In October 1806, the Prussian army—heir to Frederick the Great's victories and Europe's model of military discipline—disintegrated in a single day of combat against Napoleon. Carl von Clausewitz, a young officer who experienced this catastrophe firsthand, spent the rest of his life analyzing how institutions that appear strongest often prove most brittle.This episode examines the Prussian state from its eighteenth-century peak through its twentieth-century dissolution, tracing how the Junker aristocracy's dominance created both military excellence and fatal rigidity. Through Clausewitz's analytical framework, we explore the transformation of substance into ceremony, the isolation of professional expertise from broader society, and the confusion of organizational form with functional capacity.The conversation moves from Frederick the Great's battlefield innovations through the trauma of 1806, the partial reforms that followed, Bismarck's tactical brilliance in preserving aristocratic power within a modernizing Germany, and ultimately to the system's final collapse in two world wars. Throughout, Clausewitz serves as our guide—not as a military theorist offering tactical doctrine, but as an observer of institutional dynamics whose insights about friction, moral forces, and the relationship between war and politics transcend their historical moment.While rooted in eighteenth and nineteenth-century Prussia, the patterns identified here appear across cultures and centuries: the Roman legions' transformation from fighting force to ceremonial guard, the Ming bureaucracy's evolution from meritocratic innovation to literary exercise, the Ottoman Empire's adoption of European military technology while maintaining social structures that prevented its effective use. The episode examines these historical patterns not as predictive templates but as analytical tools for understanding how institutions maintain or lose vitality over time. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit codeandcouncil.substack.com

This episode of Code and Council explores the life, thought, and legacy of Milton Friedman — from his controversial role in reshaping South American economies to his revolutionary theories of consumption, money, and inflation. We trace his biography, his battles with Keynesian orthodoxy, and his enduring influence on global policy. A deep dive into the economist whose ideas changed the way nations think about markets, freedom, and the cost of prosperity. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit codeandcouncil.substack.com

A sweeping narrative of U.S. intervention in Latin America during the Cold War, from the 1954 Guatemalan coup to the dirty wars of Operation Condor. Through the stories of disappeared students, broken singers, and marching mothers, this episode traces how the template for regime change shaped fifty years of Latin American history. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit codeandcouncil.substack.com

This Code and Council episode documentary traces the banana trade from its scrappy beginnings to the present day—an apolitical, deeply reported history of how a single crop transformed companies and countries. Part I follows the rise: Lorenzo Dow Baker’s first cargo, Andrew Preston’s Boston Fruit system, Minor C. Keith’s railways-for-land concessions, United Fruit’s Great White Fleet, and the rivalries with Cuyamel and Standard that forged an oligopoly across the Caribbean basin. We see how labor camps, clinics, scrip, and company towns organized daily life—and how “banana republic” entered the lexicon. Part II tracks the long reconfiguration: the Great Depression and wartime years; the fall of Gros Michel to Panama disease and the turn to Cavendish; the 1934 Costa Rica strike and Honduras 1954; Guatemala’s 1952–54 land reform crisis; hurricanes, scandals, and consolidation into Chiquita, Dole, and Del Monte; European “banana wars”; containerization; and today’s supermarket-driven logistics. Across a century, the business moves from vertical empires to modular networks, while Central American societies absorb enduring legacies in land, labor, infrastructure, and politics. This is the story behind the cheapest fruit in the grocery aisle—and the clock that still governs every green banana. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit codeandcouncil.substack.com

For three centuries, the Romanov dynasty ruled the largest empire on earth. In 1917, it collapsed in a matter of days. But the real story isn't how quickly it fell—it's how slowly it died.In this episode of Code and Council, we trace sixty years of systemic decay from Alexander II's "Great Reforms" through Nicholas II's abdication. This isn't just the story of a dynasty's end—it's a case study in how well-intentioned but inadequate reforms, rigid ideology, and the inability to adapt to change can destroy even the most seemingly powerful institutions.What we explore:* How Alexander II's emancipation of the serfs created more problems than it solved* The vicious cycle between reform and revolutionary terror* Why rapid industrialization without political adaptation became a powder keg* How Nicholas II's personal failings magnified systemic weaknesses* The role of World War I as the final catalyst for collapse* The brutal execution of the royal family and birth of the Soviet UnionKey themes:* The