https://paulstacey.global/blog daily 0.75 2026-03-09 https://paulstacey.global/blog/is-europe-ready-for-an-open-education-alliance monthly 0.5 2026-03-09 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/5ca43444-0d61-488d-8c3f-a530aef5b207/SPARC+Report.jpg Blog - Is Europe ready for an Open Education Alliance? - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/d621dbdd-e840-4759-b788-35f2ed47e6b1/CommonGroundConceptMar26.jpg Blog - Is Europe ready for an Open Education Alliance? - Make it stand out Areas of common interest for a European Open Education Alliance https://paulstacey.global/blog/the-tragedy-of-ai-and-what-to-do-about-it monthly 0.5 2025-06-17 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/8a8afa64-4363-4d7c-a006-2ef0436d4f72/Tragedy+of+AI+Mask.jpg Blog - The Tragedy of AI (and what to do about it) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/cb6bf0df-5b0e-41ef-be44-c365b737d7b4/4+Elements+of+Tragedy+.jpg Blog - 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Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/16bc2c33-a29a-4bae-bafb-ab15298d3e4c/AI+For+Open+Education+%2812%29.png Blog - AI, E-learning & Open Education - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/6225e1bd-baf5-463b-aa39-379ee553e532/AI+For+Open+Education+%283%29.png Blog - AI, E-learning & Open Education - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/85d4a68e-5574-4045-9a54-527130cdf91f/AI+For+Open+Education+%284%29.png Blog - AI, E-learning & Open Education - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/bc27cc8e-1551-4252-920f-52c4efa5127a/AI+For+Open+Education+%285%29.png Blog - 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AI, E-learning & Open Education - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/898cf3e9-79b7-44b0-8b34-3f8c2174f0a0/AI+For+Open+Education+%2813%29.png Blog - AI, E-learning & Open Education - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://paulstacey.global/blog/ai-creators-and-the-commons monthly 0.5 2023-11-05 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/f20e7c54-9adc-49de-a784-9a7c1c91549b/OF%26CCDay0.jpg Blog - AI, Creators and the Commons - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://paulstacey.global/blog/policy-recommendations-for-canadas-ai-act monthly 0.5 2023-10-27 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/379682c3-e805-4379-ac33-53e2f458db8a/BillC27.jpg Blog - Policy Recommendations for Canada’s AI Act - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://paulstacey.global/blog/sustainability-models monthly 0.5 2023-10-02 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/93400cc9-d8cd-45e8-96c1-25eda384e489/Logo_Sustainability_Week.jpg Blog - Sustainability Models - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/57d59e3e-46c4-4976-bb17-06731f0bb16c/made+with+Creative+Commons+cover.png Blog - Sustainability Models - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/fc213018-6069-49da-86dd-7ec48243dfee/Sustainability.png Blog - Sustainability Models - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/c86d5c89-bfe8-4c2a-b0a8-a11d34668665/MENAOERFramework2.jpg Blog - Sustainability Models - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/b8a56fba-d45a-4841-a983-8239c5a2e3c5/SupplyChain.jpg Blog - Sustainability Models - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/5bf7be27-699b-4c72-bf4c-2dbd688bd265/OpenDesk+Approach.jpg Blog - Sustainability Models - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/22f7a677-6cec-4dad-9f70-3e33deb9920a/Open+Operating+System+Sustainability+Model.jpg Blog - Sustainability Models - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/ce59c33e-0a3c-4a24-9ec2-979802b3834e/Global+Commons+Sustainability+Model.jpg Blog - Sustainability Models - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://paulstacey.global/blog/ai-from-an-open-perspective monthly 0.5 2023-12-21 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/68e4c135-8bbf-453b-be88-1c81ab5abce8/BaseModel2.png Blog - AI From an Open Perspective - Make it stand out At the bottom is a layer of special high performance compute hardware with accelerator chips optimized for AI model training and inference. This layer is high cost such that only big high tech players can afford to build it out. Above that are Cloud Platforms making the compute hardware available to AI developers in a cloud deployment model. Cloud platforms provide tools and interfaces for data scientists, IT professionals and, non-technical business staff to create AI-based applications. Providing access to Compute Hardware through the cloud makes AI development less costly and more feasible for smaller enterprises. The middle layer is comprised of models close sourced but exposed via API’s to developers and models open sourced, hosted on model hubs like Hugging Face and Replicate. The models are used to create end user facing applications with and without proprietary models. I like this generative AI stack diagram but it is missing an important element I’ve already discussed - Data. AI models derive their value from the data they’re trained on. So, there’s a need to factor in data. Here’s an AI diagram from the AI Infrastructure Alliance showing data and model training in more detail: