{"id":278,"date":"2026-08-12T11:48:24","date_gmt":"2026-08-12T11:48:24","guid":{"rendered":"https:\/\/symcox.co.uk\/explore-by-question\/"},"modified":"2026-08-12T11:48:24","modified_gmt":"2026-08-12T11:48:24","slug":"explore-by-question","status":"publish","type":"page","link":"https:\/\/symcox.co.uk\/index.php\/explore-by-question\/","title":{"rendered":"Explore by Question"},"content":{"rendered":"<p class=\"symcox-question-introduction\">Begin with the question closest to the problem you are trying to understand. The directory contains all 100 canonical CKP questions, grouped by their governed themes.<\/p><nav class=\"symcox-question-theme-index\" aria-label=\"Question themes\"><ol><li><a href=\"#question-theme-1\">Reliability and Hallucination<\/a><\/li><li><a href=\"#question-theme-2\">Context and Relevance<\/a><\/li><li><a href=\"#question-theme-3\">Memory and Continuity<\/a><\/li><li><a href=\"#question-theme-4\">Prompting and Instruction<\/a><\/li><li><a href=\"#question-theme-5\">Professional Work and Quality<\/a><\/li><li><a href=\"#question-theme-6\">Decision-Making and Priorities<\/a><\/li><li><a href=\"#question-theme-7\">Knowledge Management and Retrieval<\/a><\/li><li><a href=\"#question-theme-8\">Governance, Risk and Accountability<\/a><\/li><li><a href=\"#question-theme-9\">Teams, Organisations and Scale<\/a><\/li><li><a href=\"#question-theme-10\">Architecture, Workflow and the Future of AI Work<\/a><\/li><\/ol><\/nav><div class=\"symcox-question-groups\"><section class=\"symcox-question-group\" id=\"question-theme-1\"><h2>Reliability and Hallucination<\/h2><ol><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-ai-make-things-up\/\">Why does AI make things up?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-can-i-stop-ai-hallucinating\/\">How can I stop AI hallucinating?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-is-ai-confidently-wrong\/\">Why is AI confidently wrong?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-ai-give-different-answers-to-the-same-question\/\">Why does AI give different answers to the same question?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-know-whether-an-ai-answer-is-trustworthy\/\">How do I know whether an AI answer is trustworthy?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-ai-invent-sources-or-quotations\/\">Why does AI invent sources or quotations?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/should-i-ask-ai-to-admit-when-it-does-not-know\/\">Should I ask AI to admit when it does not know?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/can-a-better-prompt-guarantee-accuracy\/\">Can a better prompt guarantee accuracy?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-ai-repeat-an-error-after-i-correct-it\/\">Why does AI repeat an error after I correct it?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/when-should-i-verify-an-ai-answer-myself\/\">When should I verify an AI answer myself?<\/a><\/li><\/ol><\/section><section class=\"symcox-question-group\" id=\"question-theme-2\"><h2>Context and Relevance<\/h2><ol><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-much-context-should-i-give-ai\/\">How much context should I give AI?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-too-much-context-make-answers-worse\/\">Why does too much context make answers worse?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-ai-ignore-an-important-detail-i-supplied\/\">Why does AI ignore an important detail I supplied?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/should-i-paste-my-entire-document-into-ai\/\">Should I paste my entire document into AI?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-make-ai-understand-what-i-really-want\/\">How do I make AI understand what I really want?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-ai-answer-the-wrong-question\/\">Why does AI answer the wrong question?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-keep-background-information-from-overwhelming-the-task\/\">How do I keep background information from overwhelming the task?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-should-go-into-a-project-context-file\/\">What should go into a project context file?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-handle-conflicting-information-in-my-notes\/\">How do I handle conflicting information in my notes?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/can-ai-decide-which-context-is-relevant-by-itself\/\">Can AI decide which context is relevant by itself?<\/a><\/li><\/ol><\/section><section class=\"symcox-question-group\" id=\"question-theme-3\"><h2>Memory and Continuity<\/h2><ol><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-ai-forget-what-i-told-it\/\">Why does AI forget what I told it?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-do-long-conversations-become-less-reliable\/\">Why do long conversations become less reliable?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-continue-a-project-in-a-new-chat\/\">How do I continue a project in a new chat?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-should-ai-remember-permanently\/\">What should AI remember permanently?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-stop-repeating-myself-to-ai\/\">How do I stop repeating myself to AI?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/is-ai-memory-enough-for-serious-work\/\">Is AI memory enough for serious work?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-preserve-decisions-made-across-many-sessions\/\">How do I preserve decisions made across many sessions?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-is-the-difference-between-memory-and-preparation\/\">What is the difference between memory and preparation?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-recover-after-a-project-conversation-has-become-confused\/\">How do I recover after a project conversation has become confused?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-can-ai-maintain-continuity-without-carrying-every-old-message\/\">How can AI maintain continuity without carrying every old message?