[![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/)
# [Artificial Intelligence Made Simple](https://www.artificialintelligencemadesimple.com/)
SubscribeSign in
[Home](https://www.artificialintelligencemadesimple.com/)
[Notes](https://www.artificialintelligencemadesimple.com/notes)
[Chat](https://www.artificialintelligencemadesimple.com/chat)
[Free Resources](https://www.artificialintelligencemadesimple.com/p/free-resources-for-you)
[Learn more about the chocolat…](https://chocolatemilkcult.ai/)
[Archive](https://www.artificialintelligencemadesimple.com/archive)
## Page not found
LatestTopDiscussions
[The AI Bubble Isn’t Where You Think It Is](https://www.artificialintelligencemadesimple.com/p/the-ai-bubble-isnt-where-you-think)
[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)
Sep 27 • [Devansh](https://substack.com/@chocolatemilkcultleader)
55
4
4
![](../images/013.png)
[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)
[A market map of the different ways model companies plan to monetize intelligence.](https://www.artificialintelligencemadesimple.com/p/how-will-ai-models-make-money)
Sep 18 • [Devansh](https://substack.com/@chocolatemilkcultleader)
81
11
13
![](../images/031.png)
[The Dirty Math Behind “100% Renewable Data Centers”](https://www.artificialintelligencemadesimple.com/p/the-dirty-math-behind-100-renewable)
[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)
Sep 6 • [Devansh](https://substack.com/@chocolatemilkcultleader)
38
3
9
![](../images/body-a98bd0471122c363d029.png)
[How OpenAI Made Chip Design 3× Faster [Guest]](https://www.artificialintelligencemadesimple.com/p/how-openai-made-chip-design-3-faster)
[What happens if hardware starts moving at AI speed?](https://www.artificialintelligencemadesimple.com/p/how-openai-made-chip-design-3-faster)
Sep 1 • [Devansh](https://substack.com/@chocolatemilkcultleader)
44
1
3
![](../images/body-a54871c7223dfe33188b.png)
### August 2026
[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)
[A Deep Dive into What Makes Moonshot’s Newest Model Special](https://www.artificialintelligencemadesimple.com/p/kimi-k3-how-an-open-weights-model)
Aug 28 • [Devansh](https://substack.com/@chocolatemilkcultleader)
73
8
9
![](../images/body-40d8e9ec77e947a8202f.png)
[Google is at War with Itself](https://www.artificialintelligencemadesimple.com/p/google-is-at-war-with-itself)
[Inside Google’s Dramatic Exits, Gemini Delays and More](https://www.artificialintelligencemadesimple.com/p/google-is-at-war-with-itself)
Aug 17 • [Devansh](https://substack.com/@chocolatemilkcultleader)
90
8
10
![](../images/body-8d6b4d024afa33a2e05c.png)
### July 2026
[How to Build Judgement about a New Technology or Business](https://www.artificialintelligencemadesimple.com/p/how-to-build-judgement-about-a-new)
[How I Breakdown New Companies/Solutions to Understand the AI Market](https://www.artificialintelligencemadesimple.com/p/how-to-build-judgement-about-a-new)
Jul 31 • [Devansh](https://substack.com/@chocolatemilkcultleader)
64
2
3
![](../images/body-90af147ad233086cdd5b.png)
[The Cheapest Way to Make Open Weight AI Models Better](https://www.artificialintelligencemadesimple.com/p/the-cheapest-way-to-make-open-weight)
[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)
Jul 26 • [Devansh](https://substack.com/@chocolatemilkcultleader)
78
5
6
![](../images/body-b3a3e36a8b11467b6c95.png)
[How Rubric-Based Rewards Could Push AI Beyond Math and Code [Guest]](https://www.artificialintelligencemadesimple.com/p/how-rubric-based-rewards-could-push)
[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)
Jul 22 • [Devansh](https://substack.com/@chocolatemilkcultleader) and [Cameron R. Wolfe, Ph.D.](https://substack.com/@cwolferesearch)
37
2
5
![](../images/body-f05b0f1aab913559534b.png)
[The Hidden Geometry Behind AI Reasoning ](https://www.artificialintelligencemadesimple.com/p/the-hidden-geometry-behind-ai-reasoning)
[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)
Jul 20 • [Devansh](https://substack.com/@chocolatemilkcultleader)
79
6
![](../images/body-e160954e6da962d14c8f.png)
[The AI Industry is Going Through a Massive Correction](https://www.artificialintelligencemadesimple.com/p/the-ai-industry-is-going-through)
[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)
Jul 16 • [Devansh](https://substack.com/@chocolatemilkcultleader)
72
1
15
![](../images/body-4ac9db8a2f34e1c66315.png)
[How to Make Legal AI Truthworthy](https://www.artificialintelligencemadesimple.com/p/how-to-make-legal-ai-truthworthy)
[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)
