Guides
All guides
37 guides across six topics, newest check first. Looking for a place to start? The topics page groups them by question.
- Which jobs will AI not replace? What the evidence saysNo job comes with a guarantee. This guide shows which kinds of work official data rate as less exposed to AI, why forecasts disagree, and what is still unknown.
- AI governance explained: what it is and how to startA plain guide to what AI governance means inside an organisation, the three frameworks people name most, where the law fits, and seven first steps a small team can take.
- The AI hallucination problem: why chatbots make things upA plain-English guide to why AI systems invent facts and sources, how often published tests caught it, what helps, and how to check an answer before you rely on it.
- The European AI Act explained in plain EnglishA plain-English guide to the European AI Act: who it covers, how it sorts AI by risk, what is banned, and which dates apply as of 24 October 2026, linked to the law itself.
- Is ChatGPT safe? What happens to what you typeA plain, dated reading of OpenAI's own policies: what ChatGPT collects, what it does with your chats, what never to paste in, and the settings that exist today.
- AI Regulation News Today in the US, and What Just ChangedWhat changed in US AI rules as of 24 October 2026: federal orders, bills in Congress, agency steps, court rulings and state laws, each with the source to read.
- AI job loss predictions and how far to trust themPublished forecasts of AI and job loss range from alarming to modest. This page lays out who made them, the method in one line, how they differ and why to hold them loosely.
- Are there jobs AI will never replace? The evidence by taskA list-style answer built on tasks, not job titles: what the evidence says is harder for AI today, where each claim runs out, and how to read any AI-proof list.
- Will AI replace accountants? What is automated and what is notAI is taking over routine accounting tasks, yet no source we read expects it to remove the profession. Here is what the job data, regulators and accounting bodies say.
- Will AI replace coding jobs? What the studies showAI coding tools are changing how programmers work, but the studies disagree on how much faster they make people. Here are the named studies, their limits and the official job numbers.
- Will AI replace jobs? Tasks, jobs and what to watchAI is taking over some tasks and a few occupations are projected to shrink, but broad job replacement is not yet visible in the data. Here is what is measured and what to watch.
- Will AI replace lawyers? What AI does in legal work nowAI is used in legal research and drafting, yet no source we read expects it to replace lawyers. This page covers job data, bar guidance and cases where AI-made citations went wrong.
- AI data governance: provenance, consent, quality and retentionData governance decides who may use which data and for how long. When that data trains or feeds AI, four questions matter more: where it came from, consent, quality and retention.
- AI governance challenges and how published frameworks answer themOrganisations say the same problems come up again and again: knowledge, budget, measuring risk, deciding what is acceptable and keeping up with rules. Here is what the published sources say.
- AI governance failure: four cases from regulators and courtsReal cases where an organisation's rules, checks or ownership around an automated system fell short, described only from public regulator findings, agency complaints and court records.
- AI governance jobs: roles, skills and credentials explainedAI governance work is spread across many job titles. This guide uses public job frameworks and reports to describe the kinds of roles, the skills they ask for and the credentials that exist.
- AI governance maturity model: levels and a small-team self-checkA maturity model is a ladder that shows what better AI governance looks like. Here is how published models work, plus a simple original self-check for a small team, clearly a starting point.
- ISO 42001 PDF: what the standard covers and where to get itISO/IEC 42001 is a paid standard for running an AI management system. We do not host or copy it. This page explains what it covers and where to buy the official copy.
- AI hallucination examples: documented cases and lessonsDocumented cases where AI invented citations, policies or words, each linked to the court order, tribunal decision or study, with the lesson in plain language.
- Algorithmic bias examples from hiring, lending and policingReal cases of algorithmic bias in hiring, credit, criminal justice and retail security, with a clear label on what is a finding, a settlement or only an allegation.
- Bias and discrimination in AI and how it gets into systemsA plain-English explainer on what bias in AI means, the four routes it takes into a system, what regulators found, and the questions to ask before you rely on a tool.
- The dangers of AI in healthcare, and where it helpsWhere AI helps in medicine, where published studies and the WHO found real risks, and what FDA and WHO have said, with each claim linked to its source.
- AI and GDPR: how data protection law applies to AIA plain-English look at how the GDPR applies to AI: when it applies, which legal basis a developer can use, what the rules say about automated decisions, and what regulators have said.
- Canada AI regulation: what is law and what is proposedCanada has no federal law written for AI. This guide explains what lapsed, what is voluntary, what Ontario has passed and what the 2026 bills would change, with links to government sources.
- China AI regulation: the main rules explainedChina has no single AI law. This guide explains the separate published rules on algorithms, generative AI, content labels and AI companions, with dates and links to the official texts.
- EU AI Act news 2026: what changed and what comes nextWhat changed in the EU AI Act in 2026, in date order, with the next deadlines and links to the Official Journal and the Commission's own pages. Last checked 24 October 2026.
- Japan AI policy news today: the AI Act, plan and guidelinesJapan relies on a promotion law, a national plan and voluntary guidelines rather than strict bans. This guide explains each piece as of 24 October 2026, with links to the government texts.
- South Korea AI policy news today: the AI Basic ActSouth Korea's AI framework law took effect on 22 January 2026. This guide explains what it requires, the limited fines and the grace period, with links to the government texts.
- AI and privacy concerns to know about before you chatWhat can go wrong with the data you give an AI chatbot, what privacy regulators have said so far, and six practical steps to share less and keep more control.
- ChatGPT privacy policy explained in plain EnglishWhat OpenAI's US privacy policy says about the data ChatGPT collects, how it is used, how long it is kept, and what it does not tell you, with links to the original.
- Is Character.AI safe? A parent's guide to companion chatbotsWritten for parents: what companion-style chatbots are, what regulators and child-safety groups have said, what the platform itself states about age and teens, and what to do.
- Is Gemini safe? What Google says it does with your chatsA plain reading of Google's own Gemini pages: what is collected, who may read chats, when chats train AI, how long they are kept and which switches exist.
- Is Perplexity AI safe? What it collects and how it citesA plain reading of Perplexity's privacy notice, terms and help pages: what data it collects, how its citations work, what you can delete and what to check yourself.
- AI and Copyright Law in the US, From Training Data to AI ArtTwo questions people mix up, who owns AI-made work and whether training on copyrighted material is allowed, answered from the Copyright Office and the courts.
- AI Regulation in the US Is Split Between Federal and State LawA state-versus-federal map of US AI rules, with a link to each state's own page and a plain note on where the two levels meet. Last checked 24 October 2026.
- US AI Regulation News Since 2025, in Date OrderEach entry gives the date, who acted, what the document does in plain words and where to read it. Last checked on 24 October 2026.
- US Executive Order on AI Explained, Order by OrderEight executive orders in date order: what each one tells federal agencies to do, where to read the official text, and what we could not confirm. Last checked 24 October 2026.