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  "author": "AI Made Simple Devansh",
  "title_listed": "The Complete Guide to Fine-tuning LLMs",
  "keywords": "微调,LLM,指南",
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  "url": "https://www.artificialintelligencemadesimple.com/p/complete-guide-fine-tuning-llms",
  "publish_date": "2023-11",
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  "notes": "LLM微调完整指南",
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  "body_markdown": "[![Artificial Intelligence Made Simple](https://substackcdn.com/image/fetch/$s_!Pfon!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77504fa0-0f08-4a38-bbde-becb151d2db8_643x644.png)](https://www.artificialintelligencemadesimple.com/)\n# [Artificial Intelligence Made Simple](https://www.artificialintelligencemadesimple.com/)\nSubscribeSign in\n[Home](https://www.artificialintelligencemadesimple.com/)\n[Notes](https://www.artificialintelligencemadesimple.com/notes)\n[Chat](https://www.artificialintelligencemadesimple.com/chat)\n[Free Resources](https://www.artificialintelligencemadesimple.com/p/free-resources-for-you)\n[Learn more about the chocolat…](https://chocolatemilkcult.ai/)\n[Archive](https://www.artificialintelligencemadesimple.com/archive)\n## Page not found\nLatestTopDiscussions\n[The AI Bubble Isn’t Where You Think It Is](https://www.artificialintelligencemadesimple.com/p/the-ai-bubble-isnt-where-you-think)\n[Inside the contracts, guarantees and financing structures connecting OpenAI, Nvidia, Oracle, CoreWeave and the rest of the AI stack.](https://www.artificialintelligencemadesimple.com/p/the-ai-bubble-isnt-where-you-think)\nSep 27 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n55\n4\n4\n![](../images/013.png)\n[How OpenAI, Anthropic, NVIDIA, Meta, Google, and others are betting on different profit pools.](https://www.artificialintelligencemadesimple.com/p/how-will-ai-models-make-money)\n[A market map of the different ways model companies plan to monetize intelligence.](https://www.artificialintelligencemadesimple.com/p/how-will-ai-models-make-money)\nSep 18 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n81\n11\n13\n![](../images/031.png)\n[The Dirty Math Behind “100% Renewable Data Centers”](https://www.artificialintelligencemadesimple.com/p/the-dirty-math-behind-100-renewable)\n[How renewable certificates, grid timing, and new fossil buildout complicate Big Tech’s climate claims.](https://www.artificialintelligencemadesimple.com/p/the-dirty-math-behind-100-renewable)\nSep 6 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n38\n3\n9\n![](../images/body-a98bd0471122c363d029.png)\n[How OpenAI Made Chip Design 3× Faster [Guest]](https://www.artificialintelligencemadesimple.com/p/how-openai-made-chip-design-3-faster)\n[What happens if hardware starts moving at AI speed?](https://www.artificialintelligencemadesimple.com/p/how-openai-made-chip-design-3-faster)\nSep 1 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n44\n1\n3\n![](../images/body-a54871c7223dfe33188b.png)\n### August 2026\n[Kimi K3: How an Open Weights Model Made Claude Fable Level Intelligence Cheap](https://www.artificialintelligencemadesimple.com/p/kimi-k3-how-an-open-weights-model)\n[A Deep Dive into What Makes Moonshot’s Newest Model Special](https://www.artificialintelligencemadesimple.com/p/kimi-k3-how-an-open-weights-model)\nAug 28 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n73\n8\n9\n![](../images/body-40d8e9ec77e947a8202f.png)\n[Google is at War with Itself](https://www.artificialintelligencemadesimple.com/p/google-is-at-war-with-itself)\n[Inside Google’s Dramatic Exits, Gemini Delays and More](https://www.artificialintelligencemadesimple.com/p/google-is-at-war-with-itself)\nAug 17 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n90\n8\n10\n![](../images/body-8d6b4d024afa33a2e05c.png)\n### July 2026\n[How to Build Judgement