https://curricullm.com/blog Insights on AI in education, curriculum alignment, and the future of learning from the CurricuLLM team. en-AU Sat, 17 Oct 2026 01:06:35 GMT https://curricullm.com/blog/agents-building-ai-copyright-and-competition-and-a-model-that-only-judges https://curricullm.com/blog/agents-building-ai-copyright-and-competition-and-a-model-that-only-judges Sat, 19 Sep 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/extinction-talk-versus-todays-harms-guardrails-not-detox-and-a-digital-duty-of-care https://curricullm.com/blog/extinction-talk-versus-todays-harms-guardrails-not-detox-and-a-digital-duty-of-care Sat, 12 Sep 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/prototype-fast-commission-with-care-and-ai-as-a-sovereignty-question https://curricullm.com/blog/prototype-fast-commission-with-care-and-ai-as-a-sovereignty-question Sat, 05 Sep 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/agents-in-the-lab-ai-as-a-legal-advisor-and-why-domain-experts-still-run-the-experiment https://curricullm.com/blog/agents-in-the-lab-ai-as-a-legal-advisor-and-why-domain-experts-still-run-the-experiment Sat, 29 Aug 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/homework-gains-exam-losses-the-ai-refuser-and-where-ai-leaders-sit https://curricullm.com/blog/homework-gains-exam-losses-the-ai-refuser-and-where-ai-leaders-sit Sat, 22 Aug 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-in-the-fair-work-commission-unsupervised-hsc-assessment-and-a-web-that-machines-now-read https://curricullm.com/blog/ai-in-the-fair-work-commission-unsupervised-hsc-assessment-and-a-web-that-machines-now-read Sat, 15 Aug 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/how-schools-should-respond-to-ai-and-why-learning-is-not-the-same-as-assessment https://curricullm.com/blog/how-schools-should-respond-to-ai-and-why-learning-is-not-the-same-as-assessment Sat, 08 Aug 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/switching-off-the-noise-age-appropriate-ai-in-schools-and-the-cost-of-data-centres https://curricullm.com/blog/switching-off-the-noise-age-appropriate-ai-in-schools-and-the-cost-of-data-centres Sat, 01 Aug 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/a-whole-school-ai-policy-real-time-video-tutors-and-practising-ielts-with-live-voice https://curricullm.com/blog/a-whole-school-ai-policy-real-time-video-tutors-and-practising-ielts-with-live-voice Sat, 25 Jul 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/frontier-standards-the-prime-ministers-ai-agenda-and-why-ai-makes-work-look-the-same https://curricullm.com/blog/frontier-standards-the-prime-ministers-ai-agenda-and-why-ai-makes-work-look-the-same Sat, 18 Jul 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/apples-openai-lawsuit-looking-inside-a-models-thoughts-and-why-shadow-ai-is-a-training-problem https://curricullm.com/blog/apples-openai-lawsuit-looking-inside-a-models-thoughts-and-why-shadow-ai-is-a-training-problem Sat, 11 Jul 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/how-ai-reshapes-language-the-sovereign-ai-question-and-why-summarisation-is-never-neutral https://curricullm.com/blog/how-ai-reshapes-language-the-sovereign-ai-question-and-why-summarisation-is-never-neutral Sat, 04 Jul 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/saturated-benchmarks-a-new-model-family-and-reading-the-unreadable https://curricullm.com/blog/saturated-benchmarks-a-new-model-family-and-reading-the-unreadable Sat, 27 Jun 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/norways-near-ban-rebound-effects-and-what-voice-assistants-teach-children https://curricullm.com/blog/norways-near-ban-rebound-effects-and-what-voice-assistants-teach-children Sat, 20 Jun 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/consultancy-hallucinations-teenagers-real-ai-habits-and-apples-case-for-caution https://curricullm.com/blog/consultancy-hallucinations-teenagers-real-ai-habits-and-apples-case-for-caution Sat, 13 Jun 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/fake-credentials-ais-water-footprint-and-drawing-the-line-on-companion-chatbots https://curricullm.com/blog/fake-credentials-ais-water-footprint-and-drawing-the-line-on-companion-chatbots Sat, 06 Jun 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/how-asia-is-teaching-ai-the-shape-of-ai-hiring-and-a-machine-cracks-an-80-year-old-problem https://curricullm.com/blog/how-asia-is-teaching-ai-the-shape-of-ai-hiring-and-a-machine-cracks-an-80-year-old-problem Sat, 30 May 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/an-urgent-threat-to-the-hsc-a-state-wide-rollout-and-teaching-models-with-stories https://curricullm.com/blog/an-urgent-threat-to-the-hsc-a-state-wide-rollout-and-teaching-models-with-stories Sat, 23 May 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/the-institutional-knowledge-bottleneck-the-learning-performance-paradox-and-a-model-from-1930 