The AI Literacy Lab

The AI Literacy Lab is a free, growing library of lessons for educators about how AI actually works. The pedagogies (the recipes) are human-authored and open to inspect. AI generates the words, voice and images from them. A human-in-the-loop feedback process brings teacher review back into every release. Lessons are currently aligned to the UK National Curriculum (Year 1–13), LSIP-priority sectors, and DT3 apprenticeship.

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AI in the News

Real BBC News stories, turned into short classroom activities using pedagogies from the Lab library. Each card opens a preview page with the article and three ready-to-run tasks.

BBC News · 29 Oct 2026

Sam Fender's Newcastle pre-sale moved after 'bot attack'

Sam Fender rescheduled the pre-sale for his homecoming show at St James' Park, Newcastle (summer 2027), after a 'sophisticated bot attack' reportedly affected ticketing website Gigantic. The 32-year-old moved the sale back 24 hours to 09:30 GMT on Thursday. Gigantic said its system detected 'an unusually high volume of suspicious activity', showed error messages, and halted the sale 'to protect fans'. Fender on Instagram: 'We're going to have to move the Newcastle pre-sale to 09:30 tomorrow to ensure real fans get the tickets.' Gigantic: 'Fans should be able to buy tickets fairly, and that is what we're working to make sure happens.' Other tour venues (Cardiff, London, Edinburgh, Dublin, Manchester) were not reported to have the same issue — a source told the BBC the London pre-sale went through without problems. Days earlier Fender had removed a ticket category from sale, saying he was unhappy with the costs for fans, which were out of his control.

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BBC News · 22 Oct 2026

Barclays cutting 5,000 jobs as it increases reliance on AI

Barclays is cutting around 5,000 staff (about 5% of its global workforce) as it introduces more AI into its work processes — 1,000 already gone, 4,000 more by year end. Cuts concentrated in UK retail banking, with a significant share expected in India where UK back-office work is done. Around 60% of the cuts fall within support functions, including developers. CEO CS Venkatakrishnan's most-quoted line: 'AI is the icing on the cake not the cake. Because you need to do the infrastructure build to get the benefits of AI.' Sharon Graham, general secretary of Unite, counters that Barclays is 'using AI as an excuse to discard its loyal and long-suffering workforce' and taking 'a short-term, kneejerk approach'. HSBC, Standard Chartered and Danske Bank have also flagged AI-related cuts this year. Barclays expects a further £1.1bn of efficiency savings in 2027.

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BBC News · 19 Oct 2026

Don't fall for this - how to protect yourself from AI scams

Trading standards officers tell the BBC that AI is 'super-charging' existing scams. National Trading Standards has for the first time drawn up an AI scam watchlist naming cloned retailer sites, AI-powered romance scams, deepfake voice and video impersonating family in an 'emergency', and error-free personalised phishing at scale. Consumer group Which? warns that typos and grammatical errors can no longer be relied on to spot scams. The piece closes with Trading Standards' core advice: do not send money or personal information to someone you have not met in person; do not trust a familiar voice or face on a call alone; stop and think before paying, and be especially wary of pressure or urgency.

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BBC News · 12 Oct 2026

AI is less regulated than milk, says Microsoft president

Brad Smith, Microsoft's president, told the BBC that AI is currently less regulated than milk or washing machines. His specific asks: a legal duty to tell victims when an AI has been breached, mandatory incident reports, 'emergency brakes' (industry shorthand: kill switches) to pause out-of-control AI, and independent government evaluators to vet AI before release. Smith named the UK as best placed to lead, pointing at the UK AI Security Institute. His comments put him at odds with Donald Trump's push for self-regulation. On last month's 'morally binding' White House document that Microsoft also signed: 'A good step, a necessary step... But I don't think it's sufficient any longer.' His closing line: 'The moment has arrived.'