about a New Technology or Business](https://www.artificialintelligencemadesimple.com/p/how-to-build-judgement-about-a-new)\n[How I Breakdown New Companies/Solutions to Understand the AI Market](https://www.artificialintelligencemadesimple.com/p/how-to-build-judgement-about-a-new)\nJul 31 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n64\n2\n3\n![](../images/body-90af147ad233086cdd5b.png)\n[The Cheapest Way to Make Open Weight AI Models Better](https://www.artificialintelligencemadesimple.com/p/the-cheapest-way-to-make-open-weight)\n[We raised a 4B model’s accuracy from 32% to 72% without training or fine-tuning.](https://www.artificialintelligencemadesimple.com/p/the-cheapest-way-to-make-open-weight)\nJul 26 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n78\n5\n6\n![](../images/body-b3a3e36a8b11467b6c95.png)\n[How Rubric-Based Rewards Could Push AI Beyond Math and Code [Guest]](https://www.artificialintelligencemadesimple.com/p/how-rubric-based-rewards-could-push)\n[Why the next frontier of reinforcement learning depends on teaching models what “good” means in subjective, open-ended tasks.](https://www.artificialintelligencemadesimple.com/p/how-rubric-based-rewards-could-push)\nJul 22 • [Devansh](https://substack.com/@chocolatemilkcultleader) and [Cameron R. Wolfe, Ph.D.](https://substack.com/@cwolferesearch)\n37\n2\n5\n![](../images/body-f05b0f1aab913559534b.png)\n[The Hidden Geometry Behind AI Reasoning ](https://www.artificialintelligencemadesimple.com/p/the-hidden-geometry-behind-ai-reasoning)\n[The geometry behind chain-of-thought, reasoning failures, and the paths models take to an answer.](https://www.artificialintelligencemadesimple.com/p/the-hidden-geometry-behind-ai-reasoning)\nJul 20 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n79\n6\n![](../images/body-e160954e6da962d14c8f.png)\n[The AI Industry is Going Through a Massive Correction](https://www.artificialintelligencemadesimple.com/p/the-ai-industry-is-going-through)\n[What Fable 5, the Space X IPO, and other major events taught us about the space-- June 2026 AI Market Report.](https://www.artificialintelligencemadesimple.com/p/the-ai-industry-is-going-through)\nJul 16 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n72\n1\n15\n![](../images/body-4ac9db8a2f34e1c66315.png)\n[How to Make Legal AI Truthworthy](https://www.artificialintelligencemadesimple.com/p/how-to-make-legal-ai-truthworthy)\n[How you can use Irys's AI platform to get much better results in your legal work](https://www.artificialintelligencemadesimple.com/p/how-to-make-legal-ai-truthworthy)\nJul 13 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n26\n1\n3\n![](../images/body-60fe8dfb1a8ea0fc36fc.png)\n47:55\n[How to Fix Problems with Your AI Tools](https://www.artificialintelligencemadesimple.com/p/how-to-fix-problems-with-your-ai)\n[A map to the failure points in Generative AI, and What You should Do to Fix them](https://www.artificialintelligencemadesimple.com/p/how-to-fix-problems-with-your-ai)\nJul 10 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n60\n3\n6\n![](../images/body-96e68e74f81ff3d124e4.png)\n[Will AI Destroy Your Jobs [Livestreams]](https://www.artificialintelligencemadesimple.com/p/will-ai-destroy-your-jobs-livestreams)\n[Martin Ford on Why Jobs Break From Consolidation, Not Robots](https://www.artificialintelligencemadesimple.com/p/will-ai-destroy-your-jobs-livestreams)\nJul 4 • [Devansh](https://substack.com/@chocolatemilkcultleader) and [Martin Ford](https://substack.com/@mfordfuture)\n24\n2\n2\n![](../images/body-43cbc46a09ad8ed2e728.png)\n59:23\n[ How Big Banks (and their Friends) Fund the Climate Crisis](https://www.artificialintelligencemadesimple.com/p/how-big-banks-and-their-friends-fund)\n[How fossil-fuel financing, lobbying, greenwashing, and weak regulation keep climate action stuck.](https://www.artificialintelligencemadesimple.com/p/how-big-banks-and-their-friends-fund)\nJul 