Podcasts about Anthropic

Nathan Lambert and Sebastian Raschka are machine learning researchers, engineers, and educators. Nathan is the post-training lead at the Allen Institute for AI (Ai2) and the author of The RLHF Book. Sebastian Raschka is the author of Build a Large Language Model (From Scratch) and Build a Reasoning Model (From Scratch). Thank you for listening ❤ Check out our sponsors: https://lexfridman.com/sponsors/ep490-sc See below for timestamps, transcript, and to give feedback, submit questions, contact Lex, etc. Transcript: https://lexfridman.com/ai-sota-2026-transcript CONTACT LEX: Feedback – give feedback to Lex: https://lexfridman.com/survey AMA – submit questions, videos or call-in: https://lexfridman.com/ama Hiring – join our team: https://lexfridman.com/hiring Other – other ways to get in touch: https://lexfridman.com/contact SPONSORS: To support this podcast, check out our sponsors & get discounts: Box: Intelligent content management platform. Go to https://box.com/ai Quo: Phone system (calls, texts, contacts) for businesses. Go to https://quo.com/lex UPLIFT Desk: Standing desks and office ergonomics. Go to https://upliftdesk.com/lex Fin: AI agent for customer service. Go to https://fin.ai/lex Shopify: Sell stuff online. Go to https://shopify.com/lex CodeRabbit: AI-powered code reviews. Go to https://coderabbit.ai/lex LMNT: Zero-sugar electrolyte drink mix. Go to https://drinkLMNT.com/lex Perplexity: AI-powered answer engine. Go to https://perplexity.ai/ OUTLINE: (00:00) – Introduction (01:39) – Sponsors, Comments, and Reflections (16:29) – China vs US: Who wins the AI race? (25:11) – ChatGPT vs Claude vs Gemini vs Grok: Who is winning? (36:11) – Best AI for coding (43:02) – Open Source vs Closed Source LLMs (54:41) – Transformers: Evolution of LLMs since 2019 (1:02:38) – AI Scaling Laws: Are they dead or still holding? (1:18:45) – How AI is trained: Pre-training, Mid-training, and Post-training (1:51:51) – Post-training explained: Exciting new research directions in LLMs (2:12:43) – Advice for beginners on how to get into AI development & research (2:35:36) – Work culture in AI (72+ hour weeks) (2:39:22) – Silicon Valley bubble (2:43:19) – Text diffusion models and other new research directions (2:49:01) – Tool use (2:53:17) – Continual learning (2:58:39) – Long context (3:04:54) – Robotics (3:14:04) – Timeline to AGI (3:21:20) – Will AI replace programmers? (3:39:51) – Is the dream of AGI dying? (3:46:40) – How AI will make money? (3:51:02) – Big acquisitions in 2026 (3:55:34) – Future of OpenAI, Anthropic, Google DeepMind, xAI, Meta (4:08:08) – Manhattan Project for AI (4:14:42) – Future of NVIDIA, GPUs, and AI compute clusters (4:22:48) – Future of human civilization

Financial Times San Francisco Bureau Chief Stephen Morris joins for our weekly discussion of the latest tech news. We cover: 1) Anthropic's $20 billion fundraising round 2) OpenAI is looking at $100 billion in funding 3) Amazon alone might put $50 billion in OpenAI 4) When does the money run out? 5) The rise of Clawdbot/Moltbot 6) Meta and Microsoft beat on earnings but go in separate directions 7) The market has no idea what to do with the AI trade 8) Apple's historic quarter 9) Amazon lays off 16,000 10) SpaceX IPO in June? 11) Why a SpaceX and xAI merger could make sense --- Enjoying Big Technology Podcast? Please rate us five stars ⭐⭐⭐⭐⭐ in your podcast app of choice. Want a discount for Big Technology on Substack + Discord? Here's 25% off for the first year: https://www.bigtechnology.com/subscribe?coupon=0843016b Questions? Feedback? Write to: bigtechnologypodcast@gmail.com Learn more about your ad choices. Visit megaphone.fm/adchoices

As Meta and Microsoft report earnings, markets are sending a mixed but revealing signal about AI: this doesn't look like a classic bubble fear so much as a judgment about who's winning the AI narrative. Meta is rewarded for aggressive spending paired with visible revenue impact, while Microsoft is punished for caution and slowing cloud growth despite massive backlog demand. The takeaway isn't that investors are fleeing AI—it's that they're increasingly selective about which AI stories they believe will convert spending into growth. In the headlines: SoftBank eyes another $30B into OpenAI, ServiceNow deepens its Anthropic partnership, Microsoft scrambles to respond to Claude Cowork, Google upgrades Chrome with agentic browsing, and Tesla invests $2B into xAI.Brought to you by:KPMG – Discover how AI is transforming possibility into reality. Tune into the new KPMG 'You Can with AI' podcast and unlock insights that will inform smarter decisions inside your enterprise. Listen now and start shaping your future with every episode. ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://www.kpmg.us/AIpodcasts⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Zencoder - From vibe coding to AI-first engineering - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠http://zencoder.ai/zenflow⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Optimizely Opal - The agent orchestration platform build for marketers - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://www.optimizely.com/theaidailybrief⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠AssemblyAI - The best way to build Voice AI apps - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://www.assemblyai.com/brief⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Section - Build an AI workforce at scale - ⁠⁠⁠⁠⁠⁠https://www.sectionai.com/⁠⁠⁠⁠⁠⁠LandfallIP - AI to Navigate the Patent Process - https://landfallip.com/Robots & Pencils - Cloud-native AI solutions that power results ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://robotsandpencils.com/⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠The Agent Readiness Audit from Superintelligent - Go to ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://besuper.ai/ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠to request your company's agent readiness score.The AI Daily Brief helps you understand the most important news and discussions in AI. Subscribe to the podcast version of The AI Daily Brief wherever you listen: ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://pod.link/1680633614⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Interested in sponsoring the show? sponsors@aidailybrief.ai

Plus: OpenAI plans a fourth-quarter IPO in the race to beat Anthropic to market. And investor concerns over future component costs overshadow Apple's blowout iPhone sales. Luke Vargas hosts. Sign up for WSJ's free What's News newsletter. Learn more about your ad choices. Visit megaphone.fm/adchoices

In this Friday Deploy, Andrew and Ben dive into the viral Moltbot (now OpenClaw) phenomenon and Steve Yegge's Software Survival 3.0 essay, debating how SaaS companies can build moats in an era of token-constrained engineering. They also explore the concept of "Dark Flow" - a deceptive state where vibe coding feels productive but hides accumulated tech debt - and break down Anthropic's newly released constitution for Claude. Finally, the team discusses a Reddit user's claim to have ported CUDA to AMD in 30 minutes and shares a fascinating breakdown of podcast listening data.LinearB: The AI productivity platform for engineering leadersFollow the show:Subscribe to our Substack Follow us on LinkedInSubscribe to our YouTube ChannelLeave us a ReviewFollow the hosts:Follow AndrewFollow BenFollow DanFollow today's stories:OpenClawSoftware Survival 3.0Breaking the Spell of Vibe CodingClaude's new constitutionClaude Code Has Managed to Port NVIDIA's CUDA Backend to ROCmMy Top 25 Podcast Episodes & Interviews from 2025 by IPM (Insights Per Minute)OFFERS Start Free Trial: Get started with LinearB's AI productivity platform for free. Book a Demo: Learn how you can ship faster, improve DevEx, and lead with confidence in the AI era. LEARN ABOUT LINEARB AI Code Reviews: Automate reviews to catch bugs, security risks, and performance issues before they hit production. AI & Productivity Insights: Go beyond DORA with AI-powered recommendations and dashboards to measure and improve performance. AI-Powered Workflow Automations: Use AI-generated PR descriptions, smart routing, and other automations to reduce developer toil. MCP Server: Interact with your engineering data using natural language to build custom reports and get answers on the fly.

Danny and Ritu dive deep into Anthropic's new Cowork feature in Claude Desktop - the good, the bad, and the ugly. Ritu shares a cautionary tale about file deletion gone wrong, while Danny demonstrates his custom skills pack that protects users from common pitfalls. What You'll Learn: What Cowork is and how it differs from Claude Code and Claude Desktop Why the rm -rf command can permanently delete your files (and how to prevent it) How to set up deny lists in your Claude settings to protect critical files The power of skills and bootstrap files for consistent, reliable outputs Decision panels: letting Claude guide you through complex choices Cascade skills: research to article to slides in one automated flow Key Timestamps: 00:00 - Introduction to Cowork 02:13 - Ritu's file deletion disaster story 08:37 - Understanding rm vs rm -rf commands 10:01 - Setting up deny lists for protection 16:00 - Evolution from Claude Desktop to Claude Code to Cowork 25:55 - Skills deep dive: orchestrator, quality gate, flow state 39:48 - Research cascade skill demonstration 43:18 - Decision panels walkthrough 48:58 - 2026 predictions: Ambient AI and pixel-free interfaces Resources Mentioned: Danny's Skills Pack (available to listeners) Typora - Markdown editor ($14 lifetime) Time Machine backup for Mac users Git for version control Connect with Ritu Java: LinkedIn Connect with Danny McMillan: LinkedIn | Seller Sessions

In this episode, we talk about Anthropic's new Co-Work plugins for enterprise users, designed to automate specialized tasks and streamline workflows. We also discuss the major $3 billion lawsuit filed against Anthropic by music publishers, alleging copyright infringement of 20,000 musical works.             　　　　　Links　　　　　　　　　　• Get the top 40+ AI Models for $20 at AI Box: https://aibox.ai 　　　　　     • AI Chat YouTube Channel: https://www.youtube.com/@JaedenSchafer 　　　　　     • Join my AI Hustle Community: https://www.skool.com/aihustle

In this episode of Cybersecurity Today, host Jim Love explores the burgeoning world of actionable AI agents, examining key developments from companies like Google and Anthropic. The episode delves into the rapid rise of MoltBot, an open-source AI agent tool that has taken the developer community by storm. Jim also highlights the significant security concerns associated with these advanced AI systems, including delegated control, exposable credentials, and the potential for real-world consequences due to misuse. The podcast wraps up with a discussion on the future implications of these technologies and a preview of upcoming research by David Shipley from Beauceron Security on phishing. Brought to you with the support of Meter, delivering integrated networking solutions for optimized performance and scale. Cybersecurity Today would like to thank Meter for their support in bringing you this podcast. Meter delivers a complete networking stack, wired, wireless and cellular in one integrated solution that's built for performance and scale. You can find them at Meter.com/cst 00:00 Introduction and Sponsor Message 00:24 Emerging AI Agents: Google and Anthropic 01:59 The Rise of Molt Bot 07:51 Security Concerns with AI Agents 11:09 Looking Ahead: The Future of AI Agents 13:47 Conclusion and Upcoming Episodes

In this episode, we break down the latest volatility across digital asset markets, unpacking the potential drivers behind Bitcoin's recent sell-off and what it may signal for market structure and risk appetite. We also review the evolving landscape for crypto related IPOs, Anthropic's recent capital raise, and Gartner's warning on rising AI platform fragmentation driven by national sovereignty, regulation, and geopolitics. Further, we unpack the hyperscalers' battle for first party silicon, infrastructure, and software integration.  To learn more, visit us on the web at https://www.morgancreekcap.com/morgan-creek-digital/. To speak to a team member or sign up for additional content, please email mcdigital@morgancreekcap.com  Legal Disclaimer  This podcast is for informational purposes only and should not be construed as investment advice or a solicitation for the sale of any security, advisory, or other service. Investments related to the themes and ideas discussed may be owned by funds managed by the host and podcast guests. Any conflicts mentioned by the host are subject to change. Listeners should consult their personal financial advisors before making any investment decisions. 

Chuck Zodda and Mike Armstrong discuss Trump picking Kevin Warsh as Fed Chair. What do we know about Warsh's past with the Fed? Is he the right pick? Senator Tillis will oppose Trump Fed Chair pick Warsh until Powell probe resolved. Why does this matter? Apple posts blowout iPhone sales, but investors focus on higher costs. OpenAI plans fourth-quarter IPO in race to beat Anthropic to market.