danger of half-measures in times of crisis* How technological change can outpace political institutions* The human cost of failing to adapt to modernity* Why the collapse of one system doesn't guarantee a better replacementFrom the assassination of Alexander II to the basement in Yekaterinburg, this is the story of how an empire that seemed eternal proved to be achingly fragile. It's a cautionary tale about leadership, legitimacy, and the price of clinging to power while the world transforms around you.This episode includes:* Extended analysis of the "Great Reforms" and their unintended consequences* Primary source quotes from the Romanov family's final months* Connections between 19th-century Russian failures and modern political crises* Discussion of how individual personality traits can shape historical outcomesThe Romanov dynasty's fall offers stark lessons about institutional decay, the limits of autocracy, and what happens when reform comes too little, too late. In an age of rapid change and political instability, these aren't just historical curiosities—they're warnings. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit codeandcouncil.substack.com

From the muddy fields of medieval serfdom to the algorithmic boardrooms of the Big Three, this two-hundred–minute conversation traces the long arc of how wealth and power concentrate, fracture, and reassemble. Jerry and Rachel chart the rise and fall of empires, the command economies of China and Russia, and the global market order that emerged from their collapse and restructuring. At its center is Jack Bogle’s haystack — the index fund that promised ordinary investors a fair shake — and the empire it inadvertently helped build: Vanguard, BlackRock, and State Street as “universal owners” of the modern world. Along the way, they the ripple effects of Soviet collapse, the crypto rebellion, and the looming role of AI in shaping capital itself. It’s a history lesson, a cautionary tale, and a question: can governance ever win against gravity. Music:https://www.youtube.com/watch?v=HekQxhqktKoWork Sited 2017-2021.state.govChina's Environmental Abuses - United States Department of State Opens in a new windowcfr.orgChina's Environmental Crisis | Council on Foreign Relations Opens in a new window2017-2021.state.govChina's Environmental Abuses - United States Department of State Opens in a new windownber.orgInternational Transactions: Real Trade and Factor Flows between ... Opens in a new windowimf.orgGlobal Trade Liberalization and the Developing Countries -- An IMF ... Opens in a new windowworldhistory.orgSerf - World History Encyclopedia Opens in a new windowelibrary.imf.orgI Overview in: China at the Threshold of a Market Economy Opens in a new windowen.wikipedia.orgSocialist market economy - Wikipedia Opens in a new windowen.wikipedia.orgReform and opening up - Wikipedia Opens in a new windowtandfonline.comFull article: Marxian Analysis of Capitalism and Crises - Taylor & Francis Online Opens in a new windownber.orgInternational Transactions: Real Trade and Factor Flows between ... Opens in a new windowcepr.orgSerfdom and Russian economic development - CEPR Opens in a new window This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit codeandcouncil.substack.com

When Sam Altman says he feels "useless" compared to his own creation and compares GPT-5's development to the Manhattan Project, it's time to pay attention. OpenAI just launched what they're calling "PhD-level" AI, but behind the sleek interface lies one of the most audacious—and potentially reckless—infrastructure bets in tech history.In this deep-dive episode, Jerry and Rachel unpack the massive forces reshaping the AI landscape:The Product Revolution: GPT-5 isn't just another model upgrade. With hallucination rates plummeting from 12.9% to just 4.8%, and the ability to seamlessly switch between fast responses and deep reasoning, this represents a fundamental shift from chatbot to digital agent. But is it genuine progress toward AGI, or sophisticated pattern matching dressed up in revolutionary rhetoric?The Infrastructure Arms Race: OpenAI's Project Stargate promises $500 billion in AI infrastructure by 2029—if the money actually exists. While SoftBank's CFO admits fundraising has "bogged down" and no funds have been secured, construction crews are already building data centers in Texas. Meanwhile, Microsoft ($80B), Google, and Amazon are deploying their own massive counter-strategies, each betting hundreds of billions on different visions of the AI-powered future.The Geopolitical Stakes: This isn't just about business anymore. AI infrastructure has become a strategic national asset, with OpenAI's "democratic AI" initiative creating new forms of technological diplomacy—or digital colonialism, depending on your perspective. When a single data center consumes more electricity than entire countries, every infrastructure decision becomes a geopolitical choice.The Sustainability Paradox: Google's revolutionary "demand response" system that flexibly shifts power usage. AWS's industry-leading efficiency metrics. Microsoft's carbon-negative commitments. The biggest tech companies are racing to build the most environmentally responsible way to burn massive amounts of power for AI training and inference.The Manhattan Project Moment: Altman's unusually candid anxiety about feeling like "there are