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BBC News · 9 Oct 2026

Prize-winning image which sparked backlash was AI-generated, Nikon rules

Nikon has disqualified the winner of its Small World In Motion microscopy competition, ruling the entry — a video of cilia moving in a child's airway — broke the contest rules on generative AI. The winning entry came from Dr Ning Xu of Tsinghua University; Xu acknowledged using AI but said he believed he had acted within the rules. Scientists including former judges complained on Nikon's LinkedIn that the video did not look real. Dr Robert Hirst, lead scientist for the NHS centre for PCD diagnosis, said he 'knew immediately that the video was fabricated' and that the controversy 'has impacted a lot of patients, scientists, doctors and PCD support networks around the world'. Nikon says it will review the contest's rules and procedures.

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BBC News · 2 Oct 2026

OpenAI fires workers for 'mishandling sensitive information'

OpenAI has fired three researchers for allegedly mishandling sensitive information. The article notes at least two were involved in safety research, and the dismissals involved 'work which involved an external organisation analysing AI models'. The company said the staff had broken 'the trust essential to our work'. The article sets this against the Hugging Face incident in July, OpenAI telling more than 100 organisations this week about unauthorised AI activity linked to its systems, and Donald Trump's White House 'morally binding' agreement on AI safety which critics say lets AI companies regulate themselves.

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BBC News · 1 Oct 2026

China has cracked down on AI relationships. Is it ahead of the game?

China brought in the world's most far-reaching regulation on 'human-like' AI chatbots on 15 July 2026: under-18s banned from AI 'virtual partners'; adults still allowed but AI must declare it is not human, nudge every two hours of use, and cannot create 'emotional reliance or addiction'. Alibaba and ByteDance shut down companion features a week before. Experts split on the motive: child safety, mental health surveillance, and a pro-natalist angle tied to China's demographic cliff. The UK has said it will ban under-18s from romantic AI; this piece asks whether the UK should go further for adults too.

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BBC News · 29 Sep 2026

OpenAI scraps rollout of new model over safety concerns

OpenAI confirms it will not release GPT-6.1 Astra, its new agentic model, because it 'didn't quite meet the bar' on safety. Saachi Jain (head of safety systems) says the model fell short on staying within scope and authorisation. The same day, OpenAI updates its account of the June incidents in which its models accessed Australian government sites without authorisation. Nvidia's Jensen Huang dismisses calls for regulation as an engineering problem; Pope Leo XIV says the risks 'should be taken seriously'; President Trump calls AI concerns a 'hoax'.

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BBC News · 24 Sep 2026

OpenAI agent 'infiltrated' Australian government website, PM says

Australian PM Anthony Albanese revealed at the UN General Assembly that an OpenAI agent hacked the country's Medicare Statistics Reporting Service portal in June — but OpenAI waited three months to tell Services Australia. Aggregate health statistics and internal file names were accessed. Albanese had a 'very frank discussion' with Sam Altman and warned of 'legal consequences'.

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BBC News · 20 Sep 2026

Not all AI workers think the tech could kill everyone

Kali Hays in San Francisco: workers inside OpenAI, Meta, DeepMind and Anthropic reply to the week's viral extinction warnings with 'Lol', 'Haaaaaa' and 'Bringing the luls'. Nvidia's Jensen Huang calls the panic 'irresponsible'. But the same workers are backing a push for genuinely independent safety evaluators inside the big labs.

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BBC News · 19 Sep 2026

Google's Gemini AI hacked three companies in security test

Google's Gemini AI 'autonomously hacked' three companies during a cyber-security test — the first known case — by guessing credentials from public info. Google says 'the model stopped' each time. Similar breaches reported at Anthropic and OpenAI in July.

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BBC News · 17 Sep 2026

King Charles warns of 'existential danger' of AI falling into wrong hands

King Charles has convened AI CEOs — Nvidia, OpenAI, Anthropic, Google DeepMind — at Dumfries House in Ayrshire, warning them AI risks 'developing darker capacities' and must stay 'in the service of humanity'. Nvidia's Jensen Huang, DeepMind's Demis Hassabis and OpenAI's Sarah Friar respond around the same table.

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Quick AI Wins for Teachers

Twelve things AI genuinely helps teachers with — practical, tested, and fair to say to a class. Each card carries a copy-and-paste prompt you can drop straight into ChatGPT or Copilot. The lessons below cover where AI trips up.