2 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n57\n16\n6\n![](../images/body-9c6153feddd508b1f1de.png)\n### June 2026\n[The 4 Secrets that make GLM 5.2 Special (and what they mean for the Future of AI)](https://www.artificialintelligencemadesimple.com/p/the-4-secrets-that-make-glm-52-special)\n[The techniques needed to create the worlds best open weight model.](https://www.artificialintelligencemadesimple.com/p/the-4-secrets-that-make-glm-52-special)\nJun 26 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n52\n1\n5\n![](../images/body-85ff4f9540703dd4b078.jpeg)\n[How to use Agentic Coding Tools like Claude Code or Codes Effectively](https://www.artificialintelligencemadesimple.com/p/how-to-use-agentic-coding-tools-like)\n[A guide to the most powerful (and most misunderstood) AI system on the planet](https://www.artificialintelligencemadesimple.com/p/how-to-use-agentic-coding-tools-like)\nJun 21 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n64\n2\n3\n![](../images/body-91ca10b2be226e3e748f.png)\n[How Elon Musk Found is about to Steal from Your 401(k)](https://www.artificialintelligencemadesimple.com/p/how-elon-musk-found-is-about-to-steal)\n[Why SpaceX's $1.77 trillion IPO will be force-purchased by your retirement fund — and what you can still do to stop it](https://www.artificialintelligencemadesimple.com/p/how-elon-musk-found-is-about-to-steal)\nJun 11 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n57\n24\n8\n![](../images/body-01c2f721c8873a7a33f9.png)\n[How to Deploy AI Projects That Create Business Value](https://www.artificialintelligencemadesimple.com/p/how-to-deploy-ai-projects-that-create)\n[How to Tell If an AI Project Is Actually Worth Shipping](https://www.artificialintelligencemadesimple.com/p/how-to-deploy-ai-projects-that-create)\nJun 8 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n46\n2\n5\n![](../images/body-087badb32f843e4b536f.png)\n[Stateful Swarms make AI 100x More Intelligent per Dollar](https://www.artificialintelligencemadesimple.com/p/stateful-swarms-how-persistent-memory)\n[How Irys beat Harvey AI on the Legal Agent Benchmark (1.7x performance with 39x lower cost)](https://www.artificialintelligencemadesimple.com/p/stateful-swarms-how-persistent-memory)\nJun 5 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n72\n2\n11\n![](../images/body-a8c324a00595fe9d1512.png)\n[Token Maxing: The AI Industry is Struggling with Measuring Value](https://www.artificialintelligencemadesimple.com/p/token-maxing-the-ai-industry-is-struggling)\n[Goodhart's Law is impacting AI across the board.](https://www.artificialintelligencemadesimple.com/p/token-maxing-the-ai-industry-is-struggling)\nJun 1 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n58\n7\n4\n![](../images/body-4be6acc2ee9ace5a6554.png)\n### May 2026\n[How to Thrive in the Age of AI](https://www.artificialintelligencemadesimple.com/p/how-to-thrive-in-the-age-of-ai)\n[Why You Should Read: James Wang.](https://www.artificialintelligencemadesimple.com/p/how-to-thrive-in-the-age-of-ai)\nMay 29 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n83\n10\n16\n![](../images/body-514877c2fdde4c0c7acd.png)\n[ The Biggest Opportunity in AI Right Now ](https://www.artificialintelligencemadesimple.com/p/the-biggest-opportunity-in-ai-right)\n[How AI is eating itself, and what an Old German Philosopher can teach us about Contrarian Bets](https://www.artificialintelligencemadesimple.com/p/the-biggest-opportunity-in-ai-right)\nMay 23 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n81\n6\n5\n![](../images/body-01aeb8ade47bb0f33652.jpeg)\n[Cerebras: The $56.4 Billion IPO Challenging NVIDIA’s Memory Wall](https://www.artificialintelligencemadesimple.com/p/cerebras-the-564-billion-ipo-challenging)\n[The physics behind wafer-scale AI chips, why they make LLM decode faster, and why capacity, software, and unit economics