no adults in the room" reflects a genuine tension about the pace of AI development outstripping our ability to understand or control the consequences. Are we building genuinely transformative technology, or are we in the midst of the biggest speculative bubble in tech history?From the technical architecture enabling GPT-5's "real-time router" to the complex debt financing behind Project Stargate, from Nvidia's 80% market dominance to the hyperscalers' custom silicon strategies, this episode breaks down the high-stakes competition that will determine who controls the infrastructure of intelligence itself.The decisions being made right now—about chips, data centers, power grids, and international partnerships—will shape the next decade of technological development and economic competition. Whether you're a developer choosing APIs, an executive planning cloud strategy, or a citizen wondering about AI's societal impact, these infrastructure choices have consequences that extend far beyond Silicon Valley.Key revelations:* Why GPT-5's pricing strategy is triggering a developer ecosystem price war* The real reason behind OpenAI's $11.9 billion CoreWeave partnership* How Google's energy management innovations are reshaping data center approvals* The hidden dependencies that make "sovereign AI" less sovereign than it appears* What Sam Altman's Manhattan Project comparison really means for AI governanceJoin Jerry and Rachel for an unflinching analysis of the infrastructure arms race that's reshaping technology, geopolitics, and the global economy—and ask yourself: Are we building the foundation for a better future, or the most expensive mistake in human history?Music: https://www.youtube.com/watch?v=2r1VGwMbsn8Works citedChatGPT maker OpenAI launches its fastest and most innovative model GPT 5, CEO Sam Altman says: Users will feel like they're interacting with, accessed August 7, 2025, https://timesofindia.indiatimes.com/technology/artificial-intelligence/chatgpt-maker-openai-launches-its-fastest-and-most-innovative-model-gpt-5-ceo-sam-altman-says-users-will-feel-like-theyre-interacting-with/articleshow/123172446.cmsWith GPT-5, OpenAI Promises Access to PhD-Level' AI Expertise | PCMag, accessed August 7, 2025, https://www.pcmag.com/news/with-gpt-5-openai-promises-access-to-phd-level-ai-expertiseOpenAI unveils ChatGPT‑5. Here's what to know about the latest version of the AI-powered chatbot. - CBS News, accessed August 7, 2025, https://www.cbsnews.com/news/openai-launches-chatgpt5-sam-altman-smartest-ai-chatbot/OpenAI's GPT-5 is here and free for all ChatGPT users | Mashable, accessed August 7, 2025, https://mashable.com/article/openai-gpt-5-launch‘I feel useless’: ChatGPT-5 is so smart, it has spooked Sam Altman, the man who started the AI boom, accessed August 7, 2025, https://economictimes.indiatimes.com/news/new-updates/i-feel-useless-chatgpt-5-is-so-smart-it-has-spooked-sam-altman-the-man-who-started-the-ai-boom/articleshow/123071541.cms"What have we done?" — Sam Altman says "I feel useless," compares ChatGPT-5's power to the Manhattan Project, accessed August 7, 2025, https://timesofindia.indiatimes.com/technology/tech-news/what-have-we-done-sam-altman-says-i-feel-useless-compares-chatgpt-5s-power-to-the-manhattan-project/articleshow/123112813.cmsChatGPT-5 Arrives This Month - Are You Ready for What Comes Next?, accessed August 7, 2025, https://economictimes.indiatimes.com/ai/ai-insights/chatgpt-5-arrives-this-month-are-you-ready-for-what-comes-next/articleshow/123132446.cmsIntroducing GPT-5 - OpenAI, accessed August 7, 2025, https://openai.com/index/introducing-gpt-5/GPT-5 System Card | OpenAI, accessed August 7, 2025, https://openai.com/index/gpt-5-system-card/GPT-5 in Azure AI Foundry: The future of AI apps and agents starts here, accessed August 7, 2025, https://azure.microsoft.com/en-us/blog/gpt-5-in-azure-ai-foundry-the-future-of-ai-apps-and-agents-starts-here/OpenAI Unifies GPT and o-Series Models in GPT-5 Launch - AInvest, accessed August 7, 2025, https://www.ainvest.com/news/openai-unifies-gpt-series-models-gpt-5-launch-2508/ChatGPT 5 vs 4: Here are key features and pricing differences ..., accessed August 7, 2025, https://www.hindustantimes.com/trending/us/chatgpt-5-vs-gpt-4-api-here-are-key-feature-and-pricing-differences-between-openai-models-101754591150934.htmlOpenAI Announces GPT-5: A Unified System Replacing All Previous Models - Reddit, accessed August 7, 2025, https://www.reddit.com/r/ChatGPTPro/comments/1mk8hm4/openai_announces_gpt5_a_unified_system_replacing/Introducing GPT‑5 for developers - OpenAI, accessed August 7, 2025, https://openai.com/index/introducing-gpt-5-for-developers/Preparing for GPT-5: What we know, what to expect, and what's rumored - Revolgy, accessed August 7, 2025, https://www.revolgy.com/insights/blog/preparing-for-gpt-5-what-we-know-what-to-expect-and-whats-rumoredChatGPT 5 might be dropping next week, here’s everything we’ve heard so far, accessed August 7, 2025, https://economictimes.indiatimes.com/magazines/panache/chatgpt-5-might-be-dropping-next-week-heres-everything-weve-heard-so-far/articleshow/123042043.cmsGPT-5: Everything You Need to Know About OpenAI's New Model - OnGraph Technologies, accessed August 7, 2025, https://www.ongraph.com/gpt5/Announcing OpenAI GPT-5 on Snowflake Cortex AI, accessed August 7, 