Open Source After Vibe Coding
January 27, 2026
A new wave of discussion around the “Vibe Coding Kills Open Source” paper raises a practical question for schools: how should leaders judge the health of open-source software when AI-assisted coding is now common? This briefing looks beyond the licence label to the issues that matter in education, including reliability, maintainability, security and supplier transparency. It offers a practical checklist for procurement teams, IT leads and computing staff who need to evaluate tools used by pupils, teachers and administrators without abandoning the benefits of open source.
Vibe Coding and Computing Curricula
January 13, 2026
If leading software engineers are using AI to generate, inspect and refine code, school Computing needs a measured response rather than panic. GCSE and A-Level courses should not drop programming, because fluency still matters. But they do need to place more weight on reading code, tracing logic, debugging faults, verifying outputs and judging AI-generated solutions. This article explores what professional practice is changing, what remains constant, and how departments can update schemes of work, homework and assessment so students are prepared for a world where writing code is only one part of the job.
DeepSeek V3.2 for Schools
December 19, 2025
DeepSeek V3.2 has sharpened a question many schools and MATs are now asking: when does an open-source frontier model genuinely reduce costs, and when does self-hosting create more risk than value? This article offers a practical decision-making framework for education leaders weighing public APIs, managed private hosting and in-house deployment. It looks beyond licence fees to governance, infrastructure, staffing and total cost of ownership, helping leaders judge whether DeepSeek belongs in a pilot, a procurement process or on a future roadmap.
Vibe Coding Explained for Teachers
December 5, 2025
Vibe coding has quickly moved from tech circles into wider public discussion, but many teachers are left wondering what it actually means in practice. This article explains the term in plain English, why it matters for educational software, and how AI-assisted development could speed up the tools schools use every day. It also looks at the risks, from reliability and safeguarding to procurement and accountability, so educators can ask better questions before trusting products built at speed.
OpenAI DevDay 2025: Monday Action Plan
September 5, 2025
OpenAI DevDay 2025 will generate plenty of excitement, but schools need a calm, evidence-led route from announcements to day-to-day practice. This guide turns DevDay headlines into a one-week evaluation sprint you can run without using pupil data, alongside a short policy addendum and three ready-to-run pilots. You’ll get clear stop/go thresholds, practical tasks for staff, and templates for communicating boundaries to colleagues and parents/carers.
Meta Llama 4 decision pack for schools
July 24, 2025
Meta’s Llama models have made “open” AI feel within reach for schools, but the practical decision is rarely about hype. It is about governance, safeguarding, data protection, and whether your team can operate a model safely over time. This decision pack helps school leaders choose between adopting a vendor-hosted Llama 4 service, commissioning a managed private instance, self-hosting, or waiting. It includes minimum-data patterns, total cost of ownership factors, classroom-safe use cases, a clear decision matrix against proprietary models, and a “Llama 4 watch” checklist if Llama 4 has not launched yet.
Open Source AI in Education
January 23, 2025
Open-source AI models such as Llama and Mistral are now powerful enough to handle everyday school workflows, often at a fraction of the cost of commercial subscriptions. This playbook walks IT leads and digital strategy teams through practical deployment choices, safety guardrails and governance steps. You will see how to wrap open models in filtering, logging and role-based access so they are safe enough for staff and students, while generating clear savings compared with GPT- or Claude-style licences. The focus is on realistic classroom use, not lab experiments.
Half-Term AI Challenge Ideas
October 18, 2024
This playbook shares simple, self-directed AI mini challenges that pupils can explore over October half-term with almost no teacher prep. Using free tools and clear guardrails, families can choose from creative, curiosity-driven projects that balance on-screen and off-screen time. From primary to upper secondary, each age band has ideas that build confidence, digital literacy and independent learning. Schools simply share a one-page “AI challenge menu” so pupils can pick and mix tasks that suit their interests and access to devices. Perfect for keeping curiosity alive without turning half-term into homework.
Our New File Upload Feature
June 14, 2024
Automated Education is excited to introduce a new file upload feature that promises to revolutionise the way educators interact with the platform. This update allows users to directly upload various file formats such as PDFs, Word documents, and Google Docs, thereby saving time and effort. The feature maintains the original formatting, making it ideal for tasks like lesson planning, quiz generation, and translation. This enhancement aims to streamline the educational process, offering greater flexibility and efficiency for educators. Explore this new capability today and transform your teaching experience.
Craft the Perfect Cover Letter with Ease
May 28, 2024
Automated Education is excited to introduce a new feature that simplifies your job application process: the Cover Letter tool. This innovative addition helps you craft professional, tailored cover letters using advanced AI, making job applications smooth and efficient. Provide your resume and job details, and the tool generates a customised cover letter that highlights your qualifications. Save time, reduce stress, and improve your chances of success with a well-structured, error-free cover letter. Ideal for new positions, promotions, or career changes, this tool is a must-have for any job seeker.
Professional Profile with AI
May 18, 2024
Automated Education introduces the Experience Profile Tool, a new feature designed to help educators effortlessly craft and update their professional profiles. This tool streamlines the process of documenting your skills, experience, and qualifications, providing a polished and coherent output. Key features include easy input of experience, tailored job profiles, and professional output, along with examples and guidance. Whether updating your CV or preparing for a job interview, the Experience Profile Tool saves you time and effort, ensuring your profile stands out and accurately reflects your professional journey. Try it today to enhance your career progression.
Student Development Support
April 29, 2024
We are thrilled to introduce the **Student Development Talk Tool** by Automated Education, a revolutionary feature designed to help educators prepare for impactful development talks with their students. This tool simplifies the preparation process, offering structured outlines and personalised suggestions based on each student's performance and goals. Key features include historical performance analysis, current performance insights, and goal setting, all aimed at providing personalised and effective support. Save time and ensure no detail is missed with this innovative tool, transforming the way you foster student growth. Start today and make every development talk count!
Elevate Your Professional Journey
April 24, 2024
Unlock your full potential in the education sector with our newly launched trio of career development tools: the Profile Builder, Resume Reviewer, and Interview Questions generator. These innovative resources are designed to polish your professional image, hone your resume, and sharpen your interview skills. Whether you're climbing the career ladder or recruiting top talent, our tools offer tailored assistance to help you stand out. Embrace the future of professional development and navigate your career with confidence, whilst retaining the invaluable human touch that defines your professional journey. Join us in shaping the future of education and elevate your professional journey today.
Stand Out on Job Applications
April 23, 2024
Elevate your job applications with Automated Education's new **Resume Reviewer** feature. This innovative tool provides tailored feedback to enhance the structure, content, and presentation of your resume. Whether you're seeking a teaching position, aiming for a promotion, or transitioning to a new career, the Resume Reviewer helps you highlight your strengths and qualifications effectively. Simply upload your resume, enter job details, and receive detailed, actionable feedback. Streamline your job search and improve your prospects with a polished, professional resume that stands out to employers.