may still decide the company’s…](https://www.artificialintelligencemadesimple.com/p/cerebras-the-564-billion-ipo-challenging)\nMay 18 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n77\n13\n16\n![](../images/body-2d4312425efb00daf4c5.jpeg)\n© 2026 Devansh · [Privacy](https://substack.com/privacy) ∙ [Terms](https://substack.com/tos) ∙ [Collection notice](https://substack.com/ccpa#personal-data-collected)\n[ Start your Substack](https://substack.com/signup?utm_source=substack&utm_medium=web&utm_content=footer)[Get the app](https://substack.com/app/app-store-redirect?utm_campaign=app-marketing&utm_content=web-footer-button)\n[Substack](https://substack.com) is the home for great culture\n",
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  "source_body_markdown": "[![Artificial Intelligence Made Simple](https://substackcdn.com/image/fetch/$s_!Pfon!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77504fa0-0f08-4a38-bbde-becb151d2db8_643x644.png)](https://www.artificialintelligencemadesimple.com/)\n# [Artificial Intelligence Made Simple](https://www.artificialintelligencemadesimple.com/)\nSubscribeSign in\n[Home](https://www.artificialintelligencemadesimple.com/)\n[Notes](https://www.artificialintelligencemadesimple.com/notes)\n[Chat](https://www.artificialintelligencemadesimple.com/chat)\n[Free Resources](https://www.artificialintelligencemadesimple.com/p/free-resources-for-you)\n[Learn more about the chocolat…](https://chocolatemilkcult.ai/)\n[Archive](https://www.artificialintelligencemadesimple.com/archive)\n## Page not found\nLatestTopDiscussions\n[The AI Bubble Isn’t Where You Think It Is](https://www.artificialintelligencemadesimple.com/p/the-ai-bubble-isnt-where-you-think)\n[Inside the contracts, guarantees and financing structures connecting OpenAI, Nvidia, Oracle, CoreWeave and the rest of the AI stack.](https://www.artificialintelligencemadesimple.com/p/the-ai-bubble-isnt-where-you-think)\nSep 27 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n55\n4\n4\n![](https://substackcdn.com/image/fetch/$s_!Kt8w!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcac2e277-72a0-4bb5-9a90-c857a1c06d26_1448x1086.png)\n[How OpenAI, Anthropic, NVIDIA, Meta, Google, and others are betting on different profit pools.](https://www.artificialintelligencemadesimple.com/p/how-will-ai-models-make-money)\n[A market map of the different ways model companies plan to monetize intelligence.](https://www.artificialintelligencemadesimple.com/p/how-will-ai-models-make-money)\nSep 18 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n81\n11\n13\n![](https://substackcdn.com/image/fetch/$s_!pSkR!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7143350d-a0a7-4a8f-a92d-94c2b68f473e_1024x1536.png)\n[The Dirty Math Behind “100% Renewable Data Centers”](https://www.artificialintelligencemadesimple.com/p/the-dirty-math-behind-100-renewable)\n[How renewable certificates, grid timing, and new fossil buildout complicate Big Tech’s climate claims.](https://www.artificialintelligencemadesimple.com/p/the-dirty-math-behind-100-renewable)\nSep 6 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n38\n3\n9\n![](https://substackcdn.com/image/fetch/$s_!OFWB!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F320a4b11-469e-421f-ace7-6f1e39c0b774_1576x1244.png)\n[How OpenAI Made Chip Design 3× Faster [Guest]](https://www.artificialintelligencemadesimple.com/p/how-openai-made-chip-design-3-faster)\n[What happens if hardware starts moving at AI speed?](https://www.artificialintelligencemadesimple.com/p/how-openai-made-chip-design-3-faster)\nSep 1 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n44\n1\n3\n![](https://substackcdn.com/image/fetch/$s_!IZvP!