GPT-5.4 One Week Later
April 3, 2026
Launch week tells you very little about whether a new model belongs in everyday school work. This one-week-later reality check tests GPT-5.4 across four repeatable teacher workflows: redrafting text, building quizzes, adapting reading passages, and summarising policy documents. The focus is not on impressive demos, but on edit load, trust, and time saved. If your team is deciding whether GPT-5.4 deserves a place in routine planning and admin, this review offers a practical framework for keeping, retesting, or rejecting it.
Spring Term AI Audit Scorecard
March 30, 2026
Spring term is an ideal point for departments to review how AI is actually affecting workload, teaching quality and risk. A simple audit scorecard can move discussion beyond headline claims about time saved and reveal hidden rework, uneven staff confidence, data concerns and weak curriculum fit. This article outlines a practical five-part framework that helps teams decide what to scale, pause, replace or stop before summer term, without creating another layer of unnecessary admin.
AI chatbot safeguarding pre-flight checklist
March 28, 2026
Recent harmful chatbot incidents have changed the safeguarding conversation for schools. Allegations linked to the Gemini wrongful death lawsuit, the Character.ai crisis and other cases show why leaders cannot treat student AI access as a simple edtech rollout. Before any pupil uses a general chatbot, schools need clear thresholds, supervision rules, escalation pathways, procurement evidence and staff training. This article uses these incidents as forensic case studies to build a practical pre-flight checklist that helps leaders decide whether to proceed, restrict access or pause student use altogether.
GPT-5.4 school briefing
March 27, 2026
GPT-5.4 has arrived with the usual flood of enterprise messaging, but most school leaders do not need to rewrite policy or replace working tools. This briefing focuses on the practical questions: whether lower token limits matter in real school workflows, where more autonomous operation may help or create risk, and which existing GPT-based routines should be kept, retested or rebuilt. The goal is simple: help leaders make calm, evidence-based decisions without overreacting to headlines, vendor claims or product noise.
Careers Education for AI-Mediated Hiring
March 19, 2026
Hiring is changing quickly as applicants and employers both use AI to write, screen, rank and interview. Careers education now needs to help students understand not only how to use these tools sensibly, but also how to navigate the risks they create. From AI video interviews and transcription errors to CV automation and proving genuine skills, schools can teach practical habits that improve fairness, confidence and readiness for modern recruitment.
EU AI Act roadmap for schools
March 17, 2026
The EU AI Act is no longer a distant policy issue for schools. Education is one of the areas where certain AI uses can be classed as high-risk, which means leaders need a clear plan before August 2026. This guide explains the rules in plain English, highlights the school use cases most likely to raise concern, and sets out a practical compliance roadmap. It also shows how Swedish schools can connect AI governance with procurement and data protection, so decisions are calm, documented and defensible rather than rushed at the last minute.
LGR22 Cover Work in 30 Minutes
March 16, 2026
Unexpected absence can quickly turn into lost curriculum time, especially when a non-specialist vikarie is leading the room. Under LGR22, meaningful cover work should still connect to centralt innehåll, maintain classroom routines, and give pupils purposeful learning rather than filler tasks. This article shows a practical, Sweden-specific workflow for preparing five days of LGR22-aligned cover in around 30 minutes using Cover Work as the lead tool, supported by Lesson Planner, Quiz Generator, and Reading Comprehension.
AI-Resilient Assessment by Subject
March 12, 2026
AI-resilient assessment is not about trying to catch students out or banning every digital tool. It is about designing tasks that make genuine thinking, decision-making and disciplinary reasoning visible. This practical guide shows how teachers in English, Maths, Science, Humanities and Languages can redesign assessments so that live explanation, process evidence, oral defence and carefully chosen constraints matter as much as the final product. The result is assessment that remains fair, rigorous and relevant in classrooms where AI is now part of the learning landscape.
Microsoft 365 Copilot Gets Claude
March 9, 2026
Microsoft 365 Copilot adding Claude will prompt many school leaders and IT teams to ask the same question: what actually changes in day-to-day Microsoft use, and should we enable it now? This briefing looks past the headlines to focus on practical impact inside Teams, Word, Outlook and wider Microsoft 365 workflows. It explores where improvements are likely to appear first, what may stay much the same, and how schools can make a sensible decision based on governance, staff readiness, data protection, safeguarding and procurement rather than hype.
World Book Day with AI
March 5, 2026
World Book Day can be a brilliant moment to explore AI in ways that strengthen, rather than replace, reading. This guide shows how to use AI only after close reading, notes and evidence are in place, so pupils deepen interpretation instead of skipping it. You will find practical activities for alternative covers, speculative plot changes and character interviews, alongside advice on accessibility, transparency and assessment. The aim is simple: keep the book at the centre, and use AI to extend discussion, creativity and critical thinking.
Gemini 3.1 Flash-Lite for School Buyers
March 3, 2026
Small, fast AI models rarely get the same attention as flagship launches, yet they may matter more for schools trying to reduce workload without stretching already tight budgets. Using Gemini 3.1 Flash-Lite as a practical test case, this guide explores which routine teacher tasks a lightweight model can handle well, where it begins to struggle, and how leaders can judge whether paying for a full model is actually necessary. The aim is simple: help schools buy AI more carefully, with clearer expectations and lower risk.
DeepSeek, Claude and AI procurement
February 26, 2026
Allegations that DeepSeek may have trained on Claude outputs are more than a dispute between AI companies. For schools, they highlight a practical procurement problem: whether suppliers can explain where training data came from, how model outputs were collected, and what legal and operational risks sit downstream. This article uses the case as a clear-eyed procurement study, translating technical concerns into questions leaders can ask now about data lineage, licensing, indemnities, audit rights and contractual red lines before adopting any AI system.
Half-Term CPD: AI Safety Essentials
February 24, 2026
This half-term self-study pack helps educators turn fast-moving AI safety headlines into practical safeguarding action. It brings together four major developments, from youth-facing AI companion risks to prompt injection and wider system-level safety findings, and translates them into a clear CPD sequence that can be completed in under an hour. The article ends with a ready-to-run 20-minute staff scenario, plus debrief prompts for DSLs, senior leaders and classroom staff who want to strengthen school AI safeguarding without needing specialist technical knowledge.
Gemini 3.1 Pro Benchmarks Decoded
February 19, 2026
Benchmark headlines can make a new AI model sound either revolutionary or irrelevant, yet most school leaders and teachers are not given the context needed to judge those claims. This guide explains, in plain English, what Gemini 3.1 Pro’s reported results on ARC-AGI-2 and SWE-Bench actually mean, what those tests reward, and where their limits lie for real school use. It also offers practical ways to evaluate AI tools for teaching, planning, procurement, and governance without confusing lab performance with classroom value.
The QuitGPT Movement in Class
February 18, 2026
The QuitGPT backlash offers teachers a timely way to explore consumer activism, media literacy and AI literacy without turning lessons into partisan argument. This article shows how to use boycott posts, screenshots and viral claims as a case study in evidence quality, platform dependency and corporate ethics. It outlines practical questions, source-check routines and discussion protocols that help pupils move from outrage to enquiry. The goal is not to tell students what to think, but to help them examine how online campaigns shape trust, choice and public debate around AI companies.