https://curricullm.com/blog/the-institutional-knowledge-bottleneck-the-learning-performance-paradox-and-a-model-from-1930 Sat, 16 May 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/shared-context-bigger-models-and-what-writing-trains-that-ai-can-shortcut https://curricullm.com/blog/shared-context-bigger-models-and-what-writing-trains-that-ai-can-shortcut Sat, 09 May 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/three-ways-to-teach-ai-literacy-moving-at-human-speed-and-what-education-really-sells https://curricullm.com/blog/three-ways-to-teach-ai-literacy-moving-at-human-speed-and-what-education-really-sells Sat, 02 May 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/the-uks-ai-tutoring-bet-pisa-measures-ai-literacy-and-funding-schools-against-misinformation https://curricullm.com/blog/the-uks-ai-tutoring-bet-pisa-measures-ai-literacy-and-funding-schools-against-misinformation Sat, 25 Apr 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/assessing-durable-skills-what-nsw-youth-say-about-ai-and-bracing-for-a-vulnpocalypse https://curricullm.com/blog/assessing-durable-skills-what-nsw-youth-say-about-ai-and-bracing-for-a-vulnpocalypse Sat, 18 Apr 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/china-formalises-ai-for-teachers-the-demand-for-new-school-models-and-a-defensive-first-security-coalition https://curricullm.com/blog/china-formalises-ai-for-teachers-the-demand-for-new-school-models-and-a-defensive-first-security-coalition Sat, 11 Apr 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/from-scarcity-to-abundance-and-why-ai-literacy-is-not-the-same-as-ai-science https://curricullm.com/blog/from-scarcity-to-abundance-and-why-ai-literacy-is-not-the-same-as-ai-science Sat, 04 Apr 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-video-economics-nyc-school-ai-playbook-and-why-infrastructure-shapes-what-scales https://curricullm.com/blog/ai-video-economics-nyc-school-ai-playbook-and-why-infrastructure-shapes-what-scales Sat, 28 Mar 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/engineering-judgment-guided-ai-tutoring-and-why-sequence-matters-more-than-the-model https://curricullm.com/blog/engineering-judgment-guided-ai-tutoring-and-why-sequence-matters-more-than-the-model Sat, 21 Mar 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/online-safety-codes-chatbot-safety-testing-and-why-guardrails-are-design-requirements https://curricullm.com/blog/online-safety-codes-chatbot-safety-testing-and-why-guardrails-are-design-requirements Sun, 15 Mar 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/age-appropriate-ai-assessment-integrity-and-why-the-curriculum-is-the-cleanest-guardrail https://curricullm.com/blog/age-appropriate-ai-assessment-integrity-and-why-the-curriculum-is-the-cleanest-guardrail Sun, 08 Mar 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/the-future-of-software-development-low-code-and-why-the-ceiling-does-not-matter https://curricullm.com/blog/the-future-of-software-development-low-code-and-why-the-ceiling-does-not-matter Sun, 01 Mar 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-fluency-whole-school-adoption-and-why-the-direction-matters-more-than-the-speed https://curricullm.com/blog/ai-fluency-whole-school-adoption-and-why-the-direction-matters-more-than-the-speed Sat, 28 Feb 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/curriculum-knowledge-critical-thinking-and-why-the-evidence-base-needs-to-keep-pace https://curricullm.com/blog/curriculum-knowledge-critical-thinking-and-why-the-evidence-base-needs-to-keep-pace Sat, 21 Feb 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/global-perspectives-on-ai-adoption-and-the-gap-between-use-and-capability https://curricullm.com/blog/global-perspectives-on-ai-adoption-and-the-gap-between-use-and-capability Sat, 14 Feb 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/dashboards-divergent-thinking-and-the-workflows-ai-is-quietly-reshaping-in-schools https://curricullm.com/blog/dashboards-divergent-thinking-and-the-workflows-ai-is-quietly-reshaping-in-schools Sat, 07 Feb 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/from-laws-to-chips-to-agency-what-the-next-wave-of-ai-for-schools-is-really-about https://curricullm.com/blog/from-laws-to-chips-to-agency-what-the-next-wave-of-ai-for-schools-is-really-about Sat, 31 Jan 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/beyond-the-hype-navigating-the-reality-of-ai-for-schools-in-2026 https://curricullm.com/blog/beyond-the-hype-navigating-the-reality-of-ai-for-schools-in-2026 Sat, 24 Jan 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/whats-actually-changing-in-ai-for-schools-in-2026 https://curricullm.com/blog/whats-actually-changing-in-ai-for-schools-in-2026 Sat, 17 Jan 