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe346a4e5-76cb-4fd9-be95-00321116b605_1846x510.png)\n### August 2026\n[Kimi K3: How an Open Weights Model Made Claude Fable Level Intelligence Cheap](https://www.artificialintelligencemadesimple.com/p/kimi-k3-how-an-open-weights-model)\n[A Deep Dive into What Makes Moonshot’s Newest Model Special](https://www.artificialintelligencemadesimple.com/p/kimi-k3-how-an-open-weights-model)\nAug 28 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n73\n8\n9\n![](https://substackcdn.com/image/fetch/$s_!9Oc5!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81cc9abd-9831-47ab-8976-848b75283228_1635x1020.png)\n[Google is at War with Itself](https://www.artificialintelligencemadesimple.com/p/google-is-at-war-with-itself)\n[Inside Google’s Dramatic Exits, Gemini Delays and More](https://www.artificialintelligencemadesimple.com/p/google-is-at-war-with-itself)\nAug 17 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n90\n8\n10\n![](https://substackcdn.com/image/fetch/$s_!dtX6!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9b1c2539-a893-4e0f-a408-f3c0ca79ceb6_1200x848.png)\n### July 2026\n[How to Build Judgement about a New Technology or Business](https://www.artificialintelligencemadesimple.com/p/how-to-build-judgement-about-a-new)\n[How I Breakdown New Companies/Solutions to Understand the AI Market](https://www.artificialintelligencemadesimple.com/p/how-to-build-judgement-about-a-new)\nJul 31 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n64\n2\n3\n![](https://substackcdn.com/image/fetch/$s_!nIZp!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fca6d0e97-544a-428c-bded-611122ec7307_1778x1060.png)\n[The Cheapest Way to Make Open Weight AI Models Better](https://www.artificialintelligencemadesimple.com/p/the-cheapest-way-to-make-open-weight)\n[We raised a 4B model’s accuracy from 32% to 72% without training or fine-tuning.](https://www.artificialintelligencemadesimple.com/p/the-cheapest-way-to-make-open-weight)\nJul 26 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n78\n5\n6\n![](https://substackcdn.com/image/fetch/$s_!r3k-!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F997bf6de-f211-4bd4-a017-c20a19233c34_1600x1215.png)\n[How Rubric-Based Rewards Could Push AI Beyond Math and Code [Guest]](https://www.artificialintelligencemadesimple.com/p/how-rubric-based-rewards-could-push)\n[Why the next frontier of reinforcement learning depends on teaching models what “good” means in subjective, open-ended tasks.](https://www.artificialintelligencemadesimple.com/p/how-rubric-based-rewards-could-push)\nJul 22 • [Devansh](https://substack.com/@chocolatemilkcultleader) and [Cameron R. Wolfe, Ph.D.](https://substack.com/@cwolferesearch)\n37\n2\n5\n![](https://substackcdn.com/image/fetch/$s_!9S-H!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c2a326d-ce08-4c08-b61f-f6729bef3826_2322x1304.png)\n[The Hidden Geometry Behind AI Reasoning ](https://www.artificialintelligencemadesimple.com/p/the-hidden-geometry-behind-ai-reasoning)\n[The geometry behind chain-of-thought, reasoning failures, and the paths models take to an answer.](https://www.artificialintelligencemadesimple.com/p/the-hidden-geometry-behind-ai-reasoning)\nJul 20 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n79\n6\n![](https://substackcdn.com/image/fetch/$s_!0GyF!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3307553a-407b-44e9-bd7a-ee7004adf2f4_1982x1086.png)\n[The AI Industry is Going Through a Massive Correction](https://www.artificialintelligencemadesimple.com/p/the-ai-industry-is-going-through)\n[What Fable 5, the Space X IPO, and other major events taught us about the space-- June 2026 AI Market Report.](https://www.artificialintelligencemadesimple.com/p/the-ai-industry-is-going-through)\nJul 16 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n72\n1\n15\n![](https://substackcdn.com/image/fetch/$s_!Lriz!