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Proprietary vs Open AI Models: Experiment → Learn → Specialize → Scale

blog.irvingwb.com · published 22 July 2026

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https://ide.mit.edu/people/frank-nagle/

ide.mit.edu

https://ide.mit.edu/

ide.mit.edu

https://www.microsoft.com/en-us/corporate-responsibility//topics/ai-economy-institute/

microsoft.com

https://www.microsoft.com/en-us/research/group/aiei/news-and-awards/

microsoft.com

https://www.linuxfoundation.org/blog/revealing-the-hidden-economics-of-open-models-in-the-ai-era

linuxfoundation.org

https://download.ssrn.com/2025/11/18/5767103.pdf?response-content-disposition=inline&X-Amz-Security-Token=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&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20260715T160915Z&X-Amz-SignedHeaders=host&X-Amz-Expires=300&X-Amz-Credential=ASIAUPUUPRWEX4GPYUV3/20260715/us-east-1/s3/aws4_request&X-Amz-Signature=74f0bd4c38856547e4986b82c5f34ea251253d11a7439318abb3ab2ace90da94&abstractId=5767103

download.ssrn.com

https://www.linkedin.com/in/frank-nagle/

linkedin.com

https://sites.google.com/view/danielyue

sites.google.com

https://decagon.ai/blog/everyone-is-wrong-about-open-source-ai-in-the-enterprise

decagon.ai

https://decagon.ai/

decagon.ai

https://www.linkedin.com/in/thejessezhang/

linkedin.com

https://huggingface.co/

huggingface.co

https://en.wikipedia.org/wiki/Decagon_(company

en.wikipedia.org

https://www.wsj.com/cio-journal/meet-the-companies-shelling-out-for-top-ai-models-e1fe3375?mod=djemCIO

wsj.com

https://www.axios.com/2026/06/22/open-source-ai-china-cost-risk-glm-deepseek

axios.com

https://blog.irvingwb.com/blog/2025/09/the-ai-revolution-will-happen-in-enterprise-time.html

blog.irvingwb.com

https://www.goldmansachs.com/insights/articles/the-outlook-for-ai-adoption-as-advancements-in-the-technology-accelerate

goldmansachs.com

https://www.economist.com/finance-and-economics/2025/07/17/why-is-ai-so-slow-to-spread-economics-can-explain?utm_campaign=r.opinion-newsletter&utm_medium=email.internal-newsletter.np&utm_source=salesforce-marketing-cloud&utm_term=7/20/2025&utm_id=2095222

economist.com

https://knightcolumbia.org/content/ai-as-normal-technology

knightcolumbia.org

https://www.cs.princeton.edu/~arvindn/

cs.princeton.edu

https://www.cs.princeton.edu/~sayashk/

cs.princeton.edu

https://blog.irvingwb.com/blog/2025/11/the-state-of-open-source-software-in-2025.html

blog.irvingwb.com

https://www.linuxfoundation.org/hubfs/Research%20Reports/2025GlobalSpotlight_Oct-27-2025%20V4.pdf?hsLang=en

linuxfoundation.org