<\/a><\/li><\/ol><\/section><section class=\"symcox-question-group\" id=\"question-theme-4\"><h2>Prompting and Instruction<\/h2><ol><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-are-my-prompts-becoming-longer-and-longer\/\">Why are my prompts becoming longer and longer?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/do-i-need-to-become-a-prompt-engineer\/\">Do I need to become a prompt engineer?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-makes-a-good-professional-ai-instruction\/\">What makes a good professional AI instruction?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-a-prompt-work-once-and-fail-later\/\">Why does a prompt work once and fail later?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/should-i-use-a-standard-prompt-template\/\">Should I use a standard prompt template?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-detailed-should-my-instructions-be\/\">How detailed should my instructions be?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-ai-follow-some-instructions-and-ignore-others\/\">Why does AI follow some instructions and ignore others?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/should-i-tell-ai-what-role-to-adopt\/\">Should I tell AI what role to adopt?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/can-examples-improve-ai-output\/\">Can examples improve AI output?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-is-more-important-the-prompt-or-the-context\/\">What is more important: the prompt or the context?<\/a><\/li><\/ol><\/section><section class=\"symcox-question-group\" id=\"question-theme-5\"><h2>Professional Work and Quality<\/h2><ol><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-ai-produce-generic-professional-writing\/\">Why does AI produce generic professional writing?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-make-ai-work-like-an-experienced-colleague\/\">How do I make AI work like an experienced colleague?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-do-i-spend-so-long-correcting-ai-output\/\">Why do I spend so long correcting AI output?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-can-ai-preserve-my-voice\/\">How can AI preserve my voice?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-stop-ai-changing-the-meaning-of-my-work\/\">How do I stop AI changing the meaning of my work?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/can-ai-perform-expert-work-without-an-expert-present\/\">Can AI perform expert work without an expert present?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-get-consistent-output-across-repeated-tasks\/\">How do I get consistent output across repeated tasks?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-ai-polish-weak-thinking-instead-of-improving-it\/\">Why does AI polish weak thinking instead of improving it?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-should-ai-handle-specialist-terminology\/\">How should AI handle specialist terminology?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-does-human-in-the-loop-actually-require\/\">What does &#039;human in the loop&#039; actually require?<\/a><\/li><\/ol><\/section><section class=\"symcox-question-group\" id=\"question-theme-6\"><h2>Decision-Making and Priorities<\/h2><ol><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/can-ai-help-me-decide-what-to-do-next\/\">Can AI help me decide what to do next?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-ai-give-me-obvious-recommendations\/\">Why does AI give me obvious recommendations?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-can-ai-prioritise-competing-work\/\">How can AI prioritise competing work?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/can-ai-act-as-a-chief-of-staff\/\">Can AI act as a chief of staff?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-make-ai-challenge-my-assumptions\/\">How do I make AI challenge my assumptions?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-ai-agree-with-me-too-easily\/\">Why does AI agree with me too easily?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-can-ai-help-with-strategic-planning\/\">How can AI help with strategic planning?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-should-ai-deal-with-uncertainty-in-a-decision\/\">How should AI deal with uncertainty in a decision?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/can-ai-distinguish-urgent-work-from-important-work\/\">Can AI distinguish urgent work from important work?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-prevent-ai-from-creating-more-work-than-it-saves\/\">How do I prevent AI from creating more work than it saves?<\/a><\/li><\/ol><\/section><section class=\"symcox-question-group\" id=\"question-theme-7\"><h2>Knowledge Management and Retrieval<\/h2><ol><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-should-i-organise-knowledge-for-ai\/\">How should I organise knowledge for AI?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/do-i-need-a-vector-database\/\">Do I need a vector database?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-is-the-difference-between-rag-and-ckp\/\">What is the difference between RAG and CKP?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-does-search-return-relevant-documents-but-poor-answers\/\">Why does search return relevant documents but poor answers?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-know-which-source-ai-should-trust\/\">How do I know which source AI should trust?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/should-all-company-knowledge-be-available-to-ai\/\">Should all company knowledge be available to AI?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-keep-ai-knowledge-up-to-date\/\">How do I keep AI knowledge up to date?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-should-happen-when-two-authoritative-sources-disagree\/\">What should happen when two authoritative sources disagree?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-can-ai-reuse-lessons-from-previous-work\/\">How can AI reuse lessons from previous work?