問：高收入與低收入國家在 AI 使用習慣上有何不同？ 答：高收入地區的使用者傾向直接將 AI 應用於工作流程，以提高生產力並避免被淘汰；而低發展國家的使用者則較多將其視為學習與自我增值的工具，在職場上的直接使用壓力相對較小。問：何謂「鏡像效應」(Mirror Effect)？ 答：這是一種互動現象，指 AI 給出的答案水準取決於使用者提問的水平。若以博士級別的角度提問，AI 會提供博士級的內容；若以小學生程度提問，得到的反應亦會停留在該層次。問：在 AGI 可能於 2026 年出現的背景下，人類應具備什麼關鍵能力？ 答：關鍵在於「表達能力」(Articulation)，即能否以精確且具備層次的語言描述需求。人類的角色將轉變為「監督者」(Supervisor)，負責宏觀指揮與風險監管，而不僅僅是執行任務。問：人類的記憶與 AI 的大型語言模型有何本質區別？ 答：人類擁有強大的「壓縮」(Compression) 與「結晶」(Crystallization) 能力，能將數十年的經驗濃縮成可隨時提取的智慧。AI 雖然擅長短期硬記憶，但人類能建立獨特的「知識之樹」，將不同範疇的資訊產生深刻連結。問：面對 AI 自動化的趨勢，職場人士應如何調整自我增值策略？ 答：應專注於核心基本功，並主動跨足不同範疇以建立連結。當 AI 取代低層次的重複性工作（如校對或初步剪輯）時，人類應提升至編輯、策劃或發掘故事等更高價值的工作層面，讓學習成為高增值的經濟活動。 This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit leesimon.substack.com/subscribe

This week, Scott sat down with his Lawfare colleagues Alan Rozenshtein, Eric Columbus, and Molly Roberts for a deep dive into two of the week's big national security news stories:“Slipping Down the Slope.” Last week's killing of 37-year-old ICU nurse Alex Pretti by Border Patrol agents in Minneapolis, Minnesota, has triggered what increasingly appears to be a national backlash against the Trump administration's immigration policies and ICE's violent tactics. Republicans and Democrats alike have been increasingly public in their criticism of the administration's actions—and, in particular, DHS Secretary Kristi Noem—while state officials have begun exploring more legal avenues for pushing back against federal officials. The Trump administration, meanwhile, may be shifting tack, as it has replaced Border Patrol commander-at-large Greg Bovino with immigration czar Tom Homan on the ground in Minneapolis and adopted a more conciliatory tone. Is this a real turning point for the Trump administration's flagship policy? Or more of a feint?“Now We're Just Waiting on Artificial Strength, Dexterity, Wisdom, and Charisma.” Last week, the artificial intelligence company Anthropic released what it's calling a “constitution” for its premier AI model, Claude. The constitution seeks to instill a moral framework, value system, and even a personality in the AI model, taking an unprecedented step in both private AI governance and AI personhood. How does Claude's constitution factor into broader discussions about AI development and regulating how models should interact with users?In object lessons, Eric sticks to classic Rational Security orthodoxy by recommending an actual, physical object: his wife's beloved migraine-slaying device, The Tingler. Alan flagrantly violates the show's informal norms with a repeat recommendation—season 2 of The Night Manager (plus some unsolicited fawning over Tom Hiddleston). Scott, desperate for warmth, throws the rulebook into the fire with a double object lesson: 1) Metro's Fire Snake to satisfy your basic human need for fire, and 2) long underwear to satisfy your base-layer needs. And Molly restores order with a hat that truly captures how we're all feeling: America is in trouble, and we're tired.To receive ad-free podcasts, become a Lawfare Material Supporter at www.patreon.com/lawfare. You can also support Lawfare by making a one-time donation at https://givebutter.com/lawfare-institute.Support this show http://supporter.acast.com/lawfare. Hosted on Acast. See acast.com/privacy for more information.

In early 2024, executives at artificial intelligence start-up Anthropic ramped up an ambitious project they sought to keep quiet. It was code-named Project Panama, and internal documents filed in court described it as an “effort to destructively scan all the books in the world.”According to the filings, the company had spent tens of millions of dollars to acquire and slice the spines off potentially millions of books, before scanning their pages to feed knowledge into the AI models behind products such as Claude, its popular chatbot. A judge ruled this fair use.Details of Project Panama emerged in more than 4,000 pages of documents in a copyright lawsuit brought by book authors against Anthropic. The company agreed to pay $1.5 billion to settle the case in August – but a district judge's decision last week to unseal a slew of documents in the case more fully revealed Anthropic's zealous pursuit of books.Today on “Post Reports,” technology reporter Will Oremus explains the lengths to which AI firms such as Anthropic, Meta, Google and OpenAI went to obtain colossal troves of data with which to “train” their software – a frantic and sometimes clandestine race to acquire the collected works of humanity. He and host Martine Powers discuss how AI companies' efforts sometimes might have crossed over into the illegal, and how authors and artists might fare in an AI-centered future. Today's show was produced by Rennie Svirnovskiy. It was edited by Dennis Funk and mixed by Sam Bair.Subscribe to The Washington Post here.

This week, Scott sat down with his Lawfare colleagues Alan Rozenshtein, Eric Columbus, and Molly Roberts for a deep dive into two of the week's big national security news stories:“Slipping Down the Slope.” Last week's killing of 37-year-old ICU nurse Alex Pretti by Border Patrol agents in Minneapolis, Minnesota, has triggered what increasingly appears to be a national backlash against the Trump administration's immigration policies and ICE's violent tactics. Republicans and Democrats alike have been increasingly public in their criticism of the administration's actions—and, in particular, DHS Secretary Kristi Noem—while state officials have begun exploring more legal avenues for pushing back against federal officials. The Trump administration, meanwhile, may be shifting tack, as it has replaced Border Patrol commander-at-large Greg Bovino with immigration czar Tom Homan on the ground in Minneapolis and adopted a more conciliatory tone. Is this a real turning point for the Trump administration's flagship policy? Or more of a feint?“Now We're Just Waiting on Artificial Strength, Dexterity, Wisdom, and Charisma.” Last week, the artificial intelligence company Anthropic released what it's calling a “constitution” for its premier AI model, Claude. The constitution seeks to instill a moral framework, value system, and even a personality in the AI model, taking an unprecedented step in both private AI governance and AI personhood. How does Claude's constitution factor into broader discussions about AI development and regulating how models should interact with users?In object lessons, Eric sticks to classic Rational Security orthodoxy by recommending an actual, physical object: his wife's beloved migraine-slaying device, The Tingler. Alan flagrantly violates the show's informal norms with a repeat recommendation—season 2 of The Night Manager (plus some unsolicited fawning over Tom Hiddleston). Scott, desperate for warmth, throws the rulebook into the fire with a double object lesson: 1) Metro's Fire Snake to satisfy your basic human need for fire, and 2) long underwear to satisfy your base-layer needs. And Molly restores order with a hat that truly captures how we're all feeling: America is in trouble, and we're tired.To receive ad-free podcasts, become a Lawfare Material Supporter at www.patreon.com/lawfare. You can also support Lawfare by making a one-time donation at https://givebutter.com/lawfare-institute. Hosted on Acast. See acast.com/privacy for more information.

The crew breaks down Superstate's massive $82M Series B for tokenization, the explosive rise of TradeXYZ's commodities trading hitting $1B+ volume, different tokenization models from "bootleg" to "back office," the ClawdBot AI phenomenon taking over coding, and how agent-based development is revolutionizing crypto software engineering. Welcome to The Chopping Block — where crypto insiders Haseeb Qureshi, Tom Schmidt, Tarun Chitra, and Robert Leshner chop it up about the latest in crypto. This week, Robert drops news about Superstate's massive $82 million Series B raise led by Bain Capital to bring Wall Street on-chain through tokenization. The crew dives deep into the explosive growth of Hip3 markets, particularly TradeXYZ's commodities trading that's hitting over $1 billion in daily volume as precious metals rip to all-time highs. They break down the different tokenization models emerging - from "bootleg" third-party approaches to "back office" settlement tools to issuer-led official tokenization. Then the conversation shifts to the ClawdBot phenomenon taking the internet by storm, exploring how AI agents are revolutionizing coding and what this means for the future of software engineering in crypto. From vibe coding to the complete transformation of how startups will be built, the hosts examine whether we're witnessing a fundamental shift in how technical work gets done. Show highlights

Marc Andreessen is a founder, investor, and co-founder of Netscape, as well as co-founder of the venture capital firm Andreessen Horowitz (a16z). In this conversation, we dig into why we're living through a unique and one of the most incredible times in history, and what comes next.We discuss:1. Why AI is arriving at the perfect moment to counter demographic collapse and declining productivity2. How Marc has raised his 10-year-old kid to thrive in an AI-driven world3. What's actually going to happen with AI and jobs (spoiler: he thinks the panic is “totally off base”)4. The “Mexican standoff” that's happening between product managers, designers, and engineers5. Why you should still learn to code (even with AI)6. How to develop an “E-shaped” career that combines multiple skills, with AI as a force multiplier7. The career advice he keeps coming back to (“Don't be fungible”)8. How AI can democratize one-on-one tutoring, potentially transforming education9. His media diet: X and old books, nothing in between—Brought to you by:DX—The developer intelligence platform designed by leading researchersBrex—The banking solution for startupsDatadog—Now home to Eppo, the leading experimentation and feature flagging platform—Episode transcript: https://www.lennysnewsletter.com/p/marc-andreessen-the-real-ai-boom—Archive of all Lenny's Podcast transcripts: https://www.dropbox.com/scl/fo/yxi4s2w998p1gvtpu4193/AMdNPR8AOw0lMklwtnC0TrQ?rlkey=j06x0nipoti519e0xgm23zsn9&st=ahz0fj11&dl=0—Where to find Marc Andreessen:• X: https://x.com/pmarca• Substack: https://pmarca.substack.com• Andreessen Horowitz's website: https://a16z.com• Andreessen Horowitz's YouTube channel: https://www.youtube.com/@a16z—Where to find Lenny:• Newsletter: https://www.lennysnewsletter.com• X: https://twitter.com/lennysan• LinkedIn: https://www.linkedin.com/in/lennyrachitsky/—In this episode, we cover:(00:00) Introduction to Marc Andreessen(04:27) The historic moment we're living in(06:52) The impact of AI on society(11:14) AI's role in education and parenting(22:15) The future of jobs in an AI-driven world(30:15) Marc's past predictions(35:35) The Mexican standoff of tech roles(39:28) Adapting to changing job tasks(42:15) The shift to scripting languages(44:50) The importance of understanding code(51:37) The value of design in the AI era(53:30) The T-shaped skill strategy(01:02:05) AI's impact on founders and companies(01:05:58) The concept of one-person billion-dollar companies(01:08:33) Debating AI moats and market dynamics(01:14:39) The rapid evolution of AI models(01:18:05) Indeterminate optimism in venture capital(01:22:17) The concept of AGI and its implications(01:30:00) Marc's media diet(01:36:18) Favorite movies and AI voice technology(01:39:24) Marc's product diet(01:43:16) Closing thoughts and recommendations—Referenced:• Linus Torvalds on LinkedIn: https://www.linkedin.com/in/linustorvalds• The philosopher's stone: https://en.wikipedia.org/wiki/Philosopher%27s_stone• Alexander the Great: https://en.wikipedia.org/wiki/Alexander_the_Great• Aristotle: https://en.wikipedia.org/wiki/Aristotle• Bloom's 2 sigma problem: https://en.wikipedia.org/wiki/Bloom%27s_2_sigma_problem• Alpha School: https://alpha.school• In Tech We Trust? A Debate with Peter Thiel and Marc Andreessen: https://a16z.com/in-tech-we-trust-a-debate-with-peter-thiel-and-marc-andreessen• John Woo: https://en.wikipedia.org/wiki/John_Woo• Assembly: https://en.wikipedia.org/wiki/Assembly_language• C programming language: https://en.wikipedia.org/wiki/C_(programming_language)• Python: https://www.python.org• Netscape: https://en.wikipedia.org/wiki/Netscape• Perl: https://www.perl.org• Scott Adams: https://en.wikipedia.org/wiki/Scott_Adams• Larry Summers's website: https://larrysummers.com• Nano Banana: https://gemini.google/overview/image-generation• Bitcoin: https://bitcoin.org• Ethereum: https://ethereum.org• Satoshi Nakamoto: https://en.wikipedia.org/wiki/Satoshi_Nakamoto• Inside ChatGPT: The fastest-growing product in history | Nick Turley (Head of ChatGPT at OpenAI): https://www.lennysnewsletter.com/p/inside-chatgpt-nick-turley• Anthropic co-founder on quitting OpenAI, AGI predictions, $100M talent wars, 20% unemployment, and the nightmare scenarios keeping him up at night | Ben Mann: https://www.lennysnewsletter.com/p/anthropic-co-founder-benjamin-mann• Inside Google's AI turnaround: The rise of AI Mode, strategy behind AI Overviews, and their vision for AI-powered search | Robby Stein (VP of Product, Google Search): https://www.lennysnewsletter.com/p/how-google-built-ai-mode-in-under-a-year• DeepSeek: https://www.deepseek.com• Cowork: https://support.claude.com/en/articles/13345190-getting-started-with-cowork• Definite vs. indefinite thinking: Notes from Zero to One by Peter Thiel: https://boxkitemachine.net/posts/zero-to-one-peter-thiel-definite-vs-indefinite-thinking• Henry Ford: https://www.thehenryford.org/explore/stories-of-innovation/visionaries/henry-ford• Lex Fridman Podcast: https://lexfridman.com/podcast• $46B of hard truths from Ben Horowitz: Why founders fail and why you need to run toward fear (a16z co-founder): https://www.lennysnewsletter.com/p/46b-of-hard-truths-from-ben-horowitz• Eddington: https://www.imdb.com/title/tt31176520• Joaquin Phoenix: https://en.wikipedia.org/wiki/Joaquin_Phoenix• Pedro Pascal: https://en.wikipedia.org/wiki/Pedro_Pascal• George Floyd: https://en.wikipedia.org/wiki/George_Floyd• Replit: https://replit.com• Behind the product: Replit | Amjad Masad (co-founder and CEO): https://www.lennysnewsletter.com/p/behind-the-product-replit-amjad-masad• Grok Bad Rudi: https://grok.com/badrudi• Wispr Flow: https://wisprflow.ai• Star Trek: The Next Generation: https://www.imdb.com/title/tt0092455• Star Trek: Starfleet Academy: https://www.imdb.com/title/tt8622160• a16z: The Power Brokers: https://www.notboring.co/p/a16z-the-power-brokers—Production and marketing by https://penname.co/. For inquiries about sponsoring the podcast, email podcast@lennyrachitsky.com.—Lenny may be an investor in the companies discussed. To hear more, visit www.lennysnewsletter.com