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/the-real-story-of-ai-for-schools-is-literacy-equity-and-what-hardware-makes-possible https://curricullm.com/blog/the-real-story-of-ai-for-schools-is-literacy-equity-and-what-hardware-makes-possible Sat, 10 Jan 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-is-becoming-a-safety-conversation https://curricullm.com/blog/ai-for-schools-is-becoming-a-safety-conversation Sat, 03 Jan 2026 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-works-best-when-it-fits-the-messy-reality https://curricullm.com/blog/ai-for-schools-works-best-when-it-fits-the-messy-reality Sat, 27 Dec 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-is-moving-from-cool-tools-to-whole-systems https://curricullm.com/blog/ai-for-schools-is-moving-from-cool-tools-to-whole-systems Fri, 19 Dec 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-is-everywhere-at-work-but-only-a-few-organisations-are-actually-transformed https://curricullm.com/blog/ai-is-everywhere-at-work-but-only-a-few-organisations-are-actually-transformed Tue, 09 Dec 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-is-being-shaped-by-choices-leaders-make-about-autonomy-safety-and-trust https://curricullm.com/blog/ai-for-schools-is-being-shaped-by-choices-leaders-make-about-autonomy-safety-and-trust Wed, 26 Nov 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-in-2026-might-be-less-about-hype-and-more-about-friction-trust-and-boundaries https://curricullm.com/blog/ai-for-schools-in-2026-might-be-less-about-hype-and-more-about-friction-trust-and-boundaries Tue, 25 Nov 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/what-ai-tutors-mean-for-ai-for-schools-and-why-teachers-still-matter https://curricullm.com/blog/what-ai-tutors-mean-for-ai-for-schools-and-why-teachers-still-matter Tue, 18 Nov 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-wont-scale-on-good-tools-alone-and-the-real-lever-is-leadership https://curricullm.com/blog/ai-for-schools-wont-scale-on-good-tools-alone-and-the-real-lever-is-leadership Tue, 11 Nov 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-is-entering-a-new-phase-where-transparency-scale-and-safety-grow-together https://curricullm.com/blog/ai-for-schools-is-entering-a-new-phase-where-transparency-scale-and-safety-grow-together Tue, 04 Nov 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-is-now-about-trust-relationships-and-the-new-expectation-of-immediacy https://curricullm.com/blog/ai-for-schools-is-now-about-trust-relationships-and-the-new-expectation-of-immediacy Thu, 30 Oct 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-is-moving-from-chatbots-to-context-aware-systems-and-national-strategy https://curricullm.com/blog/ai-for-schools-is-moving-from-chatbots-to-context-aware-systems-and-national-strategy Thu, 23 Oct 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/what-south-australias-edchat-results-tell-us-about-ai-for-schools-and-what-the-south-korea-rollout-warns-us-about https://curricullm.com/blog/what-south-australias-edchat-results-tell-us-about-ai-for-schools-and-what-the-south-korea-rollout-warns-us-about Thu, 16 Oct 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-is-becoming-a-national-priority-and-the-classroom-is-where-it-gets-real https://curricullm.com/blog/ai-for-schools-is-becoming-a-national-priority-and-the-classroom-is-where-it-gets-real Thu, 09 Oct 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-will-create-better-learning-or-better-theatre-and-it-depends-what-we-choose-to-reward https://curricullm.com/blog/ai-for-schools-will-create-better-learning-or-better-theatre-and-it-depends-what-we-choose-to-reward Fri, 03 Oct 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-is-getting-real-with-new-rights-guidance-and-bigger-guardrails https://curricullm.com/blog/ai-for-schools-is-getting-real-with-new-rights-guidance-and-bigger-guardrails Fri, 26 Sep 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-is-entering-the-ambient-era https://curricullm.com/blog/ai-for-schools-is-entering-the-ambient-era Fri, 19 Sep 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-is-forcing-a-reset-on-assessment-safety-and-trust https://curricullm.com/blog/ai-for-schools-is-forcing-a-reset-on-assessment-safety-and-trust Sat, 13 Sep 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/ai-for-schools-is-becoming-a-national-project-and-a-safety-debate-at-the-same-time https://curricullm.com/blog/ai-for-schools-is-becoming-a-national-project-and-a-safety-debate-at-the-same-time Sat, 06 Sep 2025 00:00:00 GMT hello@curricullm.com (Dan Hart) https://curricullm.com/blog/teachers-are-under-pressure-and-ai-for-schools-needs-to-reduce-the-load-not-add-to-it https://curricullm.com/blog/teachers-are-under-pressure-and-ai-for-schools-needs-to-reduce-the-load-not-add-to-it Fri, 29 Aug 2025 00:00:00 GMT hello@curricullm.com (Dan Hart)