2025, https://www.snowflake.com/content/snowflake-site/global/en/blog/category/product-and-technology/announcing-openai-gpt-5-on-snowflake-cortex-aiGPT-5 is here and it's free for everyone - Engadget, accessed August 7, 2025, https://www.engadget.com/ai/gpt-5-is-here-and-its-free-for-everyone-170001066.htmlOpenAI CEO Sam Altman teases GPT-5 with this question about TV show, accessed August 7, 2025, https://timesofindia.indiatimes.com/technology/social/openai-ceo-sam-altman-teases-gpt-5-with-this-question-about-tv-show/articleshow/123089760.cmsOpenAI GPT-5 is now in public preview for GitHub Copilot, accessed August 7, 2025, https://github.blog/changelog/2025-08-07-openai-gpt-5-is-now-in-public-preview-for-github-copilot/ChatGPT now available to all US government workers for $1 a year ..., accessed August 7, 2025, https://timesofindia.indiatimes.com/technology/artificial-intelligence/chatgpt-now-available-to-all-us-government-workers-for-1-a-year-openai-ceo-sam-altman-says-we-are-providing-/articleshow/123145789.cmsOpenAI to offer ChatGPT Enterprise to Trump administration for $1 per agency, accessed August 7, 2025, https://economictimes.indiatimes.com/tech/artificial-intelligence/openai-to-offer-chatgpt-enterprise-to-trump-administration-for-1-per-agency/articleshow/123148065.cmsChatGPT 4o Plus vs. Pro: Which Plan Suits Your Needs? - Creole Studios, accessed August 7, 2025, https://www.creolestudios.com/chatgpt-4-plus-pro-which-to-choose/ChatGPT Plus vs Team - Unleash.so, accessed August 7, 2025, https://www.unleash.so/post/chatgpt-plus-vs-team-complete-2025-comparison-and-enterprise-ai-alternativesGPT-5: Worth the hype? - by Brendan O'Leary - Kilo Code Blog, accessed August 7, 2025, https://blog.kilocode.ai/p/gpt-5-worth-the-hypeOpenAI Just Released GPT-5: The Smartest, Fastest, and Most Useful OpenAI Model, accessed August 7, 2025, https://www.marktechpost.com/2025/08/07/openai-just-released-gpt-5-the-smartest-fastest-and-most-useful-openai-model/I tested ChatGPT vs Gemini 2.5 Pro with these 3 prompts - and it shows what GPT-5 needs to do | Tom's Guide, accessed August 7, 2025, https://www.tomsguide.com/ai/chatgpt/i-tested-chatgpt-vs-gemini-2-5-pro-with-these-3-prompts-and-it-shows-what-gpt-5-needs-to-doOpenAI's GPT-5 shows potential in healthcare with early cancer detection capabilities, accessed August 7, 2025, https://m.economictimes.com/news/international/us/openais-gpt-5-shows-potential-in-healthcare-with-early-cancer-detection-capabilities/articleshow/123173952.cmsOpenAI drops GPT‑5: The most powerful, human-like AI yet—are PhD-level minds now just a tap away? Here's pricing and availability - The Economic Times, accessed August 7, 2025, https://m.economictimes.com/news/international/us/openai-drops-gpt5-the-most-powerful-human-like-ai-yetare-phd-level-minds-now-just-a-tap-away-heres-pricing-and-availability/articleshow/123172950.cmsYou can finally give ChatGPT access to Gmail and Google Calendar - Mashable, accessed August 7, 2025, https://mashable.com/article/chatgpt-5-openai-gmail-calendarYou can finally give ChatGPT access to Gmail and Google Calendar - Tech - Mashable SEA, accessed August 7, 2025, https://sea.mashable.com/tech/38957/you-can-finally-give-chatgpt-access-to-gmail-and-google-calendarOpenAI CEO Sam Altman's biggest fear: ChatGPT-5 is coming in August and Altman is scared — know why, accessed August 7, 2025, https://timesofindia.indiatimes.com/world/us/openai-ceo-sam-altmans-biggest-fear-chatgpt-5-is-coming-in-august-and-altman-is-scared-know-why/articleshow/123034747.cmsChatGPT Is Getting a Big Upgrade. Here's What's New With GPT-5 - CNET, accessed August 7, 2025, https://www.cnet.com/tech/services-and-software/chatgpt-is-getting-a-big-upgrade-heres-whats-new-with-gpt-5/GPT-5 arrives imminently. Here's what the hype won't tell you. | Curb your enthusiasm: OpenAI's latest model is said to be smarter than GPT-4, but not by much. : r/artificial - Reddit, accessed August 7, 2025, https://www.reddit.com/r/artificial/comments/1mjd08m/gpt5_arrives_imminently_heres_what_the_hype_wont/GPT-5 is the beginning of a pivot away from AGI and towards regular ol software products : r/BetterOffline - Reddit, accessed August 7, 2025, https://www.reddit.com/r/BetterOffline/comments/1mk9hyk/gpt5_is_the_beginning_of_a_pivot_away_from_agi/GPT-5 downplaying is a bit wrong : r/singularity - Reddit, accessed August 7, 2025, https://www.reddit.com/r/singularity/comments/1mk6tqn/gpt5_downplaying_is_a_bit_wrong/GPT-5 System Card - OpenAI, accessed August 7, 2025, https://cdn.openai.com/pdf/8124a3ce-ab78-4f06-96eb-49ea29ffb52f/gpt5-system-card-aug7.pdfThe Stargate Project: A Manhattan Project for the AI era - Technology Business Research, accessed August 7, 2025, https://tbri.com/special-reports/the-stargate-project-a-manhattan-project-for-the-ai-era/What to know about 'Stargate,' the $500 billion AI infrastructure project touted by Trump, accessed August 7, 2025, https://qz.com/stargate-ai-infrastructure-data-center-trump-openai-1851744873OpenAI signs $12 billion agreement with CoreWeave, accessed August 7, 2025, https://americanbazaaronline.com/2025/03/12/openai-signs-12-billion-agreement-with-coreweave-460608/CoreWeave's Strategic Role in Google and OpenAI's Cloud Collaboration, accessed August 7, 2025, https://www.datacenters.com/news/coreweave-s-strategic-role-in-google-and-openai-s-cloud-collaborationStargate LLC - Wikipedia, accessed August 7, 