DOLLAR DOOMSDAY - 01.28.2026 - #911 BestPodcastintheMetaverse.com Canary Cry News Talk #911 - 01.28.2026 - Recorded Live to 1s and 0s Deconstructing World Events from a Biblical Worldview Declaring Jesus as Lord amidst the Fifth Generation War! CageRattlerCoffee.com SD/TC email Ike for discount https://CanaryCry.Support   Send address and shirt size updates to canarycrysupplydrop@gmail.com Join the Canary Cry Roundtable This Episode was Produced By:   Executive Producers Sir Jamey Not the Lanister*** Sir LX Protocol Baron of the Berrean Protocol*** Arnold W***   Producers of TREASURE (CanaryCry.Support) Malik, Cage Rattler Coffee, Mrs Tinfoilhatman, Veronica D, Sir Scott Knight of Truth, Sir Casey the Shield Knight   Producers of TIME Timestampers: Jade Bouncerson, Morgan E Clankoniphius Links: JAM   SHOW NOTES:   ARMAGEDDON 7:26 Clip: Doomsday Clock hits 85 seconds to midnight (CBS) →→ US/Russia nuclear treaty to expire next week, Trump "if it expires, it expires" (Reuters)   TRUMP 34:37 Clip: "I've made a lot of people rich" Trump says value of the dollar is 'great', currency hits 4-year low (Reuters)   MONEY/BLACKROCK 48:00 BlackRock says investors can no longer rely on bonds for portfolio safety (CNBC)   AI/BLOCKCHAIN/BIBLICAL 1:03:46 Clip: CEO of Citadel says we need an "AI Savior" (X) Claude reply causing concern for sentient AI and humanity (X)  Note: Essay from CEO Anthropic, says his focus on biology > cyber atm (Dario Modei) ERC-8004 to launch on Ethereum for AI Agents   ENCHANTED/NEW WORLD ORDER 1:27:38 Musk Considers Timing SpaceX IPO With Planetary Alignment, FT Reports (X)  Dev creates astrology-powered CPU scheduler for Linux, makes decisions based on planetary positions and zodiac signs (Tom's Hardware) Clip: Guy uses Numerology and made 8 figures on ZCash (X)   TRANSHUMAN  Clip: Yale prof., survive the next 10 years, we're going to revers aging (X)    ADS 1:45:04 Google agrees to fork over $68MN to settle claims that its Assistant was SECRETLY recording your convos WITHOUT 'Hey Google' & feeding them straight to targeted ads (BBC)     EXECUTIVE PRODUCERS 1:56:52 TALENT/TIME END 2:22:48

Microsoft's Patch Tuesday blunder triggers emergency fixes, surprise layoffs ripple through Amazon, and the crew debates whether rapid AI advances spell the end of traditional apps. Also, password managers do a lot more than manage passwords, so there's one thing everyone needs to get right. Windows 11 Dev splits from Beta, tests what will surely be 26H1 - After last week's show, Microsoft did issue that same Beta build in the Dev channel for some reason Dev and Beta get same fixes in different builds, but no new features 24H2 and 25H2 Release Preview update(s) are a peek at the next Patch Tuesday, lots of changes January Patch Tuesday update was so terrible it required two emergency fixes, the second of which went out late Sunday Earnings/industry Intel falls flat in Q4, full year 2025 despite U.S. "investment" Amazon lays off 16,000 employees Microsoft, Apple, earnings this week, Alphabet, Amazon are next week AI Microsoft announces Maia 200 AI datacenter processor Like Baldric in Black Adder, Apple has a cunning plan for an AI Siri With AI costs soaring, cheaper new AI plans appear somehow OpenAI was last week with big expansion of ChatGPT Go Google does the same this week with AI Plus plan OpenAI, Anthropic (this week), others are adding "apps" to their chatbots Microsoft is exposing app features as AI Actions in Windows 11 Paul opined that this semantic/programmatic capability was the end of apps But we can now essentially vibe-code our own custom apps - this is vaguely reminiscent of the home computer/DIY era, but without the technical knowledge requirements The age of native apps is over, at least on desktop. Will mobile fall next? Dev Microsoft introduces the Windows App Development (winapp) CLI. For some reason Xbox and gaming Microsoft refreshes the Xbox Cloud Gaming web experience — bigger changes coming? Fable is coming to Xbox, PC, PS5 in late 2026 Tips and picks Tip of the week: Choose a single password manager, make your life easier App pick of the week: Proton Pass RunAs Radio this week: Business Process Automation in 2026 with Ian Cooper Brown liquor pick of the week: Tullibardine 18 Hosts: Leo Laporte, Paul Thurrott, and Richard Campbell Download or subscribe to Windows Weekly at https://twit.tv/shows/windows-weekly Check out Paul's blog at thurrott.com The Windows Weekly theme music is courtesy of Carl Franklin. Join Club TWiT for Ad-Free Podcasts! Support what you love and get ad-free audio and video feeds, a members-only Discord, and exclusive content. Join today: https://twit.tv/clubtwit Sponsors: trustedtech.team/windowsweeklyCSS joindeleteme.com/twit promo code TWIT bitwarden.com/twit

AGENDA: 03:36 Brex Acquisition by Capital One for $5.15BN 10:54 Does Brex's Acquisition Help or Hurt Ramp? 16:28 TikTok Deal Completed: Who Won & Who Lost: Analysis 19:30 Anthropic Inference Costs Higher Than Expected 37:50 Open Evidence Raises at $12BN from Thrive and DST 53:56 Wealthront IPO Disaster: Is $1.5BN IPO Too Small? 01:07:27 Salesforce Wins $5BN Army Contract: The Last Laugh for SaaS  

January 29, 2026: Today a series of stories made it impossible to ignore how fast work is changing. Meta says AI now allows one employee to do the work of entire teams. Engineers at Anthropic and OpenAI say AI writes nearly 100% of their code. Amazon and Dow announced thousands of job cuts as they restructure for efficiency. And at the same time, companies are hiring storytellers to help cut through the growing flood of AI-generated content. In this episode of Future Ready Today, I connect the dots across these developments and explain what they reveal about shrinking teams, disappearing roles, changing career paths, and the rising importance of human skills in an AI-driven world. These aren't isolated headlines — they're signals of a deeper shift in how companies are redesigning work right now. I break down what's actually happening inside organizations, share the data behind these changes, and offer a futurist lens on what this all means for leaders, employees, and anyone trying to stay future ready.

Microsoft's Patch Tuesday blunder triggers emergency fixes, surprise layoffs ripple through Amazon, and the crew debates whether rapid AI advances spell the end of traditional apps. Also, password managers do a lot more than manage passwords, so there's one thing everyone needs to get right. Windows 11 Dev splits from Beta, tests what will surely be 26H1 - After last week's show, Microsoft did issue that same Beta build in the Dev channel for some reason Dev and Beta get same fixes in different builds, but no new features 24H2 and 25H2 Release Preview update(s) are a peek at the next Patch Tuesday, lots of changes January Patch Tuesday update was so terrible it required two emergency fixes, the second of which went out late Sunday Earnings/industry Intel falls flat in Q4, full year 2025 despite U.S. "investment" Amazon lays off 16,000 employees Microsoft, Apple, earnings this week, Alphabet, Amazon are next week AI Microsoft announces Maia 200 AI datacenter processor Like Baldric in Black Adder, Apple has a cunning plan for an AI Siri With AI costs soaring, cheaper new AI plans appear somehow OpenAI was last week with big expansion of ChatGPT Go Google does the same this week with AI Plus plan OpenAI, Anthropic (this week), others are adding "apps" to their chatbots Microsoft is exposing app features as AI Actions in Windows 11 Paul opined that this semantic/programmatic capability was the end of apps But we can now essentially vibe-code our own custom apps - this is vaguely reminiscent of the home computer/DIY era, but without the technical knowledge requirements The age of native apps is over, at least on desktop. Will mobile fall next? Dev Microsoft introduces the Windows App Development (winapp) CLI. For some reason Xbox and gaming Microsoft refreshes the Xbox Cloud Gaming web experience — bigger changes coming? Fable is coming to Xbox, PC, PS5 in late 2026 Tips and picks Tip of the week: Choose a single password manager, make your life easier App pick of the week: Proton Pass RunAs Radio this week: Business Process Automation in 2026 with Ian Cooper Brown liquor pick of the week: Tullibardine 18 Hosts: Leo Laporte, Paul Thurrott, and Richard Campbell Download or subscribe to Windows Weekly at https://twit.tv/shows/windows-weekly Check out Paul's blog at thurrott.com The Windows Weekly theme music is courtesy of Carl Franklin. Join Club TWiT for Ad-Free Podcasts! Support what you love and get ad-free audio and video feeds, a members-only Discord, and exclusive content. Join today: https://twit.tv/clubtwit Sponsors: trustedtech.team/windowsweeklyCSS joindeleteme.com/twit promo code TWIT bitwarden.com/twit

Microsoft's Patch Tuesday blunder triggers emergency fixes, surprise layoffs ripple through Amazon, and the crew debates whether rapid AI advances spell the end of traditional apps. Also, password managers do a lot more than manage passwords, so there's one thing everyone needs to get right. Windows 11 Dev splits from Beta, tests what will surely be 26H1 - After last week's show, Microsoft did issue that same Beta build in the Dev channel for some reason Dev and Beta get same fixes in different builds, but no new features 24H2 and 25H2 Release Preview update(s) are a peek at the next Patch Tuesday, lots of changes January Patch Tuesday update was so terrible it required two emergency fixes, the second of which went out late Sunday Earnings/industry Intel falls flat in Q4, full year 2025 despite U.S. "investment" Amazon lays off 16,000 employees Microsoft, Apple, earnings this week, Alphabet, Amazon are next week AI Microsoft announces Maia 200 AI datacenter processor Like Baldric in Black Adder, Apple has a cunning plan for an AI Siri With AI costs soaring, cheaper new AI plans appear somehow OpenAI was last week with big expansion of ChatGPT Go Google does the same this week with AI Plus plan OpenAI, Anthropic (this week), others are adding "apps" to their chatbots Microsoft is exposing app features as AI Actions in Windows 11 Paul opined that this semantic/programmatic capability was the end of apps But we can now essentially vibe-code our own custom apps - this is vaguely reminiscent of the home computer/DIY era, but without the technical knowledge requirements The age of native apps is over, at least on desktop. Will mobile fall next? Dev Microsoft introduces the Windows App Development (winapp) CLI. For some reason Xbox and gaming Microsoft refreshes the Xbox Cloud Gaming web experience — bigger changes coming? Fable is coming to Xbox, PC, PS5 in late 2026 Tips and picks Tip of the week: Choose a single password manager, make your life easier App pick of the week: Proton Pass RunAs Radio this week: Business Process Automation in 2026 with Ian Cooper Brown liquor pick of the week: Tullibardine 18 Hosts: Leo Laporte, Paul Thurrott, and Richard Campbell Download or subscribe to Windows Weekly at https://twit.tv/shows/windows-weekly Check out Paul's blog at thurrott.com The Windows Weekly theme music is courtesy of Carl Franklin. Join Club TWiT for Ad-Free Podcasts! Support what you love and get ad-free audio and video feeds, a members-only Discord, and exclusive content. Join today: https://twit.tv/clubtwit Sponsors: trustedtech.team/windowsweeklyCSS joindeleteme.com/twit promo code TWIT bitwarden.com/twit

France's decision to discontinue American collaboration platforms such as Zoom and Microsoft Teams for government use—replacing them with the domestically developed Vizio platform—signals a shift toward digital sovereignty and data control within regulated jurisdictions. This move, formalized as part of France's Suite Numerique and to be implemented by 2027, highlights the increasing fragmentation of technology policy where national governments assert authority over platform selection and sensitive data handling. The development underscores operational risk for MSPs and IT service providers as assumptions of technology homogeneity across regions become unreliable.Supporting these shifts, South Korea enacted the world's first comprehensive AI legislation, requiring mandatory labeling of AI-generated content and risk assessments for high-impact systems, such as those in hiring and healthcare. According to the transcript, 98% of AI startups in South Korea report they are not prepared for compliance. Both developments reveal a pattern: early regulatory efforts tend to produce vague requirements, unclear enforcement, and real operational complexity. Providers operating in multiple jurisdictions must now anticipate compliance fragmentation and increased overhead as regulatory regimes diverge.Additional analysis focused on the continued evolution of the managed services stack, particularly through the lens of AI and workflow automation. Companies like Thrive are investing in enterprise platforms that embed AI-driven reasoning within workflow tools, shifting coordination away from traditional PSA ticketing systems. Meanwhile, integrations such as Quark Cyber with ScalePad's Lifecycle Manager X, and new partnerships between ServiceNow, TeamViewer, Anthropic, and OpenAI, illustrate a market splitting between providers focused on standardization and those managing more complex, enterprise-like environments. Microsoft's financial results further highlighted this trend, with record capital expenditure on AI infrastructure and increased reliance on proprietary chips to reduce dependency on external vendors like Nvidia and OpenAI.For MSPs, these developments raise practical governance and accountability questions. Shifts in regulatory authority and technology platforms create increased risk exposure for providers that do not proactively manage cross-jurisdictional compliance and secure defaults. Vendors are tightening control over platforms as AI becomes central to product architecture, often prioritizing internal risk management over shared upside with partners. Providers that fail to enforce robust data governance, understand cost drift, or plan for architectural lock-in are positioned less as strategic advisors and more as absorbers of client and vendor risk.Four things to know today00:00 France's Platform Ban and South Korea's AI Law Show Regulation Catching Up to Technology04:23 AI Is Reshaping the MSP Tool Stack as Thrive, ServiceNow, and ScalePad Take Different Paths07:37 Microsoft's SMTP AUTH Delay and CISA's AI Slip Show the Risk of Optional Security ControlsAND10:26 Earnings Show Microsoft Turning AI From Feature to Infrastructure as Partner Risk GrowsSponsored by: TimeZest 