Jul 13 • [Devansh](https://substack.com/@chocolatemilkcultleader)
26
1
3
![](../images/body-60fe8dfb1a8ea0fc36fc.png)
47:55
[How to Fix Problems with Your AI Tools](https://www.artificialintelligencemadesimple.com/p/how-to-fix-problems-with-your-ai)
[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)
Jul 10 • [Devansh](https://substack.com/@chocolatemilkcultleader)
60
3
6
![](../images/body-96e68e74f81ff3d124e4.png)
[Will AI Destroy Your Jobs [Livestreams]](https://www.artificialintelligencemadesimple.com/p/will-ai-destroy-your-jobs-livestreams)
[Martin Ford on Why Jobs Break From Consolidation, Not Robots](https://www.artificialintelligencemadesimple.com/p/will-ai-destroy-your-jobs-livestreams)
Jul 4 • [Devansh](https://substack.com/@chocolatemilkcultleader) and [Martin Ford](https://substack.com/@mfordfuture)
24
2
2
![](../images/body-43cbc46a09ad8ed2e728.png)
59:23
[ How Big Banks (and their Friends) Fund the Climate Crisis](https://www.artificialintelligencemadesimple.com/p/how-big-banks-and-their-friends-fund)
[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)
Jul 2 • [Devansh](https://substack.com/@chocolatemilkcultleader)
57
16
6
![](../images/body-9c6153feddd508b1f1de.png)
### June 2026
[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)
[The techniques needed to create the worlds best open weight model.](https://www.artificialintelligencemadesimple.com/p/the-4-secrets-that-make-glm-52-special)
Jun 26 • [Devansh](https://substack.com/@chocolatemilkcultleader)
52
1
5
![](../images/body-85ff4f9540703dd4b078.jpeg)
[How to use Agentic Coding Tools like Claude Code or Codes Effectively](https://www.artificialintelligencemadesimple.com/p/how-to-use-agentic-coding-tools-like)
[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)
Jun 21 • [Devansh](https://substack.com/@chocolatemilkcultleader)
64
2
3
![](../images/body-91ca10b2be226e3e748f.png)
[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)
[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)
Jun 11 • [Devansh](https://substack.com/@chocolatemilkcultleader)
57
24
8
![](../images/body-01c2f721c8873a7a33f9.png)
[How to Deploy AI Projects That Create Business Value](https://www.artificialintelligencemadesimple.com/p/how-to-deploy-ai-projects-that-create)
[How to Tell If an AI Project Is Actually Worth Shipping](https://www.artificialintelligencemadesimple.com/p/how-to-deploy-ai-projects-that-create)
Jun 8 • [Devansh](https://substack.com/@chocolatemilkcultleader)
46
2
5
![](../images/body-087badb32f843e4b536f.png)
[Stateful Swarms make AI 100x More Intelligent per Dollar](https://www.artificialintelligencemadesimple.com/p/stateful-swarms-how-persistent-memory)
[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)
Jun 5 • [Devansh](https://substack.com/@chocolatemilkcultleader)
72
2
11
![](../images/body-a8c324a00595fe9d1512.png)
[Token Maxing: The AI Industry is Struggling with Measuring Value](https://www.artificialintelligencemadesimple.com/p/token-maxing-the-ai-industry-is-struggling)
[Goodhart's Law is impacting AI across the board.](https://www.artificialintelligencemadesimple.com/p/token-maxing-the-ai-industry-is-struggling)
Jun 1 • [Devansh](https://substack.com/@chocolatemilkcultleader)
58
7
4
![](../images/body-4be6acc2ee9ace5a6554.png)
### May 2026
[How to Thrive in the Age of AI](https://www.artificialintelligencemadesimple.com/p/how-to-thrive-in-the-age-of-ai)
[Why You Should Read: James Wang.](https://www.artificialintelligencemadesimple.com/p/how-to-thrive-in-the-age-of-ai)
May 29 • [Devansh](https://substack.com/@chocolatemilkcultleader)
83
10
16
![](../images/body-514877c2fdde4c0c7acd.png)
[ The Biggest Opportunity in AI Right Now ](https://www.artificialintelligencemadesimple.com/p/the-biggest-opportunity-in-ai-right)
[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)
May 23 • [Devansh](https://substack.com/@chocolatemilkcultleader)
81
6
5
![](../images/body-01aeb8ade47bb0f33652.jpeg)
[Cerebras: The $56.4 Billion IPO Challenging NVIDIA’s Memory Wall](https://www.artificialintelligencemadesimple.com/p/cerebras-the-564-billion-ipo-challenging)
[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)
May 18 • [Devansh](https://substack.com/@chocolatemilkcultleader)
77
13
16
![](../images/body-2d4312425efb00daf4c5.jpeg)
© 2026 Devansh · [Privacy](https://substack.com/privacy) ∙ [Terms](https://substack.com/tos) ∙ [Collection notice](https://substack.com/ccpa#personal-data-collected)
[ 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)
[Substack](https://substack.com) is the home for great culture