2025, https://en.wikipedia.org/wiki/Stargate_LLCSoftBank Group CFO Yoshimitsu Goto on OpenAI’s Project Stargate: ‘We need to take our time to, accessed August 7, 2025, https://timesofindia.indiatimes.com/technology/artificial-intelligence/softbank-group-cfo-yoshimitsu-goto-on-openais-project-stargate-we-need-to-take-our-time-to/articleshow/123173056.cmsOpenAI, Oracle Expand AI Infrastructure Partnership - Campus Technology, accessed August 7, 2025, https://campustechnology.com/articles/2025/07/28/openai-oracle-expand-ai-infrastructure-partnership.aspxSoftBank–OpenAI's Stargate Project hits roadblock; Musk says 'They simply don't have the money!' | Today News - Mint, accessed August 7, 2025, https://www.livemint.com/news/us-news/softbankopenais-stargate-project-hits-roadblock-musk-says-they-simply-don-t-have-the-money-11753195538819.htmlOpenAI partners with Oracle to develop 4.5 more gigawatts of data center capacity, accessed August 7, 2025, https://siliconangle.com/2025/07/22/openai-partners-oracle-develop-another-4-5-gigawatts-data-center-capacity/OpenAI and Oracle to Build 4.5GW AI Data Centre Capacity, accessed August 7, 2025, https://datacentremagazine.com/news/openai-oracle-the-partnership-expanding-stargate-to-4-5gwStargate advances with 4.5 GW partnership with Oracle - OpenAI, accessed August 7, 2025, https://openai.com/index/stargate-advances-with-partnership-with-oracle/OpenAI for Countries: AI Sovereignty or Tech Dependence? - Sustainability, accessed August 7, 2025, https://www.winssolutions.org/openai-for-countries-sovereignty-dependence/Introducing Stargate Norway | OpenAI, accessed August 7, 2025, https://openai.com/index/introducing-stargate-norway/OpenAI for Countries: Our Approach to Security, accessed August 7, 2025, https://cdn.openai.com/global-affairs/ff86ec36-1741-40a0-ab2a-d46f8eec62a8/openai-for-countries-our-approach-to-security.pdfHow Will OpenAI Build AI Gigafactory Data Centre in Norway? | Data ..., accessed August 7, 2025, https://datacentremagazine.com/news/how-will-openai-build-ai-gigafactory-data-centre-in-norwayStargate Norway: OpenAI's First AI Data Center in Europe - TechRepublic, accessed August 7, 2025, https://www.techrepublic.com/article/news-openai-stargate-norway-ai-data-center/OpenAI and UK Government announce strategic partnership to deliver AI-driven growth, accessed August 7, 2025, https://openai.com/global-affairs/openai-and-uk-government-partnership/Microsoft's $80B Investment in AI Data Centers: the Digital Backbone for a Multimodal World, accessed August 7, 2025, https://www.datacenters.com/news/microsoft-s-80b-investment-in-ai-data-centers-the-digital-backbone-for-a-multimodal-worldInside Maia 100: Revolutionizing AI Workloads with Microsoft's ..., accessed August 7, 2025, https://techcommunity.microsoft.com/blog/azureinfrastructureblog/inside-maia-100-revolutionizing-ai-workloads-with-microsofts-custom-ai-accelerat/4229118With a systems approach to chips, Microsoft aims to tailor everything ..., accessed August 7, 2025, https://news.microsoft.com/source/features/ai/in-house-chips-silicon-to-service-to-meet-ai-demand/Microsoft Datacenter Sustainability, accessed August 7, 2025, https://datacenters.microsoft.com/sustainability/Sustainability | Azure global infrastructure experience - Microsoft Datacenters, accessed August 7, 2025, https://datacenters.microsoft.com/globe/powering-sustainable-transformation/Tensor Processing Unit - Wikipedia, accessed August 7, 2025, https://en.wikipedia.org/wiki/Tensor_Processing_UnitTensor Processing Units (TPUs) | Google Cloud, accessed August 7, 2025, https://cloud.google.com/tpuGPU and TPU Comparative Analysis Report | by ByteBridge - Medium, accessed August 7, 2025, https://bytebridge.medium.com/gpu-and-tpu-comparative-analysis-report-a5268e4f0d2aCloud AI Platforms Comparison: AWS Trainium vs Google TPU v5e vs Azure ND H100, accessed August 7, 2025, https://www.cloudexpat.com/blog/comparison-aws-trainium-google-tpu-v5e-azure-nd-h100-nvidia/Google has a solution to AI's power problem, accessed August 7, 2025, https://timesofindia.indiatimes.com/technology/tech-news/google-thinks-it-has-a-solution-to-ais-power-problem/articleshow/123121325.cmsHow Google is Aligning AI Demand with Clean Energy Grids | Technology Magazine, accessed August 7, 2025, https://technologymagazine.com/news/how-google-is-aligning-ai-demand-with-clean-energy-gridsBest AI cloud providers for LLMs, apps, and compute in 2025 - Codingscape, accessed August 7, 2025, https://codingscape.com/blog/best-ai-cloud-providers-for-llms-apps-computeWhat is the role of AWS infrastructure (like underlying GPUs or specialized hardware) in Amazon Bedrock's managed service for AI? - Milvus, accessed August 7, 2025, https://milvus.io/ai-quick-reference/what-is-the-role-of-aws-infrastructure-like-underlying-gpus-or-specialized-hardware-in-amazon-bedrocks-managed-service-for-aiAWS' AI strategy: Jassy's long talking and the big picture | Constellation Research Inc., accessed August 7, 2025, https://www.constellationr.com/blog-news/insights/aws-ai-strategy-jassys-long-talking-and-big-pictureAWS Silicon Innovation – Amazon Web Services, accessed August 7, 2025, https://aws.amazon.com/silicon-innovation/Amazon launches $110m project to provide custom chips for AI research | Capacity Media, accessed August 7, 