Microsoft's Patch Tuesday blunder triggers emergency fixes, surprise layoffs ripple through Amazon, and the crew debates whether rapid AI advances spell the end of traditional apps. Also, password managers do a lot more than manage passwords, so there's one thing everyone needs to get right. Windows 11 Dev splits from Beta, tests what will surely be 26H1 - After last week's show, Microsoft did issue that same Beta build in the Dev channel for some reason Dev and Beta get same fixes in different builds, but no new features 24H2 and 25H2 Release Preview update(s) are a peek at the next Patch Tuesday, lots of changes January Patch Tuesday update was so terrible it required two emergency fixes, the second of which went out late Sunday Earnings/industry Intel falls flat in Q4, full year 2025 despite U.S. "investment" Amazon lays off 16,000 employees Microsoft, Apple, earnings this week, Alphabet, Amazon are next week AI Microsoft announces Maia 200 AI datacenter processor Like Baldric in Black Adder, Apple has a cunning plan for an AI Siri With AI costs soaring, cheaper new AI plans appear somehow OpenAI was last week with big expansion of ChatGPT Go Google does the same this week with AI Plus plan OpenAI, Anthropic (this week), others are adding "apps" to their chatbots Microsoft is exposing app features as AI Actions in Windows 11 Paul opined that this semantic/programmatic capability was the end of apps But we can now essentially vibe-code our own custom apps - this is vaguely reminiscent of the home computer/DIY era, but without the technical knowledge requirements The age of native apps is over, at least on desktop. Will mobile fall next? Dev Microsoft introduces the Windows App Development (winapp) CLI. For some reason Xbox and gaming Microsoft refreshes the Xbox Cloud Gaming web experience — bigger changes coming? Fable is coming to Xbox, PC, PS5 in late 2026 Tips and picks Tip of the week: Choose a single password manager, make your life easier App pick of the week: Proton Pass RunAs Radio this week: Business Process Automation in 2026 with Ian Cooper Brown liquor pick of the week: Tullibardine 18 Hosts: Leo Laporte, Paul Thurrott, and Richard Campbell Download or subscribe to Windows Weekly at https://twit.tv/shows/windows-weekly Check out Paul's blog at thurrott.com The Windows Weekly theme music is courtesy of Carl Franklin. Join Club TWiT for Ad-Free Podcasts! Support what you love and get ad-free audio and video feeds, a members-only Discord, and exclusive content. Join today: https://twit.tv/clubtwit Sponsors: trustedtech.team/windowsweeklyCSS joindeleteme.com/twit promo code TWIT bitwarden.com/twit

In this episode of Run the Numbers, CJ sits down with Dan Griggs, CFO of Intercom, to break down how finance leaders should think about pricing, forecasting, and resource allocation in the AI era. Dan explains why “it's not zero” is his guiding forecasting principle, how Intercom landed on 99 cents per AI resolution for Fin, and what it means to build an AI product that could eventually cannibalize a successful SaaS core. A candid look at managing uncertainty while still making bold bets.—SPONSORS:Brex is an intelligent finance platform that combines corporate cards, built-in expense management, and AI agents to eliminate manual finance work. By automating expense reviews and reconciliations, Brex gives CFOs more time for the high-impact work that drives growth. Join 35,000+ companies like Anthropic, Coinbase, and DoorDash at https://www.brex.com/metricsMetronome is real-time billing built for modern software companies. Metronome turns raw usage events into accurate invoices, gives customers bills they actually understand, and keeps finance, product, and engineering perfectly in sync. That's why category-defining companies like OpenAI and Anthropic trust Metronome to power usage-based pricing and enterprise contracts at scale. Focus on your product — not your billing. Learn more and get started at https://www.metronome.comRightRev is an automated revenue recognition platform built for modern pricing models like usage-based pricing, bundles, and mid-cycle upgrades. RightRev lets companies scale monetization without slowing down close or compliance. For RevRec that keeps growth moving, visit https://www.rightrev.comRillet is an AI-native ERP built for modern finance teams that want to close faster without fighting legacy systems. Designed to support complex revenue recognition, multi-entity operations, and real-time reporting, Rillet helps teams achieve a true zero-day close—with some customers closing in hours, not days. If you're scaling on an ERP that wasn't built in the 90s, book a demo at https://www.rillet.com/cjTabs is an AI-native revenue platform that unifies billing, collections, and revenue recognition for companies running usage-based or complex contracts. By bringing together ERP, CRM, and real product usage data into a single system of record, Tabs eliminates manual reconciliations and speeds up close and cash collection. Companies like Cortex, Statsig, and Cursor trust Tabs to scale revenue efficiently. Learn more at https://www.tabs.com/runAbacum is a modern FP&A platform built by former CFOs to replace slow, consultant-heavy planning tools. With self-service integrations and AI-powered workflows for forecasting, variance analysis, and scenario modeling, Abacum helps finance teams scale without becoming software admins. Trusted by teams at Strava, Replit, and JG Wentworth—learn more at https://www.abacum.ai—LINKS:Dan on LinkedIn: https://www.linkedin.com/in/dan-griggs-0970181/Intercom: https://www.intercom.com/CJ on LinkedIn: https://www.linkedin.com/in/cj-gustafson-13140948/Mostly metrics: https://www.mostlymetrics.com—RELATED EPISODES:Inside Rocket Companies: M&A, Metrics, and Mortgage Moats | Brian Brownhttps://youtu.be/ttedn4AULt8—TIMESTAMPS:00:00:00 Cold Open00:01:03 Intro to Dan Griggs and Intercom's AI Pivot00:02:45 From Ice Cream to SaaS: Early Finance Lessons00:04:19 Learning the Business by Living the Operations00:06:26 Why Operational Reality Shapes Better Forecasts00:08:00 “It's Not Zero”: Forecasting the Unknowable00:10:09 Scenario Planning, Ambiguity, and Psychological Safety00:11:23 Sponsors — Brex | Metronome | RightRev00:14:43 Keeping a Mental Model of Key Business Metrics00:16:15 Using Mental Math to Sanity-Check Forecasts00:17:28 Core Ratios Every CFO Uses to Vet Decisions00:19:13 The Burn-the-Boats Moment for Intercom's AI Pivot00:20:53 Why AI Was an Existential, Not Incremental, Bet00:22:21 Which SaaS Categories AI Can Fully Replace Work00:23:04 Why Finance Hasn't Had Its AI Moment Yet00:23:39 Sponsors — Rillet | Tabs | Abacum00:27:05 Why Fin Needed Outcome-Based Pricing00:28:59 The Tradeoff Behind $0.99 Per Resolution00:30:46 Why Support Conversations Vary in Complexity00:32:01 What Drives the Unit Economics of AI Resolutions00:33:08 How Intercom Chooses Models as Costs Fall00:35:19 Replacing Generic LLMs With Domain-Specific Models00:36:08 Selling an AI Product That Could Cannibalize the Core00:38:50 Founder CEOs Versus Professional CEOs00:41:47 Hiring Mistakes and Acting on Instincts00:44:28 Intercom's Finance Software Stack00:45:49 The Craziest Expense Request#RunTheNumbersPodcast #Intercom #AICustomerSupport #OutcomeBasedPricing #CFOInsights This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit cjgustafson.substack.com

Anthropic, which makes the chatbot Claude; Lovable, which makes an AI tool that can create custom software; and xAI, Elon Musk's AI company which makes the chatbot Grok, are hiring in Boston.

In this episode, Alex Theuma and Mark Walker, CEO of Nue, discuss how AI is accelerating the pace of change in SaaS and the knock-on effect this is having on pricing and monetisation. Mark explains how Nue has become a critical part of the infrastructure powering many of the world's fastest-growing AI-native and scaled SaaS companies, including OpenAI, Anthropic, and Jasper. Drawing on learnings from these companies, he unpacks how usage-based models, committed spend contracts, and rapid product experimentation are replacing traditional SaaS playbooks. Alex and Mark also reflect on life as an entrepreneur, scaling teams, managing stress, and the need to embrace constant change. - Why AI has disrupted product development cycles and changed how SaaS companies create value. - How faster product iteration is forcing new pricing and monetisation models. - The rise of committed spend, consumption-based contracts and experimentation at scale. - Why you should build revenue systems for the company you want to become, not the one you are today. - How AI-native startups and scaled SaaS companies are converging on the same challenges. - Why speed across product, systems and execution is now the ultimate competitive advantage.       Check out the other ways SaaStock is helping SaaS founders move their business forward: 

Microsoft's Patch Tuesday blunder triggers emergency fixes, surprise layoffs ripple through Amazon, and the crew debates whether rapid AI advances spell the end of traditional apps. Also, password managers do a lot more than manage passwords, so there's one thing everyone needs to get right. Windows 11 Dev splits from Beta, tests what will surely be 26H1 - After last week's show, Microsoft did issue that same Beta build in the Dev channel for some reason Dev and Beta get same fixes in different builds, but no new features 24H2 and 25H2 Release Preview update(s) are a peek at the next Patch Tuesday, lots of changes January Patch Tuesday update was so terrible it required two emergency fixes, the second of which went out late Sunday Earnings/industry Intel falls flat in Q4, full year 2025 despite U.S. "investment" Amazon lays off 16,000 employees Microsoft, Apple, earnings this week, Alphabet, Amazon are next week AI Microsoft announces Maia 200 AI datacenter processor Like Baldric in Black Adder, Apple has a cunning plan for an AI Siri With AI costs soaring, cheaper new AI plans appear somehow OpenAI was last week with big expansion of ChatGPT Go Google does the same this week with AI Plus plan OpenAI, Anthropic (this week), others are adding "apps" to their chatbots Microsoft is exposing app features as AI Actions in Windows 11 Paul opined that this semantic/programmatic capability was the end of apps But we can now essentially vibe-code our own custom apps - this is vaguely reminiscent of the home computer/DIY era, but without the technical knowledge requirements The age of native apps is over, at least on desktop. Will mobile fall next? Dev Microsoft introduces the Windows App Development (winapp) CLI. For some reason Xbox and gaming Microsoft refreshes the Xbox Cloud Gaming web experience — bigger changes coming? Fable is coming to Xbox, PC, PS5 in late 2026 Tips and picks Tip of the week: Choose a single password manager, make your life easier App pick of the week: Proton Pass RunAs Radio this week: Business Process Automation in 2026 with Ian Cooper Brown liquor pick of the week: Tullibardine 18 Hosts: Leo Laporte, Paul Thurrott, and Richard Campbell Download or subscribe to Windows Weekly at https://twit.tv/shows/windows-weekly Check out Paul's blog at thurrott.com The Windows Weekly theme music is courtesy of Carl Franklin. Join Club TWiT for Ad-Free Podcasts! Support what you love and get ad-free audio and video feeds, a members-only Discord, and exclusive content. Join today: https://twit.tv/clubtwit Sponsors: trustedtech.team/windowsweeklyCSS joindeleteme.com/twit promo code TWIT bitwarden.com/twit

The Amazon layoffs showed up on schedule. Is Tether behind the rise in the price of gold? A new type of privacy screen tech from Samsung. Elon wants to IPO on his birthday. Anthropic raises more ahead of its IPO. And AI is finding weird stuff in Space. Amazon says it is laying off 16,000 employees (TechCrunch) Tether Is Shaking Up the Gold Market With Massive Metal Hoard (Bloomberg) Samsung confirms Galaxy S26's insane 'pixel level' privacy feature (SamMobile) SpaceX weighs June IPO timed to planetary alignment and Elon Musk's birthday (FT) Anthropic doubles VC fundraising to $20bn on surging investor demand (FT) Anthropic Hikes 2026 Revenue Forecast 20% but Delays When It Will Go Cash Flow Positive (The Information) Astronomers used AI to find 1,400 ‘anomalous objects' from Hubble archives (The Verge) RideHomeFund News: CrowdStrike buys identity security startup SGNL for $740 million in latest deal push Learn more about your ad choices. Visit megaphone.fm/adchoices

Lil AI productivity secret: we've become the duct tape for AI.

Agent swarms are quickly moving from theory to practice, with early 2026 model releases making coordinated, multi-agent work feel like a real shift rather than a niche experiment. This episode focuses on Moonshot's Kimi K2.5, what its agent swarm design reveals about the future of AI work, and why this may mark a transition from single assistants to teams of AI operating in parallel. In the headlines: Anthropic's huge new funding round and revised revenue forecasts, Nvidia chip sales reopening in China, a UK-wide AI upskilling initiative, and new agentic features from Google and Chinese labs. Brought to you by:KPMG – Discover how AI is transforming possibility into reality. Tune into the new KPMG 'You Can with AI' podcast and unlock insights that will inform smarter decisions inside your enterprise. Listen now and start shaping your future with every episode. ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://www.kpmg.us/AIpodcasts⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Zencoder - From vibe coding to AI-first engineering - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠http://zencoder.ai/zenflow⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Optimizely Opal - The agent orchestration platform build for marketers - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://www.optimizely.com/theaidailybrief⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠AssemblyAI - The best way to build Voice AI apps - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://www.assemblyai.com/brief⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Section - Build an AI workforce at scale - ⁠⁠⁠⁠⁠https://www.sectionai.com/⁠⁠⁠⁠⁠LandfallIP - AI to Navigate the Patent Process - https://landfallip.com/Robots & Pencils - Cloud-native AI solutions that power results ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://robotsandpencils.com/⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠The Agent Readiness Audit from Superintelligent - Go to ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://besuper.ai/ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠to request your company's agent readiness score.The AI Daily Brief helps you understand the most important news and discussions in AI. Subscribe to the podcast version of The AI Daily Brief wherever you listen: ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://pod.link/1680633614⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Interested in sponsoring the show? sponsors@aidailybrief.ai

