https://www.openmercury.com/research daily 0.75 2025-10-30 https://www.openmercury.com/research/the-economics-that-decide-ai-growth-or-crisis monthly 0.5 2025-10-30 https://images.squarespace-cdn.com/content/v1/68923052fdaa92069a812540/a9b80c9b-ba31-49b3-bace-a1434f5e9be9/ChatGPT+Image+Oct+29%2C+2025%2C+11_25_29+PM.png Research - The Economics That Decide AI Growth or Crisis - 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/v1/68923052fdaa92069a812540/b0cbc961-570d-42c0-bfca-498dceb4d2b6/myplot.png Research - The Economics That Decide AI Growth or Crisis - 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/v1/68923052fdaa92069a812540/0fc675f6-6d32-4a3e-8878-99e091739d42/myplot.png Research - The Economics That Decide AI Growth or Crisis - 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/v1/68923052fdaa92069a812540/ca6b7159-e4a0-4476-8a31-cd6d5d615e31/myplot.png Research - The Economics That Decide AI Growth or Crisis - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.openmercury.com/research/the-economic-engine-of-ai monthly 0.5 2025-10-20 https://images.squarespace-cdn.com/content/v1/68923052fdaa92069a812540/9df918d0-5d1b-4cfd-9d91-c8601e796000/image.png Research - The Economic Engine of AI - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.openmercury.com/research/how-a-transformer-model-loses-attribution-a-step-by-step-example monthly 0.5 2025-10-20 https://www.openmercury.com/research/why-ai-isnt-built-for-attribution-understanding-transformers monthly 0.5 2025-10-20 https://images.squarespace-cdn.com/content/v1/68923052fdaa92069a812540/f1064664-9b0a-4b1e-8f15-0365cea3474a/960px-Transformer%2C_full_architecture.png Research - Why AI Isn't Built for Attribution: Understanding Transformers - Make it stand out Figure: The transformer architecture (encoder-decoder) with multi-head self-attention (green) as its key component. Each layer allows tokens to attend to (look at) other tokens in the sequence, mixing information from across the input. (source: NIPS'17) https://images.squarespace-cdn.com/content/v1/68923052fdaa92069a812540/09daac79-2b1d-4361-a44f-eedf7e46bffe/Gemini_Generated_Image_qeo0a1qeo0a1qeo0.png Research - Why AI Isn't Built for Attribution: Understanding Transformers - Make it stand out Figure: Authorship Tags Lost in the Funnel — Training abstracts away source identity into distributed parameters. https://images.squarespace-cdn.com/content/v1/68923052fdaa92069a812540/e8ddcbaf-60f3-4fa9-ae90-581f2f01cbbf/Screen+Shot+2017-08-31+at+2.35.34+PM.png Research - Why AI Isn't Built for Attribution: Understanding Transformers - 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/v1/68923052fdaa92069a812540/a29741cb-1258-48b6-9565-52ffcf0439a7/image2.png Research - Why AI Isn't Built for Attribution: Understanding Transformers - Make it stand out Figure: An example attention visualization (from an English-to-French translation model) focusing on the word “it” in the sentence “The animal didn’t cross the street because it was too tired.” The model’s attention (lines) connects “it” primarily to “animal,” effectively baking the context of “animal” into the representation of “it”. While this improves understanding, it demonstrates how information from one part of the text is blended into another – with no mechanism to label where that information originally came from. (source: Google Research) https://images.squarespace-cdn.com/content/v1/68923052fdaa92069a812540/56115a71-7e19-47d1-ac3d-384893250b6c/Gemini_Generated_Image_1lf3mv1lf3mv1lf3.png Research - Why AI Isn't Built for Attribution: Understanding Transformers - Make it stand out Figure: Who Said It? Dialogue between Alice and Bob is summarized incorrectly by an AI bubble — a visual metaphor for quote misattribution. https://images.squarespace-cdn.com/content/v1/68923052fdaa92069a812540/a76d738f-8d85-4715-9800-fc91eea27e8c/Gemini_Generated_Image_woh4oowoh4oowoh4.png Research - Why AI Isn't Built for Attribution: Understanding Transformers - Make it stand out Figure: The Confident Hallucination. AI confidently types realistic citations — some real, some fabricated — illustrating how form replaces verification. https://images.squarespace-cdn.com/content/v1/68923052fdaa92069a812540/795b45ce-1357-4b68-bfeb-16601c8f2e98/Gemini_Generated_Image_t7iy8bt7iy8bt7iy.png Research - Why AI Isn't Built for Attribution: Understanding Transformers - Make it stand out Figure: Partial Fixes for Attribution — Current research directions for restoring provenance. https://images.squarespace-cdn.com/content/v1/68923052fdaa92069a812540/c03b3d31-a25e-4b50-a7e0-fbf59e976870/Gemini_Generated_Image_qxcul6qxcul6qxcu.png Research - Why AI Isn't Built for Attribution: Understanding Transformers - Make it stand out Figure: Unmixing the Cake — Distributed learning makes source disentanglement nearly impossible. https://images.squarespace-cdn.com/content/v1/68923052fdaa92069a812540/277164b4-41dd-47bc-95db-1e0bf13a227f/Gemini_Generated_Image_n6ka1on6ka1on6ka.png Research - Why AI Isn't Built for Attribution: Understanding Transformers - Make it stand out Figure: The Broken Chain of Credit — When attribution disappears, credit and accountability follow. https://images.squarespace-cdn.com/content/v1/68923052fdaa92069a812540/368812ef-1a41-45fb-bc49-f0ba035ec936/Gemini_Generated_Image_xft5z8xft5z8xft5.png Research - Why AI Isn't Built for Attribution: Understanding Transformers - Make it stand out Figure: From Black Box to Glass Box — The future of AI: from opaque synthesis to transparent citation. Left: opaque black AI cube outputting “unknown source”. 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