2025, https://www.capacitymedia.com/article/2e0ozxod9vfo5gs9x3u2o/news/article-amazon-launches-110m-project-to-provide-custom-chips-for-ai-researchAWS Cloud - Amazon Sustainability, accessed August 7, 2025, https://sustainability.aboutamazon.com/products-services/aws-cloudAs data center demand soars, Amazon expands use of recycled waste water to cool its cloud, accessed August 7, 2025, https://www.geekwire.com/2025/as-data-center-demand-soars-amazon-expands-use-of-wastewater-to-cool-its-cloud/Carbon-free energy - Amazon Sustainability, accessed August 7, 2025, https://sustainability.aboutamazon.com/climate-solutions/carbon-free-energy"Microsoft and OpenAI Plot $100 Billion Stargate AI Supercomputer", The Information : r/mlscaling - Reddit, accessed August 7, 2025, https://www.reddit.com/r/mlscaling/comments/1bqx5ph/microsoft_and_openai_plot_100_billion_stargate_ai/Overview | Cloud Computing | AWS Energy, accessed August 7, 2025, https://aws.amazon.com/energy-utilities/OpenAI Plans Multiple Massive Data Centers Consuming Over 1% of World's Power Supply, accessed August 7, 2025, https://community.latenode.com/t/openai-plans-multiple-massive-data-centers-consuming-over-1-of-worlds-power-supply/20928AMD vs NVIDIA Inference Benchmark: Who Wins? – Performance & Cost Per Million Tokens, accessed August 7, 2025, https://semianalysis.com/2025/05/23/amd-vs-nvidia-inference-benchmark-who-wins-performance-cost-per-million-tokens/OpenAI Is A Systemic Risk To The Tech Industry, accessed August 7, 2025, https://www.wheresyoured.at/openai-is-a-systemic-risk-to-the-tech-industry-2/Why Elon Musk is fuming over Donald Trump's $500 billion AI Stargate Project, accessed August 7, 2025, https://m.economictimes.com/news/international/global-trends/why-elon-musk-is-fuming-over-donald-trumps-500-billion-ai-stargate-project/articleshow/117524578.cmsOpenAI Custom Chips: Breaking Nvidia's AI Grip - Electropages, accessed August 7, 2025, https://www.electropages.com/blog/2025/02/openai-making-custom-chips This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit codeandcouncil.substack.com

We are living through a tectonic shift in science. AI like AlphaFold hasn't just solved a 50-year problem; it has opened the door to a new era of digital biology.Here at Code and Council, we explore the code, the companies, and the council of minds driving this revolution. We connect the dots between machine learning breakthroughs and their real-world consequences, from personalized medicine and novel materials to the fundamental questions of what it means to invent, not just discover. Subscribe for a guide to the technology that will define the 21st century.Background Song:https://www.youtube.com/watch?v=DTC3FKdP1yw&list=RDDTC3FKdP1yw&start_radio=1Researched extensively with google gemini 2.5 propmc.ncbi.nlm.nih.govpmc.ncbi.nlm.nih.gov Opens in a new windowlizard.bioAlphaFold – The end of experimental structural biology? - BioLizard Opens in a new windowpmc.ncbi.nlm.nih.govThe Protein Folding Problem - PMC - PubMed Central Opens in a new windowpmc.ncbi.nlm.nih.govThe Protein Folding Problem: The Role of Theory - PMC - PubMed Central Opens in a new windowdeepmind.googleAbout - Google DeepMind Opens in a new windowgaintherapeutics.comDeepMind AlphaFold: Revolutionizing Protein Folding Predictions - Gain Therapeutics Opens in a new windowhp.comWhat is Google DeepMind: AI Research & Tools | HP® Tech Takes Opens in a new windowdeepmind.googleAlphaFold impact stories - Google DeepMind Opens in a new windowwiki.marketdomination.solutionsGoogle's DeepMind - MDS Wiki Opens in a new windowdeepmind.googleGoogle DeepMind Opens in a new windowpmc.ncbi.nlm.nih.govThe power and pitfalls of AlphaFold2 for structure prediction beyond rigid globular proteins Opens in a new windowmedicine.iu.eduThe Protein Folding Problem: The day AI unlocked a secret of life - Indiana University School of Medicine Opens in a new windowfrontiersin.orgEditorial: When predictions meet experiments: the future of structure determination - Frontiers Opens in a new windowmdpi.comUsing AlphaFold Predictions in Viral Research - MDPI Opens in a new windowacademic.oup.comAlphaFold Protein Structure Database: massively expanding the structural coverage of protein-sequence space with high-accuracy models | Nucleic Acids Research | Oxford Academic Opens in a new windowbiolifehealthcenter.comAlphaFold: Transforming Biomedical Research in Neurodegeneration, Global Health, and Therapeutics Opens in a new windowpubmed.ncbi.nlm.nih.govAlphaFold Protein Structure Database in 2024: providing structure coverage for over 214 million protein sequences - PubMed Opens in a new windowgaintherapeutics.comHow AlphaFold is helping in treatment of protein misfolding diseases - Gain Therapeutics Opens in a new windowlindushealth.comwww.lindushealth.com Opens in a new windowguinnessworldrecords.comHighest Score at the CASP competition - Guinness World Records Opens in a new windowdeepmind.googleAlphaFold: a solution to a 50-year-old grand challenge in biology - Google DeepMind Opens in a new windowen.wikipedia.orgAlphaFold - Wikipedia Opens in a new windowdeepmind.googleAlphaFold: Using AI for scientific discovery - Google DeepMind Opens in a new windowalphafold.ebi.ac.ukAlphaFold Protein Structure Database Opens in a new windownews.mit.eduAI system predicts protein fragments that can bind to or inhibit a ... Opens in a new windowebi.ac.ukStrengths and limitations of