Silver and Gold – Still Going. Big week for earnings. Fed decision on Wednesday. Nat Gas price exploding higher. US Dollar drops hard over past few days. PLUS we are now on Spotify and Amazon Music/Podcasts! Click HERE for Show Notes and Links DHUnplugged is now streaming live - with listener chat. Click on link on the right sidebar. Love the Show? Then how about a Donation? Follow John C. Dvorak on Twitter Follow Andrew Horowitz on Twitter Warm-Up - What we learned from Davos - President Miyagi - tariffs on, tariffs off - January: stocks are trying to finish with gains - Small-caps flying - S&P  500: All-time highs going into earnings Markets - Silver and Gold - Still Going - Big week for earnings - Fed decision on Wednesday - Nat Gas price exploding - US Dollar drops hard over past few days Can't Keep Track Anymore -Trump has announced he is raising tariffs on South Korean imports to 25% after accusing Seoul of "not living up" to a trade deal reached last year. - In a post on social media, Trump said he would increase levies on South Korea from 15% across a range of products including automobiles, lumber, pharmaceuticals and "all other Reciprocal TARIFFS". - South Korea is planning on voting on the "agreement" with the US in February - KOSPI hits all-time high after being down 1% on the news - S. Korea President re-affirms their commitments Davos - 2026 - What we learned - Not much - Same bifurcated view of the world - Trump backed off the Greenland threats - Framework of a "deal" / "plan" - So, no tariffs - (Going to get a boy who cried wolf ....) Gold and Silver - Off to the races - Silver was up again in a big way Monday. Fell back down to earth (up 5% from up 15% earlier in the day - Hovering around $110 - that is impressive - parabolic move - GOLD! - Proving itself as a USD hedge and safety trade (Bitcoin in the dust) - Gold above $5,000 per ounce - - Plenty of reports that central banks are buying up| - USD weakness Economy - Still Strong - The US economy expanded in the third quarter by slightly more than initially reported, supported by stronger exports and a smaller drag from inventories. - Inflation-adjusted gross domestic product increased at a revised 4.4% annualized rate, the fastest in two years, according to Bureau of Economic Analysis data. - Consumer spending advanced at a 3.5% annualized pace last quarter, reflecting the fastest pace of outlays for services in three years, while spending on goods also accelerated from the previous quarter. Amazon - Trimming.... 30,000 jobs is plan - First half of that was in October and now trhery are laying off the remainder - CEO Jassey says that it is not financial of AI issues ---- Again - why so important to state that and make that a focal point? - Layoffs amount to 10% of the corporate workforce - Company still has 1.5 million employees Comeback? - Spirit Airlines is in talks with investment firm Castlelake for a potential takeover of the discount airline, CNBC has learned. - Remember, all started when Jetblue deal was blocked - Frontier tried - Spirit tried a few times to get head above water - nothing worked Booz Cancelled - Treasury Secretary Scott Bessent canceled department contracts with the consulting firm Booz Allen Hamilton, whose employee leaked President Donald Trump's tax records to The New York Times. - The department noted that between 2018 and 2020, Booz Allen employee Charles Edward Littlejohn “stole and leaked the confidential tax returns and return information of hundreds of thousands of taxpayers.” - Booz Allen Hamilton's stock price dropped by more than 10% on the heels of the Treasury Department's announcement. - Why does Booz have tax records in the first place? - Stock down 50% since end of 2024 Private Credit - BlackRock TCP Capital shares lower by 13% after it disclosed Friday night that net asset value declined approximately 19.0%; other private credit stocks falling in sympathy - The Company's net asset value per share as of December 31, 2025 to be between approximately $7.05 and $7.09, an anticipated decline of approximately 19.0% during the quarter ended December 31, 2025, compared to a net asset value per share of $8.71 as of September 30, 2025. - This decline is primarily driven by issuer-specific developments during the quarter. - The Company's net investment income per share to be between approximately $0.24 and $0.26 for the three months ended December 31, 2025. - Decliners: TCPC -13.40% OWL -3.07% ARES -3.30% KKR -2.08% BAM -0.41% CG -0.33% Zoom Communications - Valuation of Anthropic stake - The news is driving shares higher as analysts suggest ZM's $51 mln stake could now be worth between $2-$4 bln based on Anthropic's rumored $350 bln valuation, effectively acting as a "hidden gem" on its balance sheet. - From a fundamental perspective, the company's performance has also significantly improved, evidenced by its Q3 beat-and-raise report in late November where revenue rose 4.4% yr/yr to $1.23 bln. - This stronger financial performance is being driven by robust growth in the Enterprise segment, the rapid adoption of AI Companion features, and the scaling of adjacent growth businesses like Zoom Contact Center and Workvivo. - Consequently, the combination of high-margin operational rigor -- highlighted by a 41.2% non-GAAP operating margin -- and the massive unrealized gains from its AI investments has shifted investor sentiment firmly back toward growth. UNH and Health Stocks - DOWN 20% today - The administration's proposal (via the Centers for Medicare & Medicaid Services, or CMS) for Medicare Advantage reimbursement rates to rise by only 0.09% in 2027. This was far below Wall Street expectations of 4-6% (or higher), following a more generous ~5% increase for 2026. - The near-flat rate aims to improve payment accuracy, curb overbilling practices, and protect taxpayers, according to CMS statements, but it sparked widespread concerns about squeezed insurer margins, potential benefit cuts for seniors, reduced plan offerings, or market exits. - UnitedHealth has significant exposure to Medicare Advantage (roughly 30% of national enrollment), making it particularly vulnerable. The proposal, announced late Monday (January 26), led to a broader sell-off in health insurers: - - Humana (HUM) plunged over 20-21%. - - CVS Health (CVS) and Elevance Health (ELV) each dropped around 13-14%. Tech Earnings Microsoft (MSFT) Reports: Wednesday, January 28 (After Market Close) - Wall Street Expectations:  Earnings per share (EPS): about $3.86 and Revenue: about $80 billion - Growth: high teens year over year revenue growth - Investors are focused on Azure and broader cloud growth, particularly how much of that growth is coming from AI related demand. Microsoft has built a reputation for consistent execution, which also means expectations are high. The critical issues will be cloud growth sustainability, margin stability, and how aggressively management plans to keep spending on AI infrastructure. Meta Platforms (META) Reports: Wednesday, January 28 (After Market Close) - Wall Street Expectations:  EPS: about $8.15–$8.20 and Revenue: about $58–$59 billion - Growth: roughly 20–21% year over year revenue growth - Advertising remains the core driver, with AI driven ad targeting continuing to improve returns for advertisers. While topline growth expectations remain strong, investors are closely watching expense growth. The biggest question is whether rising AI and infrastructure spending can be managed without eroding margins or spooking investors, as Meta works through the next phase of its AI strategy. Tesla (TSLA) Reports: Wednesday, January 28 (After Market Close) - Wall Street Expectations:  EPS (non GAAP): about $0.40–$0.45 and Revenue: about $24.5–$25 billion - Trend: earnings expected to be sharply lower than a year ago - Tesla enters earnings with the weakest expectations among the major tech names this week. Vehicle deliveries declined year over year, and automotive margins remain under pressure. While the energy and services segments continue to grow, they are not yet large enough to offset slowing EV demand. - Investors will be far more focused on forward guidance than on the quarter itself—particularly updates on Full Self Driving, robotaxis, and the broader AI roadmap. Apple (AAPL) Reports: Thursday, January 29 (After Market Close) Wall Street Expectations -  EPS: about $2.65–$2.67 and Revenue: about $138 billion Growth: approximately 11–12% year over year revenue growth - This is Apple's most important quarter of the year. Expectations call for record revenue driven by the iPhone 17 cycle and continued Services growth. The focus will be on margins, China demand, and forward guidance—particularly how higher costs (memory prices and tariffs) may impact profitability. Apple typically beats expectations, but the stock reaction will hinge on what management says about growth beyond this quarter. Company Ticker Report Date Est. EPS Key Focus Area Microsoft MSFT Wed, Jan 28 (AMC) $3.92 Azure AI revenue growth & CapEx spending Meta Platforms META Wed, Jan 28 (AMC) $8.17 Ad monetization of AI & 2026 CapEx guidance Tesla TSLA Wed, Jan 28 (AMC) $0.45 Full Self-Driving (FSD) & Robotaxi updates Apple AAPL Thu, Jan 29 (AMC) Varies iPhone 17 demand & Apple Intelligence rollout ServiceNow NOW Wed, Jan 28 (AMC) $0.88 Enterprise AI software adoption rates IBM IBM Wed, Jan 28 (AMC) $4.28 Hybrid cloud and watsonx performance *AMC = After Market Close; EPS = Earnings Per Share (Consensus Estimates) Boeing - The company's airplane deliveries last year were the highest since 2018, helping drive revenue. Boeing brought in $23.9 billion in the last three months of 2025, a 57% increase over the same period in 2024 and topping analysts' expectations. Cash flow of $400 million was roughly double what Wall Street was expecting. - Boeing brought in $23.9 billion in the last three months of 2025, a 57% increase over the same period in 2024. The airplane manufacturer delivered 600 airplanes last year, up from 348 a year earlier. Another MoonShot - U.S. natural gas prices surged over 17% on Monday morning, climbing above $6 for the first time since late 2022. - It comes as Winter Storm Fern leaves hundreds of thousands without power and forces mass flight cancellations. - The National Weather Service has forecast wind chills as low as -50 degrees Fahrenheit (-45.56 degrees Celsius) across the eastern two-thirds of the U.S. this week. -Up 68% YTD - Nat gas is used in a whole lot of things - electrical grid 43% is fueled by Nat Gas Government - Not Again! - Seems like Dems are threatening a shutdown again - A partial U.S. government shutdown is set to begin on Friday, January 30, 2026. - The Senate is expected to vote on a funding package to avert this shutdown, with delays from a winter storm pushing initial votes to at least January 27, 2026 - The issue is being exacerbated with the ICE / Minnesota issues This is precious - Ex-finance minister Noda currently co-heads largest opposition party - He says that Japan unlikely to get international consent for intervention - Yen, bond selloff requires Japan to be in crisis mode, he says - Government must vow to restore fiscal discipline to end yen fall, Noda says - Japan must create environment allowing for steady BOJ rate hikes, he says - THIS shows us all that the whole thing with these guys/gals is all political. - NEVER EVER if he was in the role would he say anything like this.       Love the Show? Then how about a Donation? ANNOUNCING THE WINNER OF THE THE CLOSEST TO THE PIN CUP 2025 Winners will be getting great stuff like the new "OFFICIAL" DHUnplugged Shirt!     FED AND CRYPTO LIMERICKS   See this week's stock picks HERE Follow John C. Dvorak on Twitter Follow Andrew Horowitz on Twitter

What happens when artificial intelligence starts accelerating cyberattacks faster than most organizations can test, fix, and respond? In this fast-tracked episode of Tech Talks Daily, I sat down with Sonali Shah, CEO of Cobalt, to unpack what real-world penetration testing data is revealing about the current state of enterprise security. With more than two decades in cybersecurity and a background that spans finance, engineering, product, and strategy, Sonali brings a grounded, operator-level view of where security teams are keeping up and where they are quietly falling behind. Our conversation centers on what happens when AI moves from an experiment to an attack surface. Sonali explains how threat actors are already using the same AI-enabled tools as defenders to automate reconnaissance, identify vulnerabilities, and speed up exploitation. We discuss why this is no longer theoretical, referencing findings from companies like Anthropic, including examples where models such as Claude have demonstrated both power and unpredictability. The takeaway is sobering but balanced. AI can automate a large share of the work, but human expertise still plays a defining role, both for attackers and defenders. We also dig into Cobalt's latest State of Pentesting data, including why median remediation times for serious vulnerabilities have improved while overall closure rates remain stubbornly low. Sonali breaks down why large enterprises struggle more than smaller organizations, how legacy systems slow progress, and why generative AI applications currently show some of the highest risk with some of the lowest fix rates. As more companies rush to deploy AI agents into production, this gap becomes harder to ignore. One of the strongest themes in this episode is the shift from point-in-time testing to continuous, programmatic risk reduction. Sonali explains what effective continuous pentesting looks like in practice, why automation alone creates noise and friction, and how human-led testing helps teams move from assumptions to evidence. We also address a persistent confidence gap, where leaders believe their security posture is strong, even when testing shows otherwise. We close by tackling one of the biggest myths in cybersecurity. Security is never finished. It is a constant process of preparation, testing, learning, and improvement. The organizations that perform best accept this reality and build security into daily operations rather than treating it as a one-off task. So as AI continues to accelerate both innovation and attacks, how confident are you that your security program is keeping pace, and what would continuous testing change inside your organization? I would love to hear your thoughts. Useful Links Connect with Sonali Shah Learn more about Cobalt Check out the Cobalt Learning Center State of Pentesting Report Thanks to our sponsors, Alcor, for supporting the show.