https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/f86f0642-3642-4089-ba96-c8adbb1c8690/AI+Infrastructure+Alliance2.jpg Blog - AI From an Open Perspective - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/d3578af1-34aa-4098-a22f-cf275abc8bd8/LeewayHertz.jpg Blog - AI From an Open Perspective - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/c06e7041-0214-4673-b526-102b6612e164/Iterating+a+Model.png Blog - AI From an Open Perspective - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/496ab905-7fe9-4f74-808f-cf9efec0ad8b/User+Data.png Blog - AI From an Open Perspective - Make it stand out From an open perspective there are several key factors to consider with this representation of iterating models. First Users own their own data. Use of that data by the AI developer must be based on users having openly licensed that data or allowing the developer to use their data based on Terms of Use typically agreed to as a precondition of using the AI application. Zoom’s attempt to redefine their Terms of Service to authorize use of user data to improve their AI shows repercussions of trying to force this on users. See “Zoom's Updated Terms of Service Permit Training AI on User Content Without Opt-Out” A second factor is related to a fascinating aspect of AI generation - Who owns AI generated output? As Paul Keller notes in “AI, The Commons, And The Limits Of Copyright” "we need to move away from the analytical framework provided by copyright, which is based on the ownership of individual works, and recognize that what generative ML models use are not individual works for their individual properties but rather collections of works of unimaginable size: state-of-the-art image generators are trained on billions of individual works, and text generators are regularly trained on more than 100 billion tokens." It’s crucially important to understand that there is a fundamental difference between reproducing content and generating content. Generative AI doesn’t reproduce content from source data it generates new content. The US Copyright Office provides general guidance on the copyrightability of generative AI outputs through the Compendium of U.S. Copyright Office Practices. The Compendium’s language rejects as uncopyrightable all works produced by a machine or mere mechanical process that operates randomly or automatically without any creative input or intervention from a human author. As noted in “Who Ultimately Owns Content Generated By ChatGPT And Other AI Platforms?” “For a work to enjoy copyright protection under current U.S. law, the work must be the result of original and creative authorship by a human author. Absent human creative input, a work is not entitled to copyright protection. As a result, the U.S. Copyright Office will not register a work that was created by an autonomous artificial intelligence tool.” The article “AI-generated art can be copyrighted, say US officials – with a catch” provides additional nuance to this position. If AI outputs are not subject to copyright then it begs the question, “Are AI outputs in the public domain?” There are increasing discussions about whether prompts should themselves be openly licensed. Underlying that is what permissions users of AI technologies like ChatGPT are giving the company (OpenAI) who owns that technology. We’ve already discussed OpenAI use of data or content you may have produced in their underlying data set. However, what about your questions, prompts and other interactions associated with use of ChatGPT as shown in the model iteration diagram above. Can OpenAI use your inputs to improve their model? “How your data is used to improve model performance” makes it clear that “ChatGPT, improves by further training on the conversations people have with it, unless you choose to disable training.” Kudos to OpenAI for providing an option to opt out, “you can switch off training in ChatGPT settings (under Data Controls) to turn off training for any conversations created while training is disabled or you can submit this form. Once you opt out, new conversations will not be used to train our models.” The default mining of end user data is a continuation of large platform tactics. You are knowingly or unknowingly contributing to AI through data scraped from the web and through your interactions with AI tools. From an open perspective this default setting ought to be that end user data ownership and privacy requires opt in, not opt out, agreement around use of data in model iteration and improvement efforts. I find it particularly interesting to see the increasing focus on prompts used in AI systems rather than the content generated. David Wiley writes a couple of interesting blog posts (see here and here) exploring “what if, in the future, educators didn’t write textbooks at all? What if, instead, we only wrote structured collections of highly crafted prompts? Instead of reading a static textbook in a linear fashion, the learner would use the prompts to interact with a large language model.” David goes on to note that “yes, you could openly license your generative textbook (collection of prompts). But the fundamental role of OER changes dramatically in future scenarios where the majority of the learning material a student engages with