AlphaFold 2 | AlphaFold - EMBL-EBI Opens in a new windowlabiotech.euAlphaFold3: Revolutionizing drug discovery and development Opens in a new windowblopig.comCASP14: what Google DeepMind's AlphaFold 2 really achieved ... Opens in a new windowalphafoldserver.comAlphaFold Server Opens in a new windowen.wikipedia.orgIsomorphic Labs - Wikipedia Opens in a new windowdrugdiscoverytrends.comGoogle DeepMind and Isomorphic Labs' AlphaFold 3 slashes protein modeling - Drug Discovery and Development Opens in a new windowwisdomtree.comAlphaFold 3: The Future of AI in Biotechnology Is Here - WisdomTree Opens in a new windowdeepmind.googleAlphaFold - Google DeepMind Opens in a new windowpredictioncenter.orgHome - CASP15 - Protein Structure Prediction Center Opens in a new windowpmc.ncbi.nlm.nih.govTertiary structure assessment at CASP15 - PMC - PubMed Central Opens in a new windowthe-decoder.comCASP15: AlphaFold's success spurs new challenges in protein-structure prediction Opens in a new windowpubs.rsc.orgAlphaFold accelerates artificial intelligence powered drug discovery: efficient discovery of a novel CDK20 small molecule inhibitor - Chemical Science (RSC Publishing) Opens in a new windowebi.ac.ukCustomising AlphaFold2 structure predictions | AlphaFold - EMBL-EBI Opens in a new windowmoodle2.units.itCritical assessment of methods of protein structure prediction (CASP)—Round XV - Moodle@Units Opens in a new windowartsci.utoronto.caNew study uses AlphaFold and AI to accelerate design of novel drug for liver cancer Opens in a new windowebi.ac.ukHow have AlphaFold2's predictions of protein structure been validated? | AlphaFold Opens in a new windownews.mit.eduAnalyzing the potential of AlphaFold in drug discovery | MIT News Opens in a new windowresearchgate.netComparison of AlphaFold, Robetta, and X-ray (pdb 5i6x) models for... - ResearchGate Opens in a new windowpmc.ncbi.nlm.nih.govPredicting Relative Populations of Protein Conformations without a Physics Engine Using AlphaFold 2 - PMC - PubMed Central Opens in a new windowpmc.ncbi.nlm.nih.govAccelerating crystal structure determination with iterative AlphaFold prediction - PMC Opens in a new windowpubs.acs.orgAlphaFold2 Predicts Alternative Conformation Populations in Green Fluorescent Protein Variants | Journal of Chemical Information and Modeling - ACS Publications Opens in a new windowreddit.comPeople are overestimating Alphafold and it's a problem : r/labrats - Reddit Opens in a new windowpeakproteins.comComparison Of Structural Techniques: X-ray, NMR, Cryo-EM | Peak Proteins Opens in a new windowresearchgate.net(PDF) AlphaFold3 at CASP16 - ResearchGate Opens in a new windowbiorxiv.orgCASP16 protein monomer structure prediction assessment - bioRxiv Opens in a new windowpredictioncenter.orgHome - CASP16 - Protein Structure Prediction Center Opens in a new windownexco.chPeeking Into CASP16 and the Future of Biomolecular Structure Prediction - Nexco Analytics Opens in a new windownews-medical.netAlphaFold accelerates discovery of potential antipsychotic drugs by ... Opens in a new windowfrontiersin.orgBefore and after AlphaFold2: An overview of protein ... - Frontiers Opens in a new windowisomorphiclabs.comAlphaFold 3 predicts the structure and interactions of all of life's ... Opens in a new windowpmc.ncbi.nlm.nih.govAFsample2 predicts multiple conformations and ensembles with ... Opens in a new window This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit codeandcouncil.substack.com

We’re often told that to succeed, we need to specialize. To become an expert in one narrow domain and dig as deep as we can.But what if the key to truly profound insight lies in the opposite direction?This week on Code and Council, we explore the life and mind of a man who was the living embodiment of that counterintuitive idea: the late, great Charlie Munger.Many know Munger as Warren Buffett’s indispensable partner—the “abominable no-man” and intellectual architect of modern Berkshire Hathaway. But his true legacy is a revolutionary doctrine for rational thinking that transcends the world of investing.In this deep-dive episode, we unpack the Munger Doctrine, drawing from his speeches, writings, and his final, remarkably candid interview. We explore:* The "Lattework of Mental Models": How Munger drew on the big ideas from psychology, physics, biology, and history to make better decisions than the siloed experts.* The Great Philosophical Shift: How he single-handedly convinced Warren Buffett to abandon "cigar-butt" investing and instead focus on buying "wonderful businesses at fair prices". This was the pivotal change that made Berkshire the compounding machine it is today.* A Masterclass in Applied Psychology: We break down his iconic investments, from the brand power of See's Candies and the "Lollapalooza Effect" ofCoca-Cola to his contrarian, crisis-era bets on banks likeWells Fargo.* Betting on Genius and Humility: The story of his "venture capital" style bet on Chinese EV maker BYD, which was a wager on a single, irreplaceable founder , and the instructive mistake he made withAlibaba—a lesson in his own fallibility.* The Apex Investment: A detailed look at why he called Costco the "ultimate wonderful business" and held its stock with unwavering conviction for 26 years, even when Buffett sold.