At the beginning of December 2026: ICE announced an enforcement surge in the Twin Cities.January 6, 2026: DHS announced what it called the largest immigration enforcement operation ever carried out, sending 2,000 agents to the Minneapolis–Saint Paul metropolitan area. January 7, 2026: ICE agent Jonathan Ross fatally shoots Renée Nicole GoodJanuary 8–14, 2026: Protests, vigils, and marches continue in Minneapolis against ICE and Operation Metro SurgeJanuary 13, 2026: ‘Madness': two US citizens violently detained by ICE in Minnesota, officials say. Two Target employees forced to the ground, then into SUV, then dumped in different parking lotJanuary 14, 2026: A different ICE agent shoots and injures a man in north Minneapolis; the man survives after being shot in the leg. This second shooting further intensifies public anger and calls for an end to the federal surgeJanuary 17, 2026: National Anger Spills Into Target Stores, AgainJanuary 22, 2026: Target Store Staff Are Skipping Work Over ICE's Crackdown in MinnesotaJanuary 23, 2026: A statewide Day of Truth & Freedom / Minnesota general strike is held, described as the first U.S. general strike in about 80 years, explicitly targeting ICE operations and Operation Metro Surge. On that day, many workers, businesses, schools, and institutions in Minneapolis and across Minnesota participate in work stoppages, marches, and large rallies against federal immigration enforcement.January 24, 2026: Federal Border Patrol agents assigned to the metro surge shoot and kill Alex Jeffrey PrettiJanuary 25, 2026: The Minnesota Chamber of Commerce released this letter on behalf of more than 60 CEOs of Minnesota-based companies today.Eight people have died in dealings with ICE so far in 2026. Keith Porter, Parady La, Heber Sanchaz Domínguez, Victor Manuel Diaz, Luis Beltran Yanez-Cruz, Luis Gustavo Nunez Caceres, and Geraldo Lunas Campos. The high-profile fatal shootings follow the deaths of at least 32 people in ICE custody in 2025 – the highest number since 2004.Minnesota CEOs Seek De-Escalation After Border Police Shooting“The business community in Minnesota prides itself in providing leadership and solving problems to ensure a strong and vibrant state. The recent challenges facing our state have created widespread disruption and tragic loss of life. For the past several weeks, representatives of Minnesota's business community have been working every day behind the scenes with federal, state and local officials to advance real solutions. These efforts have included close communication with the Governor, the White House, the Vice President and local mayors. There are ways for us to come together to foster progress. With yesterday's tragic news, we are calling for an immediate deescalation of tensions and for state, local and federal officials to work together to find real solutions. We have been working for generations to build a strong and vibrant state here in Minnesota and will do so in the months and years ahead with equal and even greater commitment. In this difficult moment for our community, we call for peace and focused cooperation among local, state and federal leaders to achieve a swift and durable solution that enables families, businesses, our employees, and communities across Minnesota to resume our work to build a bright and prosperous future. “3M – William Brown, Chairman and CEOAmeriprise Financial – James Cracchiolo, Chairman and CEOAPi Group – Russell Becker, CEOBest Buy – Corie Barry, CEO C.H. Robinson – Dave Bozeman, President and CEODeluxe Corporation – Barry McCarthy, President and CEODonaldson Company, Inc. – Tod Carpenter, Chairman and CEOEcolab – Christophe Beck, Chairman and CEOGeneral Mills – Jeff Harmening, Chairman and CEOH.B. Fuller – On behalf of our entire organization [CEO Celeste Mastin]Hormel – Jeff Ettinger, Interim CEOMedtronic – Geoff Martha, CEO and ChairmannVent – Beth Wozniak, Chair and CEO Patterson Companies – Robert Rajalingam, CEOPentair – John L. Stauch, President and CEOPiper Sandler – Chad Abraham, Chairman and CEOSleep Number – Linda Findley, CEO (4/2025)Solventum – Bryan Hanson, CEOSPS Commerce – Chad Collins, CEO SunOpta – Brian Kocher, CEOTarget – Michael Fiddelke, Incoming CEO Tennant Company – Dave Huml, CEOThe Toro Company – Rick Olson, Chairman and CEOU.S. Bancorp – Gunjan Kedia, CEOWinnebago Industries – Michael Happe, CEOXcel Energy – Bob Frenzel, Chairman and CEO Keith Rabois, Managing director of Khosla Ventures: “no law enforcement has shot an innocent person. illegals are committing violent crimes everyday.”Khosla Ventures: “We prefer brutal honesty to hypocritical politeness.”“Technology and innovation have reshaped our world and disrupted the way we all live and work. The future may not be knowable, but it is inventable—and it belongs to those who dare to imagine what's possible.”Managing Directors: 5 dudes (3 stanford; 3 harvard)Founder Vinod Khosla: “I agree with @EthanChoi7. Macho ICE vigilantes running amuck empowered by a conscious-less administration. The video was sickening to watch and the storytelling without facts or with invented fictitious facts by authorities almost unimaginable in a civilized society. ICE personnel must have ice water running thru their veins to treat other human beings this way. There is politics but humanity should transcend that”Target's incoming CEO Michael Fiddelke in a video message sent to employees (January 26, 2026): “Right now, as someone who is raising a family here in the Twin Cities and as a leader of this hometown company I want to acknowledge where we are. The violence and loss of life in our community is incredibly painful. I know it's weighing heavily on many of you across the country, as it is with me. What's happening affects us not just as a company but as people, as neighbors, friends and family members.”A company spokesman declined to comment. Still nothing official on website.Lloyd Vogel, CEO Garage Grown Gear: said he felt compelled to condemn the shootings in a LinkedIn post because he lives and works in the Twin Cities. "My primary rationale was to show solidarity with my community," he told Business Insider. "It's also just bad for business when people are afraid to leave their homes.""There's so much fear in Minnesota right now," he said. "It would just be cowardice to not have a perspective on this."JPMorgan Chase CEO and Chair Jamie Dimon 1/22/26 Davos): ″I don't like what I'm seeing, five grown men beating up a little old lady. So I think we should calm down a little bit on the internal anger about immigration… We need these people. They work in our hospitals and hotels and restaurants and agriculture, and they're good people.… They should be treated that way.”On Saturday evening (1/24/2026), top technology executives gathered in Washington to attend a screening of “Melania,” a documentary produced by Amazon about the first lady, Melania Trump. Black-tie event: guests were handed monogrammed buckets of popcorn, framed screening tickets for their trophy shelves, and a limited-edition copy of Trump's 2024 book of the same title as her documentary, “Melania.“Among them was Andy Jassy, the chief executive of Amazon; Tim Cook, the chief executive of Apple; and Lisa Su, the chief executive of chip maker AMD.Also: Eric Yuan – CEO, Zoom; Lynn Martin – President, New York Stock Exchange; General Electric CEO Larry CulpApple CEO Tim Cook says it's 'time for de-escalation' in MinneapolisCook came under fire for appearing at The White House just hours after federal immigration authorities killed Alex Pretti, a veterans' nurse, in Minnesota“This is a time for de-escalation,” Cook wrote to Apple staff. “I believe America is strongest when we live up to our highest ideals, when we treat everyone with dignity and respect no matter who they are or where they're from, and when we embrace our shared humanity.”Cook said he “had a good conversation with the president this week where I shared my views, and I appreciate his openness to engaging on issues that matter to us all." Apple's Cook says he's ‘heartbroken' by Minneapolis events and has spoken with TrumpOpen AI CEO Sam Altman (1/27/26): I love the US and its values of democracy and freedom and will be supportive of the country however I can; OpenAI will too. But part of loving the country is the American duty to push back against overreach. What's happening with ICE is going too far. There is a big difference between deporting violent criminals and what's happening now, and we need to get the distinction right. President Trump is a very strong leader, and I hope he will rise to this moment and unite the country. I am encouraged by the last few hours of response and hope to see trust rebuilt with transparent investigations. As a company, we aim to stick to our convictions and not get blown around by changing fashions too much. We didn't become super woke when that was popular, we didn't start talking about masculine corporate energy when that was popular, and we are not going to make a lot of performative statements now about safety or politics or anything else. But we are going to continue to try to figure out how to actually do the right thing as best as we can, engage with leaders and push for our values, and speak up clearly about it as needed.James Dyett, Global Business at OpenAI: “There is far more outrage from tech leaders over a wealth tax than masked ICE agents terrorizing communities and executing civilians in the streets. Tells you what you need to know about the values of our industry.”Angel Investor Jason Calacanis: Once again, I will remind everyone that our leaders are failing us. True leadership would be to calm this situation down by telling these non-peaceful protestors to stay home while recalling these inadequately-trained agents.”Jeff Dean, Chief Scientist, Google DeepMind & Google Research. Gemini Lead: “This is absolutely shameful. Agents of a federal agency unnecessarily escalating, and then executing a defenseless citizen whose offense appears to be using his cell phone camera. Every person regardless of political affiliation should be denouncing this.”Jeffrey Sonnenfeld, senior associate dean for leadership studies at the Yale School of Management: "CEOs are feeling the community pressure." He said that reactions that convey sorrow and don't mention Trump or ICE are likely to be perceived as an unwelcome challenge to the White House's immigration agenda. "That is not what the Trump administration wanted," he said.Business Roundtable CEO Joshua Bolten asked to comment on the chaos in Minneapolis: replied with a statement endorsing the Minnesota Chamber's call for "cooperation between state, local, and federal authorities to immediately de-escalate the situation in Minneapolis."Robert Pasin, CEO of toy company Radio Flyer: recently shared an email on LinkedIn that he sent to his employees that was critical of the shootings in Minneapolis: "I am deeply concerned about the current state of our democracy, and the continued actions we are seeing from President Trump and his administration that are intended to undermine democratic institutions, the rule of law, and the norms that hold our country together."Dario Amodei, CEO Anthropic: called the events in Minnesota a “horror” on Monday. An Anthropic spokeswoman said the company did not have contracts with ICE.ICEout.tech statement from January 24, 2026: "We condemn the Border Patrol's killing of Alex Pretti and the violent surge of federal agents across our cities. The wanton brutality we've seen from ICE and CBP has removed any credibility that these actions are about immigration enforcement. Their goal is terror, cruelty, and suppression of dissent. This must end. Tech professionals are speaking up against this brutality, and we call on all our colleagues who share our values to use their voice. We know our industry leaders have leverage: in October, they persuaded Trump to call off a planned ICE surge in San Francisco, and big tech CEOs are in the White House tonight. Now they need to go further, and join us in demanding ICE out of all of our cities." 811: 508 names; 19 one name with title, 284 role onlyReid Hoffman says business leaders are wrong to stay silent about the Trump administrationThe LinkedIn cofounder and tech investor said in an episode of the "Rapid Response" podcast published Tuesday that he rejects the idea that executives can simply wait out political turbulence: "The theory that if you just keep your mouth shut, the storm will blow over and it won't be a problem — you should be disabused of that theory now," Hoffman said.Palantir Defends Work With ICE to Staff Following Killing of Alex Pretti: Leadership defended its work as in part improving “ICE's operational effectiveness.”

Links: Claude's new constitution 'Wake up to the risks of AI, they are almost here,' Anthropic boss warns   Be sure to follow us on our social media accounts on: LinkedIn: https://www.linkedin.com/company/the-audit-podcast Instagram: https://www.instagram.com/theauditpodcast TikTok: https://www.tiktok.com/@theauditpodcast?lang=en   Also be sure to sign up for The Audit Podcast newsletter and to check the full video interview on The Audit Podcast YouTube channel.  * This podcast is brought to you by Greenskies Analytics. the services firm that helps auditors leapfrog up the analytics maturity model. Their approach for launching audit analytics programs with a series of proven quick-win analytics will guarantee the results worthy of the analytics hype.   Whether your audit team needs a data strategy, methodology, governance, literacy, or anything else related to audit and analytics, schedule time with Greenskies Analytics.  

Use code coolworldspodcast at https://incogni.com/coolworldspodcast to get an exclusive 60% off. In this week's episode, David is joined by Nick Bostrom, Professor of Philosophy at Oxford University and author of several books including "Deep Utopia", "Superintelligence" and "Anthropic Reasoning".   To support this podcast and our research lab, head to https://coolworldslab.com/support   Cool Worlds Podcast Theme by Hill [https://open.spotify.com/artist/1hdkvBtRdOW4SPsnxCXOjK]

Our 232st episode with a summary and discussion of last week's big AI news!Recorded on 01/23/2026Hosted by Andrey Kurenkov and Jeremie HarrisFeel free to email us your questions and feedback at contact@lastweekinai.com and/or hello@gladstone.aiRead out our text newsletter and comment on the podcast at https://lastweekin.ai/In this episode:OpenAI announces testing of ads in ChatGPT and introduces child age prediction to enhance safety features, amidst ongoing ethical debates and funding expansions in AI integration with educational tools and business models.China's AI landscape sees significant progress with AI firm Jpu training advanced models on domestic hardware, and strong competitive moves by data centers, highlighting the intense demand in AI manufacturing and infrastructure.Silicon Valley tensions rise as startup Thinking Machines experiences high-profile departures back to OpenAI, reflecting broader industry struggles and rapid shifts in organizational dynamics.AI legislation and safety measures advance with the US Senate's Defiance Act addressing explicit content, and Anthropic updating Claude's constitution to guide ethical AI interactions, while cultural pushbacks from artists signal ongoing debates in intellectual property and AI-generated content.Timestamps:(00:00:10) Intro / Banter(00:02:08) News Preview(00:02:26) Response to listener commentsTools & Apps(00:11:55) OpenAI to test ads in ChatGPT as it burns through billions - Ars Technica(00:18:05) OpenAI is launching age prediction for ChatGPT accounts(00:23:37) Google now offers free SAT practice exams, powered by Gemini | TechCrunch(00:24:57) Baidu's AI Assistant Reaches Milestone of 200 Million Monthly Active Users - WSJApplications & Business(00:26:53) The Drama at Thinking Machines, a New A.I. Start-Up, Is Riveting Silicon Valley - The New York Times(00:31:44) Zhipu AI breaks US chip reliance with first major model trained on Huawei stack | South China Morning Post(00:36:31) Elon Musk's xAI launches world's first Gigawatt AI supercluster to rival OpenAI and Anthropic(00:41:25) Sequoia to invest in Anthropic, breaking VC taboo on backing rivals: FT(00:45:18) Humans&, a 'human-centric' AI startup founded by Anthropic, xAI, Google alums, raised $480M seed round | TechCrunchProjects & Open Source(00:48:51) Black Forest Labs Releases FLUX.2 [klein]: Compact Flow Models for Interactive Visual Intelligence - MarkTechPost(00:50:35) [2601.10611] Molmo2: Open Weights and Data for Vision-Language Models with Video Understanding and Grounding(00:52:53) [2601.10547] HeartMuLa: A Family of Open Sourced Music Foundation Models(00:54:46) [2601.11044] AgencyBench: Benchmarking the Frontiers of Autonomous Agents in 1M-Token Real-World ContextsResearch & Advancements(00:57:05) STEM: Scaling Transformers with Embedding Modules(01:06:22) Reasoning Models Generate Societies of Thought(01:14:21) Why LLMs Aren't Scientists Yet: Lessons from Four Autonomous Research AttemptsPolicy & Safety(01:19:41) Senate passes bill letting victims sue over Grok AI explicit images(01:22:03) Building Production-Ready Probes For Gemini(01:27:32) Anthropic Publishes Claude AI's New Constitution | TIMESynthetic Media & Art(01:34:13) Artists Launch Stealing Isn't Innovation Campaign To Protest Big TechSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