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-is-a-folder-full-of-documents-not-a-knowledge-system\/\">Why is a folder full of documents not a knowledge system?<\/a><\/li><\/ol><\/section><section class=\"symcox-question-group\" id=\"question-theme-8\"><h2>Governance, Risk and Accountability<\/h2><ol><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-we-govern-ai-without-stopping-useful-work\/\">How do we govern AI without stopping useful work?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/who-is-accountable-for-an-ai-assisted-decision\/\">Who is accountable for an AI-assisted decision?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-we-prevent-confidential-information-leaking-into-ai\/\">How do we prevent confidential information leaking into AI?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/when-should-ai-be-prohibited-from-acting-alone\/\">When should AI be prohibited from acting alone?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-can-we-audit-an-ai-generated-result\/\">How can we audit an AI-generated result?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-should-an-ai-policy-contain\/\">What should an AI policy contain?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-we-stop-outdated-rules-guiding-new-work\/\">How do we stop outdated rules guiding new work?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/can-ai-governance-be-automated\/\">Can AI governance be automated?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-should-ai-handle-personal-or-sensitive-data\/\">How should AI handle personal or sensitive data?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-evidence-should-be-kept-when-ai-contributes-to-work\/\">What evidence should be kept when AI contributes to work?<\/a><\/li><\/ol><\/section><section class=\"symcox-question-group\" id=\"question-theme-9\"><h2>Teams, Organisations and Scale<\/h2><ol><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-we-stop-everyone-using-ai-differently\/\">How do we stop everyone using AI differently?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/should-teams-share-prompts\/\">Should teams share prompts?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-we-keep-ai-outputs-consistent-across-departments\/\">How do we keep AI outputs consistent across departments?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-should-we-train-staff-to-use-ai\/\">How should we train staff to use AI?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-do-ai-pilots-succeed-but-operational-use-fails\/\">Why do AI pilots succeed but operational use fails?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-can-organisational-knowledge-survive-staff-turnover\/\">How can organisational knowledge survive staff turnover?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/can-ckp-work-across-different-ai-systems\/\">Can CKP work across different AI systems?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-we-prevent-duplicate-ai-work\/\">How do we prevent duplicate AI work?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-can-managers-know-whether-ai-is-genuinely-helping\/\">How can managers know whether AI is genuinely helping?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-changes-when-ai-use-scales-across-an-organisation\/\">What changes when AI use scales across an organisation?<\/a><\/li><\/ol><\/section><section class=\"symcox-question-group\" id=\"question-theme-10\"><h2>Architecture, Workflow and the Future of AI Work<\/h2><ol><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/why-is-a-chatbot-not-enough-for-complex-work\/\">Why is a chatbot not enough for complex work?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-is-the-missing-layer-between-people-and-ai\/\">What is the missing layer between people and AI?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-should-an-ai-workflow-begin\/\">How should an AI workflow begin?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/when-should-ai-retrieve-information-and-when-should-it-generate\/\">When should AI retrieve information and when should it generate?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-do-i-design-ai-work-that-survives-model-changes\/\">How do I design AI work that survives model changes?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/should-ai-systems-prepare-information-before-i-ask\/\">Should AI systems prepare information before I ask?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/how-can-ai-move-from-answering-questions-to-supporting-action\/\">How can AI move from answering questions to supporting action?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-makes-an-ai-system-professionally-dependable\/\">What makes an AI system professionally dependable?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/is-better-ai-mainly-a-model-problem\/\">Is better AI mainly a model problem?<\/a><\/li><li><a href=\"https:\/\/symcox.co.uk\/index.php\/question\/what-is-ckps-central-answer-to-these-100-questions\/\">What is CKP&#039;s central answer to these 100 questions?<\/a><\/li><\/ol><\/section><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":4,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-278","page","type-page","status-publish"],"_links":{"self":[{"href":"https:\/\/symcox.co.uk\/index.php\/wp-json\/wp\/v2\/pages\/278","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/symcox.co.uk\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/symcox.co.uk\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/symcox.co.uk\/index.php\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/symcox.co.uk\/index.php\/wp-json\/wp\/v2\/comments?post=278"}],"version-history":[{"count":1,"href":"https:\/\/symcox.co.uk\/index.php\/wp-json\/wp\/v2\/pages\/278\/revisions"}],"predecessor-version":[{"id":297,"href":"https:\/\/symcox.co.uk\/index.php\/wp-json\/wp\/v2\/pages\/278\/revisions\/297"}],"wp:attachment":[{"href":"https:\/\/symcox.co.uk\/index.php\/wp-json\/wp\/v2\/media?parent=278"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}