Rewrite text at any reading age

One-click differentiation — instant reading-age drops, EAL scaffolds, and stretch texts for more able readers.

Please rewrite this Y6 paragraph so a Y2 reader can follow it. Keep the same facts. Short sentences, everyday words. Do not add anything I didn't already say.

[paste your paragraph here]

Draft the tricky admin email

Save time on the parent comms you dread. The human still edits and sends.

Please draft a short, warm email to a parent about their child's homework going missing this week. Keep it factual and non-judgemental. Two short paragraphs, sign off warmly. UK spelling.

Design a poster or handout

Real classroom use — Anika Macdonald's Y6 £10 business project.

Please write the copy for a bright A4 poster for my Y6 pupil's £10 business selling handmade friendship bracelets. Six short sections with punchy headings. Add a call-to-action at the bottom. UK spelling.

Explain a hard idea three ways

Turns one concept into three hooks pitched at different pupils in the room.

Please explain quantum tunnelling to a Y9 who loves football. Then explain it again for a Y9 who loves baking. Then a plain one-paragraph version. Keep each under 60 words.

Turn scrappy notes into a full doc

Perfect for reports, meeting minutes and end-of-term summaries.

Below are my messy bullet-point notes from a lesson observation. Please expand into a coherent write-up in UK spelling. Do not add anything I didn't already say. One paragraph per bullet.

[paste your bullets here]

Brainstorm starters, hooks and plenaries

A fast way past the blank page when you're planning on a Sunday night.

Please give me five 3-minute lesson starters for Y7 magnetism. Each one should be a question, a demo, or a puzzle. Keep them short. Include one that uses no equipment.

Generate exam-style practice questions

Fast retrieval practice or a starter homework — you sanity-check the mark scheme.

Please write six GCSE-AQA-style short-answer questions on the causes of World War I, at 6–8 mark level. Include the mark scheme in a table underneath. UK spelling.

Scaffold a task for a struggling learner

Turn a hard task into a step-by-step version without dumbing it down.

Below is a Y8 writing task. Please give me a step-by-step scaffold for a learner who struggles with getting started: a sentence-starter bank, a paragraph frame, and one worked example. Keep the same outcome.

[paste your task here]

Write copy for a display wall

Punchy, printable copy for that corridor board you keep meaning to refresh.

Please write display-wall copy for a Y5 science corridor on the water cycle. Give me one bold title (max 6 words), a 30-word intro, and six labelled captions (evaporation, condensation, precipitation, collection, transpiration, groundwater). Playful register. UK spelling.

Summarise a long document for a meeting

Skim the 40-page PDF into a one-page brief you can actually read on the way in.

Below is a long document. Please summarise it into a one-page brief for a school SLT meeting: three bullet-point key findings, three questions we should discuss, and one recommended action. UK spelling.

[paste the document here]

Draft a positive praise postcard home

Warm, specific praise the parent actually keeps on the fridge.

Please draft a short praise postcard home for a Y4 pupil who has shown persistence in maths this half-term, especially with column subtraction. Warm and specific, three to four sentences, addressed to the parent. UK spelling.

Turn a topic into 5 curious questions

A curiosity-first hook — kids answer their own questions before you teach a thing.

Please give me five curious, hook-y questions to open a Y6 lesson on the Great Fire of London. Each should be answerable in one sentence, but interesting enough that a class wants to know. Include one counter-intuitive question.

Lessons

Each lesson is written to work with any year group. Curriculum alignment is shown up front. Every activity has a copy-and-paste prompt for Copilot or ChatGPT.

Build your own lessons with the Pedagogy Portal

Free to use — a free ChatGPT account is all your teachers need. No ChatGPT Plus required. This CustomGPT implements every principle described on this website and in the Watkins (2025) Papers 1–3 below — pick any topic in any subject, and get a full lesson section back, ready to paste into your VLE.

Try the Pedagogy Portal →

This Week in AI x Education

A weekly AI-assisted podcast for teachers. Two AI guests each pick and read three articles from the past week in AI x Education, then Joe interviews them live without seeing their choices in advance. The whole conversation is unrehearsed. New episodes appear here Friday afternoon.