* A Philosophy for Life: Beyond the billions, we delve into his personal philosophy of "soldiering through" hardship, the moral duty to become wiser every day, and why avoiding stupidity is more important than seeking brilliance.This episode is more than a recap of a legendary investor's career. It’s an exploration of a timeless framework for clear thinking and effective action. It’s about learning to see the world not as a collection of separate subjects, but as a complex, interconnected system.Join us for a journey into one of the sharpest minds of the last century.Background Music:https://www.youtube.com/watch?v=Q6CRmIXcrxw&list=PLfP6i5T0-DkIA0Bny2MV8lEF2rTI2TzdF&index=5Sources PoorCharliesAlmanackGemini 2.5 Pro bnh.bankHere's to Your Wealth – The Life and Legacy of Charlie Munger, Investing Maverick Opens in a new window youtube.comCharlie Munger: Chinese Automobile Manufacturer BYD - YouTube Opens in a new window financemagnates.comCharlie Munger's Final Stock Portfolio Unveiled Opens in a new window timeline.coSix Lessons on Investing from Charlie Munger - Timeline Opens in a new window cabotwealth.comRemembering Charlie Munger, Investing Legend - Cabot Wealth Network Opens in a new window reddit.comWas Charlie Munger Really That Good of An Investor? : r/ValueInvesting - Reddit Opens in a new window leelynsmith.comCharlie Munger's timeless lessons for investors - Leelyn Smith Opens in a new window silverlightinvest.comCharlie Munger's Most Important Investing Lesson - Silverlight Asset Management, LLC Opens in a new window stockcircle.comCharlie Munger: 2 Wells Fargo transactions (Daily Journal / WFC) - Stockcircle Opens in a new window 247wallst.comCostco Stock, a Long-Time Charlie Munger Favorite, is Worth Buying in Bulk After Earnings Opens in a new window 247wallst.comThe Late Billionaire Charlie Munger's 'Other' Firm Has 97% of Its Investments in These 3 Stocks Opens in a new window reddit.comCharlie Munger often praises Costco, what's a fair valuation for the stock? - Reddit Opens in a new window financhill.comWhy Did Charlie Munger Love Costco - Financhill Opens in a new window sn.einvestingforbeginners.comNuggets: The Extraordinary Life of Charlie Munger Opens in a new window sbo.financialBuffett's sweetest acquisition: A financial teardown of See's Candies | SBO Opens in a new window sees.comThe Extended Family - See's Candies Opens in a new window fs.blogTurning $2 Million Into $2 Trillion - Farnam Street Opens in a new window investopedia.comCharlie Munger: Life, Berkshire Hathaway, Investments - Investopedia Opens in a new window wealthyretirement.comCharlie Munger and One of the Best Investments of All Time Opens in a new window quartr.comTasting Quality: Berkshire's Defining Bet on See's Candies - Quartr Opens in a new window en.wikipedia.orgWesco Financial - Wikipedia Opens in a new window granitefirm.comKey points from Munger Wesco's 24 years of shareholder meetings - Andy Lin's Long-term Stock Investment Blog Opens in a new window pipeline.capitalPerson of the month: Charlie Munger - Pipeline Capital Opens in a new window nik.artCharlie Munger's “How To Start Coca Cola in 1884” Thought Experiment | nik.art Opens in a new window fool.comCharlie Munger's Investment Strategy | The Motley Fool Opens in a new window morningstar.com.auCharlie Munger: What makes him a great investor - Morningstar Australia Opens in a new window marketrebellion.comCharlie Munger's Top 4 “All-In” Stocks — Munger's Final Investments - Market Rebellion Opens in a new window investorplace.comIn Memory of a Legend: 7 Stocks That Charlie Munger Loved | InvestorPlace Opens in a new window nasdaq.comMeet BYD Chief Wang Chuanfu, Who Charlie Munger Said Is 'Better At Actually Making Things' Than Tesla CEO Elon Musk | Nasdaq Opens in a new window moomoo.comAn Overview of Charlie Munger's Classic Investment Cases - moomoo Community Opens in a new window medium.comCharlie Munger On How To Build a $2 Trillion Startup | by Dan Shipper | Medium Opens in a new window barchart.comWhich Was Charlie Munger's Best Bet: Berkshire Hathaway Or Costco? - Barchart.com Opens in a new window youtube.comCharlie Munger: Berkshire's Investment in the Coca-Cola Stock - YouTube Opens in a new window nasdaq.comWhich Was Charlie Munger's Best Bet: Berkshire Hathaway or Costco? - Nasdaq Opens in a new window youtube.comCharlie Munger and Costco: A look at why he was a big fan of the giant retailer - YouTube Opens in a new window financhill.comHow Costco Became Charlie Munger's $100 Million Personal Bet - Financhill Opens in a new window hedgefundalpha.comCharlie Munger Portfolio Performance: Analyzing Strategies For His Success Opens in a new window hedgefundalpha.comCharlie Munger And The Power Of Costco - Hedge Fund Alpha Opens in a new window en.wikipedia.orgCharlie Munger - Wikipedia Opens in a new window dailyjournal.comCharles T. Munger, 1924 - 2023 - Daily Journal This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit codeandcouncil.substack.com

Dive deep into the clandestine world of groundbreaking technology and the minds that forge it. Inspired by the legendary Skunk Works, we explore how audacious risk-taking, lean teams, and a relentless drive for the impossible shape our world, from stealth aircraft to the AI in your daily life. Join us as we uncover the hidden threads of innovation and challenge conventional wisdom. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit codeandcouncil.substack.com