The State of Generative AI in the Enterprise 2025In this episode of The Metrics Brothers, Ray Rike and Dave Kellogg break down the 2025 State of Generative AI in the Enterprise report from Menlo Ventures and explain what the data really says about where enterprise AI adoption is accelerating and where the market is consolidating.The headline takeaway: AI software is scaling faster than any software category in history. Enterprise AI spend has exploded from roughly $1.7B in 2023 to nearly $37B in 2025, reaching scale in just three years. This revenue milestone took SaaS more than 15 years to achieve. Foundational models now represent the single largest area of spend, highlighting how infrastructure and model access remain core to enterprise AI strategies.Ray and Dave also explore a major strategic shift inside the enterprise: buy is decisively beating build. In 2025, 76% of enterprise AI solutions are purchased rather than built internally, up sharply from 53% the year prior. Rapid model evolution, ongoing retraining costs, and model drift are making internal AI development far more expensive to maintain than many teams originally expected.One of the most surprising findings is on go-to-market efficiency. AI software pilots convert to production at nearly twice the rate of traditional software, with roughly 47% of AI pilots reaching production versus about 25% for conventional enterprise software. This runs counter to recent narratives suggesting enterprise AI pilots are stalling and points to clearer ROI and faster time-to-value.The episode also dives into what Menlo calls the first true “AI killer app”: AI-assisted coding. Coding tools now account for more than half of departmental AI spend, with over 50% of developers already using AI coding assistants and adoption exceeding 65% among top-quartile teams. Real-world examples show meaningful productivity gains, including double-digit increases in development velocity and significant time savings during legacy system upgrades.Industry-wise, healthcare emerges as the largest buyer of vertical AI, representing 43% of vertical AI spend. This is notable given healthcare's historically lower IT spend as a percentage of revenue. Much of the value is coming from administrative automation such as medical scribing, where AI directly reduces non-clinical workload and unlocks meaningful productivity gains for care providers.Finally, Ray and Dave examine the shifting competitive landscape among foundation model providers. Anthropic has surged to roughly 40% share of enterprise AI usage, up dramatically from prior years, while OpenAI's share has declined as Google continues to gain traction. The discussion centers on focus versus breadth and why enterprise positioning and reliability may matter more than consumer mindshare.Key takeaways from the episode:AI software is the fastest-scaling software category everEnterprises are rapidly moving from build to buyAI pilots convert to production at nearly 2x traditional softwareAI coding is emerging as the first true enterprise AI killer appAnthropic's enterprise focus is translating into meaningful market share gainsIf you care about how AI adoption actually translates into spend, productivity, and competitive advantage inside large organizations, this episode is a must-listen.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

Raymond James' Josh Beck talks with TITV Host Akash Pasricha about Amazon's massive 16,000-person layoff and what to expect from Meta and Microsoft earnings tonight. We also talk with The Information's Aaron Holmes about Microsoft's internal reaction to Anthropic's Claude CoWork as well as Ann Gehan & Theo Wayt about the shutting down of Amazon's grocery store experiments. Finally, we get into the return of speculative SPACs with our Finance Editor Ken Brown.Articles discussed on this episode: https://www.theinformation.com/articles/microsoft-races-respond-new-threats-anthropichttps://www.theinformation.com/newsletters/the-information-finance/new-spac-boom-let-last-spac-boomhttps://www.theinformation.com/briefings/amazon-cuts-16-000-employeeshttps://www.theinformation.com/newsletters/the-briefing/amazons-fresh-dream-expiresSubscribe: YouTube: https://www.youtube.com/@theinformation The Information: https://www.theinformation.com/subscribe_hSign up for the AI Agenda newsletter: https://www.theinformation.com/features/ai-agendaTITV airs weekdays on YouTube, X and LinkedIn at 10AM PT / 1PM ET. Or check us out wherever you get your podcasts.Follow us:X: https://x.com/theinformationIG: https://www.instagram.com/theinformation/TikTok: https://www.tiktok.com/@titv.theinformationLinkedIn: https://www.linkedin.com/company/theinformation/

▽トーク概要Lemonadeが自動運転車保険を発表AnthropicがAIモデルClaudeの「憲法」を公開おすすめコンテンツ 『The Maintenance of Everything』＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝Level 5 by Palo Alto Insight への意見箱https://docs.google.com/forms/d/1XXj9G8RHOSJIARu4zylTsmecI1rOX0twLI4Ju14XwQA/viewform?edit_requested=true⁠放送の感想やご質問は、こちらの意見箱へお寄せください！＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝【出演者】石角友愛 / 長谷川貴久 / 山崎壯⁠石角友愛のTwitter：⁠https://twitter.com/tomoechama⁠DM解放中！リプライやDMまで気軽にご連絡ください。パロアルトインサイトHP：⁠www.paloaltoinsight.com⁠楽曲提供： Atsu (beatmaker and rapper from Zenarchy)⁠https://twitter.com/atsu_izm⁠「Transform」Level5テーマソング⁠https://m.soundcloud.com/atsuizm/transform

join wall-e as we explore today's pivotal tech developments on january 28th: anthropic's ambitious funding raise: anthropic seeks to double its funding target to $20 billion, potentially valuing the company at $350 billion, with investment interest from big names like sequoia capital and singapore's sovereign wealth fund. amazon's settlement over return policies: amazon agrees to a $309 million settlement for return policy issues, part of a larger $1 billion resolution, while committing $363 million to improve processes. google's affordable ai plus plan: launched globally at $7.99/month, this plan offers access to ai tools and 200gb storage, positioning google against rival services with a budget focus. pinterest's restructuring: strategic layoffs affecting less than 15% of staff aim to enhance pinterest's ai capabilities, including features like the "pinterest assistant." tiktok's lawsuit settlement: tiktok settles over social media addiction claims, affecting industry legal dynamics as meta and youtube prepare for trial. tune in tomorrow for more tech updates!

This Week In Startups is made possible by:Quo - http://quo.com/TWiSTLemon IO - https://lemon.io/twistNorthwest Registered Agent - https://www.northwestregisteredagent.com/twistToday's show: Jason is back from Davos and Tokyo! We are jumping right back in with a group of Clawdbot power users: Alex Finn, Matt Von Horn, and Dan Penguine.Clawdbot is a hot open source AI project that lets users automate… everything! Dan helped his automate his aging parent's tea shop, Matt built news sourcing bots, and Alex runs his one-man SAAS startup with Clawdbot as an AI employee!But with all of that power comes the responsibility of making sure you are not giving your AI too many authorizations that could come under fire! Whether fisching emails, “injections”, or bad decision making from incorrect information online.Check out how these 3 experts, Jason and Alex are thinking about the bleeding edge of AI!Timestamps:(00:00) Introducing today's Clawdbot experts!(04:09) How Matt Von Horn makes “Skills” with Clawdbot(10:53) Quo (formerly OpenPhone) gives you a clean, modern way to handle every customer call, text, and thread all in one place. Try it free at http://quo.com/TWiST.(13:25) Dan Penguine's “Normy” use case: automating his parent's tea shop(19:50) Lemon.io - Get 15% off your first 4 weeks of developer time at https://lemon.io/twist(22:23) Alex Finn breaks down how Clawdbot lets him run a one man startup(24:28) Alex Finn on Clawdbot autonomously building apps within his business(28:33) Security concerns with Clawdbot, can your AI get hacked?(32:46) Northwest Registered Agent. Get more when you start your business with Northwest. In 10 clicks and 10 minutes, you can form your company and walk away with a real business identity —  Learn more at https://www.northwestregisteredagent.com/twist(35:07) Why is everyone buying Mac Minis?(37:39) How to think about LLM Token usage(46:02) Clawdbot will build CRMs, project management software, etc without being asked. Is this the end of SAAS?(46:58) Matt live uploads his new Clawdbot skill on aire!(48:22) Why was Clawdbot able to move so much quicker than Anthropic and OpenAI?(50:17) What is Clawdbot's business model as an open source AI?(53:27) Matt's recursive AI prompt loop and how AI prompts layer*Subscribe to the TWiST500 newsletter: https://ticker.thisweekinstartups.com/Check out the TWIST500: https://twist500.comSubscribe to This Week in Startups on Apple: https://rb.gy/v19fcp*Follow Lon:X: https://x.com/lons*Follow Alex:X: https://x.com/alexLinkedIn: https://www.linkedin.com/in/alexwilhelm/*Follow Jason:X: https://twitter.com/JasonLinkedIn: https://www.linkedin.com/in/jasoncalacanis/*Thank you to our partners:(10:53) Quo (formerly OpenPhone) gives you a clean, modern way to handle every customer call, text, and thread all in one place. Try it free at http://quo.com/TWiST(19:50) Lemon.io - Get 15% off your first 4 weeks of developer time at https://lemon.io/twist(32:46) Northwest Registered Agent. Get more when you start your business with Northwest. In 10 clicks and 10 minutes, you can form your company and walk away with a real business identity —  Learn more at www.northwestregisteredagent.com/twistCheck out all our partner offers: https://partners.launch.co/

Democracy might be a brief historical blip. That's the unsettling thesis of a recent paper, which argues AI that can do all the work a human can do inevitably leads to the “gradual disempowerment” of humanity.For most of history, ordinary people had almost no control over their governments. Liberal democracy emerged only recently, and probably not coincidentally around the Industrial Revolution.Today's guest, David Duvenaud, used to lead the 'alignment evals' team at Anthropic, is a professor of computer science at the University of Toronto, and recently co-authored 'Gradual disempowerment.'Links to learn more, video, and full transcript: https://80k.info/ddHe argues democracy wasn't the result of moral enlightenment — it was competitive pressure. Nations that educated their citizens and gave them political power built better armies and more productive economies. But what happens when AI can do all the producing — and all the fighting?“The reason that states have been treating us so well in the West, at least for the last 200 or 300 years, is because they've needed us,” David explains. “Life can only get so bad when you're needed. That's the key thing that's going to change.”In David's telling, once AI can do everything humans can do but cheaper, citizens become a national liability rather than an asset. With no way to make an economic contribution, their only lever becomes activism — demanding a larger share of redistribution from AI production. Faced with millions of unemployed citizens turned full-time activists, democratic governments trying to retain some “legacy” human rights may find they're at a disadvantage compared to governments that strategically restrict civil liberties.But democracy is just one front. The paper argues humans will lose control through economic obsolescence, political marginalisation, and the effects on culture that's increasingly shaped by machine-to-machine communication — even if every AI does exactly what it's told.This episode was recorded on August 21, 2025.Chapters:Cold open (00:00:00)Who's David Duvenaud? (00:00:50)Alignment isn't enough: we still lose control (00:01:30)Smart AI advice can still lead to terrible outcomes (00:14:14)How gradual disempowerment would occur (00:19:02)Economic disempowerment: Humans become "meddlesome parasites" (00:22:05)Humans become a "criminally decadent" waste of energy (00:29:29)Is humans losing control actually bad, ethically? (00:40:36)Political disempowerment: Governments stop needing people (00:57:26)Can human culture survive in an AI-dominated world? (01:10:23)Will the future be determined by competitive forces? (01:26:51)Can we find a single good post-AGI equilibria for humans? (01:34:29)Do we know anything useful to do about this? (01:44:43)How important is this problem compared to other AGI issues? (01:56:03)Improving global coordination may be our best bet (02:04:56)The 'Gradual Disempowerment Index' (02:07:26)The government will fight to write AI constitutions (02:10:33)“The intelligence curse” and Workshop Labs (02:16:58)Mapping out disempowerment in a world of aligned AGIs (02:22:48)What do David's CompSci colleagues think of all this? (02:29:19)Video and audio editing: Dominic Armstrong, Milo McGuire, Luke Monsour, and Simon MonsourMusic: CORBITCamera operator: Jake MorrisCoordination, transcriptions, and web: Katy Moore