is generated on the fly by an LLM, and was never eligible for copyright protection in the first place.” https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/9a704a50-0436-4c7b-9ff5-3e1c07bf622c/Sequoia.jpg Blog - AI From an Open Perspective - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/0a3264cf-9137-4b32-9490-e670629896fb/Gernative+AI+Stack.jpg Blog - AI From an Open Perspective - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/80b61d8d-dbeb-4b24-ba72-9befd880128f/ModelGradientAccess.jpg Blog - AI From an Open Perspective - Make it stand out The paper outlines key considerations across this gradient taking note of the tradeoffs, especially around the tension between concentrating power and safety. It also shows trends in generative system release over time, noting closedness among large companies for powerful systems and openness among smaller organizations founded with the intent to be open. It is unclear at this time whether movements towards openness will pressure historically closed organizations to adjust their release strategies. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/6beb959c-3637-4cbc-a6e5-f1a016907783/AI+Layers+Open+Potential.png Blog - AI From an Open Perspective - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/425f718c-580f-48c4-b3f5-fd0d8e862b4b/Council+of+Europe+Map+of+Concerns2.jpg Blog - AI From an Open Perspective - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/0ef0c7ba-6792-4b5c-b772-6467c169e646/AI+Layers+Open+PotentialBigPicture.png Blog - AI From an Open Perspective - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://paulstacey.global/blog/mot77b2xtngh9sfvfoynq0p50gek6r monthly 0.5 2023-06-26 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/d745e0f3-1b45-45b4-a004-458697837ff8/BartenderPaulSmall.jpg Blog - Open Educator as Bartender - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://paulstacey.global/blog/next-steps monthly 0.5 2022-10-25 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/6b536749-4c9c-4270-aab0-29c981d1ac64/NextSteps.jpg Blog - Next Steps - Make it stand out Paul’s Shoes Getting Ready for Next Steps https://paulstacey.global/blog/the-elastic-triangle monthly 0.5 2022-07-27 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/d307a905-03b1-4d81-ada5-0a54dd4d7a09/IronTriangle1.png Blog - The Elastic Triangle - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/f53aba94-1d4d-4ba1-8c36-643450eaa91e/IronTriangle2.png Blog - The Elastic Triangle - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/dea092e2-cff1-4202-a20f-6f8dab9e9918/IronTriangle3.png Blog - The Elastic Triangle - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/36e9fcd0-12e3-442b-9538-52502b8db6ba/IronTriangleDesiredState.png Blog - The Elastic Triangle - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://paulstacey.global/blog/lifelong-membership-and-sustaining-an-ongoing-relationship monthly 0.5 2022-07-27 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/1325bb3b-e72d-47f1-94ac-c5537e9b8a0e/52096183884_50f50e6bf8_c.jpg Blog - “Individual OEGlobal Membership For Life” and Sustaining an Ongoing Relationship - Make it stand out Paul listening to Martin Dougiamas on behalf of the OEGlobal Board of Directors, give a public presentation celebrating my five years as Executive Director. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/c029a99d-b19a-4fbf-aee9-936067447639/52096447210_9226d0c993_c.jpg Blog - “Individual OEGlobal Membership For Life” and Sustaining an Ongoing Relationship - Make it stand out Paul expressing thanks for his Individual OEGlobal Membership for Life! https://paulstacey.global/blog/an-open-transition-with-care monthly 0.5 2022-07-27 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/7e5f79fe-bf65-40ca-b11d-914ce585094f/Kayaker-3.jpg Blog - An Open Leadership Transition With Care - Make it stand out “Into the Wide Open” Pacific Northwest kayaking painting by Paul Stacey. https://paulstacey.global/offerings daily 0.75 2025-04-23 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/67d33aaf-fd0d-4c4b-85d6-381c211df948/FlowersBright.jpg Offerings - Make it stand out “Special” Vancouver flower stall painting done by Paul Stacey during Covid pandemic Credit for images used on this page are given on the Creator Thanks & Attributions page. https://paulstacey.global/attribution daily 0.75 2023-09-29 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/8ab02e0d-e8df-4af3-86db-cbc5c8a095d6/_by-sa.png Creator Thanks & Attributions - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://paulstacey.global/contact daily 0.75 2022-05-05 https://paulstacey.global/sample-work-1 daily 0.75 2025-04-23 https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/4893e2c7-a128-4a20-81fe-76127c70a3e3/SPARC+Logo.png Sample Work - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/878eb86e-70bb-45b2-a258-fe50d04ccbf8/OEN_Logo_Stack_4CP.jpg Sample Work - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/61e0b5060f8afa2b998c9bd3/b4a8603b-8c1a-4504-ad3b-69faa55ab7d8/Sustainability+%26+Maturity.jpg Sample Work - Make it stand out A mature open education program is different from a sustainable one. Mature programs are formalized, effective and embedded. 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