl/blog/forms-automation-pipeline/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.Mon, 30 Mar 2026 00:00:00 GMTGemma 4 in Schools: A Local AI Model That Doesn't Need the Internethttps://workspace.edu.pl/blog/gemma-4-schools/https://workspace.edu.pl/blog/gemma-4-schools/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.Wed, 08 Apr 2026 00:00:00 GMTRunning Gemma 4 locally on a Mac Mini M4 — from zero to your own domainhttps://workspace.edu.pl/blog/gemma4-mac-mini-local-setup/https://workspace.edu.pl/blog/gemma4-mac-mini-local-setup/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.Thu, 09 Apr 2026 00:00:00 GMTYour School Already Runs on Google Cloudhttps://workspace.edu.pl/blog/google-cloud-school-platform/https://workspace.edu.pl/blog/google-cloud-school-platform/A practitioner's guide to the infrastructure hiding in plain sight — and what happens when a school actually uses it.Tue, 07 Apr 2026 00:00:00 GMTThe End of Folders: Deploying Native eSignature in Schoolshttps://workspace.edu.pl/blog/google-esignature-deployment-guide/https://workspace.edu.pl/blog/google-esignature-deployment-guide/A technical playbook for replacing physical paperwork with Google Workspace eSignature. Scalable, compliant, and integrated.Sat, 14 Mar 2026 00:00:00 GMTGoogle Workspace × Bambu Lab in School. Why Not?https://workspace.edu.pl/blog/google-workspace-bambu-lab-school/https://workspace.edu.pl/blog/google-workspace-bambu-lab-school/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.Tue, 31 Mar 2026 00:00:00 GMTGranulation: Why AI Sabotage Returns Critical Thinking to the Classroomhttps://workspace.edu.pl/blog/granulation/https://workspace.edu.pl/blog/granulation/Moving beyond the Fast Food mindset of AI. How deploying multi-window ecosystems creates agentic workflows for students.Sat, 28 Mar 2026 00:00:00 GMTThe Multi-Window Protocol: Why Your Students Think AI is 'Broken'https://workspace.edu.pl/blog/multi-window-protocol/https://workspace.edu.pl/blog/multi-window-protocol/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.Sat, 28 Mar 2026 00:00:00 GMTSchools Never Taught Reading. The Digital World Just Exposed It.https://workspace.edu.pl/blog/schools-never-taught-reading/https://workspace.edu.pl/blog/schools-never-taught-reading/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.Tue, 14 Apr 2026 00:00:00 GMTSkills as Curriculum: When Antigravity, When Apps Script, When Workspace Studio?https://workspace.edu.pl/blog/skills-as-curriculum/https://workspace.edu.pl/blog/skills-as-curriculum/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.Fri, 10 Apr 2026 00:00:00 GMTThe "Skills" Paradigm: How AI Is Learning to Work the Way Teachers Thinkhttps://workspace.edu.pl/blog/skills-paradigm-ai/https://workspace.edu.pl/blog/skills-paradigm-ai/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.Wed, 15 Apr 2026 00:00:00 GMTTablets, Literacy, and Moral Panic: What the Evidence Actually Says About Norway's Reading Declinehttps://workspace.edu.pl/blog/tablets-literacy-norway/https://workspace.edu.pl/blog/tablets-literacy-norway/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.Sat, 18 Apr 2026 00:00:00 GMT