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85ccf27e-3c4d-49eb-bfec-0731fb174570_2088x1358.png)\n[How to Make Legal AI Truthworthy](https://www.artificialintelligencemadesimple.com/p/how-to-make-legal-ai-truthworthy)\n[How you can use Irys's AI platform to get much better results in your legal work](https://www.artificialintelligencemadesimple.com/p/how-to-make-legal-ai-truthworthy)\nJul 13 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n26\n1\n3\n![](https://substackcdn.com/image/fetch/$s_!PIX1!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-video.s3.amazonaws.com%2Fvideo_upload%2Fpost%2F206484928%2Fcafe3d43-633b-4505-93ef-b24806b0a3be%2Ftranscoded-00001.png)\n47:55\n[How to Fix Problems with Your AI Tools](https://www.artificialintelligencemadesimple.com/p/how-to-fix-problems-with-your-ai)\n[A map to the failure points in Generative AI, and What You should Do to Fix them](https://www.artificialintelligencemadesimple.com/p/how-to-fix-problems-with-your-ai)\nJul 10 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n60\n3\n6\n![](https://substackcdn.com/image/fetch/$s_!j8Y3!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe025baa8-70b8-4bd8-afa5-ffd2032ccb37_5370x3270.png)\n[Will AI Destroy Your Jobs [Livestreams]](https://www.artificialintelligencemadesimple.com/p/will-ai-destroy-your-jobs-livestreams)\n[Martin Ford on Why Jobs Break From Consolidation, Not Robots](https://www.artificialintelligencemadesimple.com/p/will-ai-destroy-your-jobs-livestreams)\nJul 4 • [Devansh](https://substack.com/@chocolatemilkcultleader) and [Martin Ford](https://substack.com/@mfordfuture)\n24\n2\n2\n![](https://substackcdn.com/image/fetch/$s_!QGhV!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-video.s3.amazonaws.com%2Fvideo_upload%2Fpost%2F203730526%2F70148caf-d244-473a-a795-20c9957b0220%2Ftranscoded-1782499016.png)\n59:23\n[ How Big Banks (and their Friends) Fund the Climate Crisis](https://www.artificialintelligencemadesimple.com/p/how-big-banks-and-their-friends-fund)\n[How fossil-fuel financing, lobbying, greenwashing, and weak regulation keep climate action stuck.](https://www.artificialintelligencemadesimple.com/p/how-big-banks-and-their-friends-fund)\nJul 2 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n57\n16\n6\n![](https://substackcdn.com/image/fetch/$s_!Ls0G!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc3cdc0c9-12c7-420c-a2f3-cce064b19dc0_1386x1366.png)\n### June 2026\n[The 4 Secrets that make GLM 5.2 Special (and what they mean for the Future of AI)](https://www.artificialintelligencemadesimple.com/p/the-4-secrets-that-make-glm-52-special)\n[The techniques needed to create the worlds best open weight model.](https://www.artificialintelligencemadesimple.com/p/the-4-secrets-that-make-glm-52-special)\nJun 26 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n52\n1\n5\n![](https://substackcdn.com/image/fetch/$s_!TWO9!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F78cf6f02-8bbf-4c62-bd24-0550662dac9f_554x500.jpeg)\n[How to use Agentic Coding Tools like Claude Code or Codes Effectively](https://www.artificialintelligencemadesimple.com/p/how-to-use-agentic-coding-tools-like)\n[A guide to the most powerful (and most misunderstood) AI system on the planet](https://www.artificialintelligencemadesimple.com/p/how-to-use-agentic-coding-tools-like)\nJun 21 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n64\n2\n3\n![](https://substackcdn.com/image/fetch/$s_!cKnm!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F739284d5-42e9-453c-9ba3-5d662a8c8fc5_3315x1907.png)\n[How Elon Musk Found is about to Steal from Your 401(k)](https://www.artificialintelligencemadesimple.com/p/how-elon-musk-found-is-about-to-steal)\n[Why SpaceX's $1.77 trillion IPO will be force-purchased by your retirement fund — and what you can still do to stop it](https://www.artificialintelligencemadesimple.com/p/how-elon-musk-found-is-about-to-steal)\nJun 11 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n57\n24\n8\n![](https://substackcdn.com/image/fetch/$s_!Fjzn!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbf763b5c-8f3f-4280-b9d5-ba4714355ab5_1400x850.png)\n[How to Deploy AI Projects That Create Business Value](https://www.artificialintelligencemadesimple.com/p/how-to-deploy-ai-projects-that-create)\n[How to Tell If an AI Project Is Actually Worth Shipping](https://www.artificialintelligencemadesimple.com/p/how-to-deploy-ai-projects-that-create)\nJun 8 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n46\n2\n5\n![](https://substackcdn.com/image/fetch/$s_!OwJw!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff179f58c-ddc9-487b-ab17-901d7ed3c617_2204x1738.png)\n[Stateful Swarms make AI 100x More Intelligent per Dollar](https://www.artificialintelligencemadesimple.com/p/stateful-swarms-how-persistent-memory)\n[How Irys beat Harvey AI on the Legal Agent Benchmark (1.7x performance with 39x lower cost)](https://www.artificialintelligencemadesimple.com/p/stateful-swarms-how-persistent-memory)\nJun 5 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n72\n2\n11\n![](https://substackcdn.com/image/fetch/$s_!AiA8!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06ab65fa-54b8-45ff-b686-a3f7bf18cffe_2078x968.png)\n[Token Maxing: The AI Industry is Struggling with Measuring Value](https://www.artificialintelligencemadesimple.com/p/token-maxing-the-ai-industry-is-struggling)\n[Goodhart's Law is impacting AI across the board.](https://www.artificialintelligencemadesimple.com/p/token-maxing-the-ai-industry-is-struggling)\nJun 1 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n58\n7\n4\n![](https://substackcdn.com/image/fetch/$s_!S23W!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83b99f2c-5944-44ff-ad80-0e8058b9b481_2534x1724.png)\n### May 2026\n[How to Thrive in the Age of AI](https://www.artificialintelligencemadesimple.com/p/how-to-thrive-in-the-age-of-ai)\n[Why You Should Read: James Wang.](https://www.artificialintelligencemadesimple.com/p/how-to-thrive-in-the-age-of-ai)\nMay 29 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n83\n10\n16\n![](https://substackcdn.com/image/fetch/$s_!BNXX!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b49649b-a67b-4c3c-b692-4ea35dcf0673_2352x1174.png)\n[ The Biggest Opportunity in AI Right Now ](https://www.artificialintelligencemadesimple.com/p/the-biggest-opportunity-in-ai-right)\n[How AI is eating itself, and what an Old German Philosopher can teach us about Contrarian Bets](https://www.artificialintelligencemadesimple.com/p/the-biggest-opportunity-in-ai-right)\nMay 23 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n81\n6\n5\n![](https://substackcdn.com/image/fetch/$s_!nyYT!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d011d9c-df02-4dd0-8b57-56dc0bd4fa32_1152x768.jpeg)\n[Cerebras: The $56.4 Billion IPO Challenging NVIDIA’s Memory Wall](https://www.artificialintelligencemadesimple.com/p/cerebras-the-564-billion-ipo-challenging)\n[The physics behind wafer-scale AI chips, why they make LLM decode faster, and why capacity, software, and unit economics may still decide the company’s…](https://www.artificialintelligencemadesimple.com/p/cerebras-the-564-billion-ipo-challenging)\nMay 18 • [Devansh](https://substack.com/@chocolatemilkcultleader)\n77\n13\n16\n![](https://substackcdn.com/image/fetch/$s_!HDMS!,w_320,h_213,c_fill,f_auto,q_auto:good,fl_progressive:steep,g_center/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d612877-6d42-42fc-99bc-9871ede1b4c8_1249x882.jpeg)\n© 2026 Devansh · [Privacy](https://substack.com/privacy) ∙ [Terms](https://substack.com/tos) ∙ [Collection notice](https://substack.com/ccpa#personal-data-collected)\n[ Start your Substack](https://substack.com/signup?utm_source=substack&utm_medium=web&utm_content=footer)[Get the app](https://substack.com/app/app-store-redirect?utm_campaign=app-marketing&utm_content=web-footer-button)\n[Substack](https://substack.com) is the home for great culture\n",
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