Join Christina Warren and Brett Terpstra as they navigate the freezing Minnesotan cold without running water, delve into the intersection of tech and political turmoil, and explore the latest in AI agents and multi-agent workflows. Dive into a whirlwind of emotions, tech tips, and political ranting, all while contemplating the ethics of open source funding and AI coding. From brutal weather updates to philosophical debates on modern fascism, this episode pulls no punches. Sponsor Copilot Money can help you take control of your finances. Get a fresh start with your money for 2026 with 2 months free when you visit try.copilot.money/overtired. Show Links Crimethinc: Being “Peaceful” and “Law-Abiding” Will Not Stop Authoritarianism Gas Town Apex OpenCode Backdrop Cindori Sensei Moltbot Chapters 00:00 Introduction and Host Updates 00:21 Brett’s Water Crisis 02:27 Political Climate and Media Suppression 06:32 Police Violence and Public Response 18:31 Social Media and Surveillance 22:15 Sponsor Break: Copilot Money 26:20 Tech Talk: Gas Town and AI Agents 31:58 Crypto Controversies 37:09 Ethics in Journalism and Personal Dilemmas 39:45 The Future of Open Source and Cryptocurrency 45:03 Apex 1.0? 48:25 Challenges and Innovations in Markdown Processing 01:02:16 AI in Coding and Personal Assistants 01:06:36 GrAPPtitude 01:14:40 Conclusion and Upcoming Plans Join the Conversation Merch Come chat on Discord! Twitter/ovrtrd Instagram/ovrtrd Youtube Get the Newsletter Thanks! You’re downloading today’s show from CacheFly’s network BackBeat Media Podcast Network Check out more episodes at overtiredpod.com and subscribe on Apple Podcasts, Spotify, or your favorite podcast app. Find Brett as @ttscoff, Christina as @film_girl, Jeff as @jsguntzel, and follow Overtired at @ovrtrd on Twitter. Transcript AI Agents and Political Chaos Introduction and Host Updates Christina: [00:00:00] Welcome back. You’re listening to Overtired. I’m Christina Warren. Joined as always by Brett Terpstra. Jeff Severns. Guntzel could not be with us this week, um, but uh, but Brett and I are here. So Brett, how are you? How’s the cold? Brett: The cold. Brett’s Water Crisis Brett: So I’m going on day four without running water. Um, I drove to my parents last night to shower and we’re, we’re driving loads of dishes to friends’ house to wash them. We have big buckets of melted snow in our bathtub that we use to flush the Toyland. Um, and we have like big jugs with a spout on them for drinking water. So we’re surviving, but it is highly inconvenient. Um, and we don’t know yet if it’s a frozen pipe. Or if we have [00:01:00] a bad pump on our, well, uh, hopefully we’ll find that out today. But no guarantees because all the plumbers are very busy right now with negative 30 degree weather. They tend to get a lot of calls, lots of stuff happens. Um, so yeah, but I’m, I’m staying warm. I got a fireplace, I got my heat’s working Christina: I mean, that’s the important thing. Brett: and that went out, that went out twice, in, twice already. This winter, our heat has gone out, um, which I’m thankful. We, we finally, we added glycol to our, so our heat pumps water through, like, it’s not radiators, it’s like baseboard heat, but it, it uses water and. Um, and though we were getting like frozen spots, not burst pipes, just enough that the water wouldn’t go through fast enough to heat anything. So we added glycol to that [00:02:00] system to bring the freeze point down to like zero degrees. So it’s not perfect, but we also hardwired the pump so that it always circulates water, um, even when the heat’s not running. So hopefully it’ll never freeze again. That’s the goal. Um, and if we replace the well pump, that should be good for another 20 years. So hopefully after this things will be smoother. Political Climate and Media Suppression Brett: Um, yeah, but that, that’s all in addition to, you know, my state being occupied by federal agents and even in my small town, we’ve got people being like, abducted. Things are escalating quickly at this point, and a lot of it doesn’t get talked about on mainstream media. Um, but yeah, things, I don’t know, man. I think we’re making progress because, um, apparently Binos [00:03:00] getting retired Christina: I was going to say, I, I, I, I heard, I heard that, and I don’t know if that’s good or if that’s bad. Um, I can’t, I can’t tell. Brett: it’s, it’s like, it’s like if Trump died, we wouldn’t know if that was good or bad because JD Vance as president, like maybe things get way worse. Who knows? Uh, none of these, none of these actual figureheads are the solution. Removing them isn’t the solution to removing the kinda maga philosophy behind it. But yeah, and that’s also Jeff is, you know, highly involved and I, I won’t, I won’t talk about that for him. I hope we can get him monsoon to talk about that. Christina: No, me, me, me too. Because I’ve, I’ve been thinking about, about him and about you and about your whole area, your communities, you know, from several thousand miles away. Like all, all we, all we see is either what people post online, which of course now is being suppressed. [00:04:00] Uh, thanks a lot. You know, like, like the, oh, TikTok was gonna be so terrible. Chi the, the Chinese are gonna take over our, uh, our algorithms. Right? No, Larry Ellison is, is actually going to completely, you know, fuck up the algorithms, um, and, and suppress anything. I, yeah. Yeah. They’re, they’re Brett: is TikTok? Well, ’cause Victor was telling me that, they were seeing videos. Uh, you would see one frame of the video and then it would black out. And it all seemed to be videos that were negative towards the administration and we weren’t sure. Is this a glitch? Is this coincidence? Christina: well, they claim it’s a glitch, but I don’t believe it. Brett: Yeah, it seems, it seems Christina: I, I mean, I mean, I mean, the thing is like, maybe it is, maybe it is a glitch and we’re overreacting. I don’t know. Um, all I know is that they’ve given us absolutely zero reason to trust them, and so I don’t, and so, um, uh, apparently the, the state of California, this is, [00:05:00] so we are recording this on Tuesday morning. Apparently the state of California has said that they are going to look into whether things are being, you know, suppressed or not, and if that’s violating California law, um, because now that, that, that TikTok is, is controlled by an American entity, um, even if it is, you know, owned by like a, you know, uh, evil, uh, billionaire, you know, uh, crony sto fuck you, Larry Ellison. Um, uh, I guess that means we won’t be getting an Oracle sponsorship. Sorry. Um, uh, Brett: take it anyway. Christina: I, I know you wouldn’t, I know you wouldn’t. That’s why I felt safe saying that. Um, but, uh, but even if, if, if that were the case, like I, you know, but apparently like now that it is like a, you know, kind of, you know, state based like US thing, like California could step in and potentially make things difficult for them. I mean, I think that’s probably a lot of bluster on Newsom’s part. I don’t think that he could really, honestly achieve any sort of change if they are doing things to the algorithm. Brett: Yeah. Uh, [00:06:00] if, if laws even matter anymore, it would be something that got tied up in court for a long time Christina: Right. Which effectively wouldn’t matter. Right. And, and then that opens up a lot of other interesting, um, things about like, okay, well, you know, should we, like what, what is the role? Like even for algorithmically determined things of the government to even step in or whatever, right now, obviously does, I think, become like more of a speech issue if it’s government speech that’s being suppressed, but regardless, it, it is just, it’s bad. So I’ve been, I’ve been thinking about you, I’ve been thinking about Jeff. Police Violence and Public Response Christina: Um, you know, we all saw what happened over the weekend and, and, you know, people be, people are being murdered in the streets and I mean that, that, that’s what’s happening. And, Brett: white people no less, Christina: Right. Well, I mean, that’s the thing, right? Like, is that like, but, but, but they keep moving the bar. They, they keep moving the goalpost, right? So first it’s a white woman and, oh, she, she was, she was running over. The, the officer [00:07:00] or the ice guy, and it’s like, no, she wasn’t, but, but, but that, that’s immediately where they go and, and she’s, you know, radical whatever and, and, and a terrorist and this and that. Okay. Then you have a literal veterans affair nurse, right? Like somebody who literally, like, you know, has, has worked with, with, with combat veterans and has done those things. Who, um, is stepping in to help someone who’s being pepper sprayed, you know, is, is just observing. And because he happens to have, um, a, a, a, a gun on him legally, which he’s allowed to do, um, they immediately used that as cover to execute him. But if he hadn’t had the gun, they would’ve, they would’ve come up with something else. Oh, we thought he had a gun, and they, you know what I mean? So like, they, they got lucky with that one because they removed the method, the, the, the weapon and then shot him 10 times. You know, they literally executed him in the street. But if he hadn’t had a gun, they still would’ve executed. Brett: Yeah, no, for sure. Um, it’s really frustrating that [00:08:00] they took the gun away. So he was disarmed and, and immobilized and then they shot him. Um, like so that’s just a straight up execution. And then to bring, like, to say that it, he, because he had a gun, he was dangerous, is such a, an affront to America has spent so long fighting against gun control and saying that we had the right to carry fucking assault rifles in the Christina: Kyle Rittenhouse. Kyle Rittenhouse was literally acquitted. Right? Brett: Yeah. And he killed people. Christina: and, and he killed people. He was literally walking around little fucking stogey, you know, little blubbering little bitch, like, you know, crying, you know, he’s like carrying around like Rambo a gun and literally snipe shooting people. That’s okay. Brett: They defended Christina: if you have a. They defended him. Of course they did. Right? Of course they did. Oh, well he has the right to carry and this and that, and Oh, you should be able to be armed in [00:09:00] these places. Oh, no, but, but if you’re, um, somebody that we don’t like Brett: Yeah, Christina: and you have a concealed carry permit, and I don’t even know if he was really concealed. Right. Because I think that if you have it on your holster, I don’t even think that counts as concealed to Brett: was supposedly in Christina: I, I, I don’t, I don’t, I don’t. Brett: like it Christina: Which I don’t think counts as concealed. I think. Brett: No. Christina: Right, right. So, so, so, so, so that, that, that wouldn’t be concealed. Be because you have someone in, in that situation, then all of a sudden, oh, no. Now, now the, the key, the goalpost, okay, well, it’s fine if it’s, you know, uh, police we don’t like, or, or other people. And, and, and if you’re going after protesters, then you can shoot and kill whoever you want, um, because you’ve perceived a threat and you can take actions into your, to your own hands. Um, but now if you are even a white person, um, even, you know, someone who’s, who’s worked in Veterans Affairs, whatever, if, if you have, uh, even if you’re like a, a, a, you know, a, a gun owner and, and have permits, um, now [00:10:00] if we don’t like you and you are anywhere in the vicinity of anybody associated with law enforcement, now they have the right to shoot you dead. Like that’s, that’s, that’s the argument, which is insanity. Brett: so I’m, I’m just gonna point out that as the third right came to power, they disarmed the Jews and they disarmed the anarchists and the socialists and they armed the rest of the population and it became, um, gun control for people they didn’t like. Um, and this is, it’s just straight up the same playbook. There’s no, there’s no differentiation anymore. Christina: No, it, it, it actively makes me angry that, um, I, I could be, because, ’cause what can we do? And, and what they’re counting on is the fact that we’re all tired and we’re all kind of, you know, like just, [00:11:00] you know, from, from what happened, you know, six years ago and, and, and what happened, you know, five years ago. Um, and, and, and various things. I think a lot of people are, are just. It kind of like Brett: Sure. Christina: done with, with, with being able to, to, to, right. But now the actual fascism is here, right? Like, like we, we, we saw a, a, you know, a whiff of this on, on, on January 6th, but now it’s actual fascism and they control every branch of government. Brett: Yeah. Christina: And, um, and, and, and I, and I don’t know what we’re supposed to do, right? Like, I mean it, because I mean, you know, uh, Philadelphia is, is, is begging for, for, for them to come. And I think that would be an interesting kind of standoff. Seattle is this, this is what a friend of mine said was like, you know, you know Philadelphia, Filch Philadelphia is begging them to come. Seattle is like scared. Um, that, that they’re going to come, um, because honestly, like we’re a bunch of little bitch babies and, um, [00:12:00] people think they’re like, oh, you know the WTO. I’m like, yeah, that was, that was 27 years ago. Um, uh, I, I don’t think that Seattle has the juice to hold that sort of line again. Um, but I also don’t wanna find out, right? Like, but, but, but this is, this is the attack thing. It’s like, okay, why are they in Minnesota? Right? They’re what, like 130,000, um, Brett: exactly Christina: um, immigrants in, in Minnesota. There are, there are however many million in Texas, however many million in Florida. We know exactly why, right? This isn’t about. Anything more than Brett: in any way. Christina: and opt. Right, right. It has nothing, it has nothing to do with, with, with immigration anyway. I mean, even, even the Wall Street Journal. The Wall Street Journal who a, you know, ran an op-ed basically saying get out of Minnesota. They also, they also had like a, you know, a news story, which was not from the opinion board, which like broke down the, the, the footage showing, you know, that like the, the video footage doesn’t match the administration’s claims, but they also ran a story. Um, that [00:13:00] basically did the math, I guess, on like the number of, of criminals, um, or people with criminal records who have been deported. And at this point, like in, you know, and, and when things started out, like, I guess when the raid started out, the, the majority of the people that they were kind of going after were people who had criminal records. Now, whether they were really violent, the worst, the worst, I mean that’s, I’m, I’m not gonna get into that, but you could at least say like, they, they could at least say, oh, well these were people who had criminal records, whatever. Now some, some huge percentage, I think it’s close to 80% don’t have anything. And many of the people that do the, the criminal like thing that they would hold would be, you know, some sort of visa violation. Right. So it’s, it’s, it’s Brett: they deported a five-year-old kid after using him as bait to try to get the rest of his family. Christina: as bait. Brett: Yeah. And like it’s, it’s pretty deplorable. But I will say I am proud of Minnesota. Um, they have not backed [00:14:00] down. They have stood up in the face of increasing increasingly escalated attacks, and they have shown up in force thousands of people out in the streets. Like Conti, like last night they had a, um, well, yeah, I mean, it’s been ongoing, but, uh, what’s his name? Preddy Alex. Um, at the place where he was shot, they had a, like continuing kind of memorial protest, I guess, and there’s footage of like a thousand, a thousand mins surrounding about 50, um, ICE agents and. Like basically corralling them to the point where they were all backed into a corner and weren’t moving. And I don’t know what happened after that. Um, but thus far it hasn’t been violent on the part of protesters. It’s been very violent on the part of ice. I [00:15:00] personally, I don’t know where I stand on, like, I feel like the Democrats are urging pacifism because it affects their hold on power. And I don’t necessarily think that peace when they’re murdering us in the street. I don’t know if peace is the right response, but I don’t know. I’m not openly declaring that I support violence at this point, but. At the same time, do I not? I’m not sure. Like I keep going back and forth on is it time for a war or do we try to vote our way out of this? Christina: I mean, well, and the scary thing about voting our way out of this is will we even be able to have free elections, right? Be because they’re using any sort of anything, even the most benign sort of legal [00:16:00] protest, even if violence isn’t involved in all of a sudden, talks of the Insurrection Act come Brett: yeah. And Trump, Trump offered to pull out of Minnesota if Minnesota will turn over its voter database to the federal government. Like that’s just blatant, like that’s obviously the end goal is suppression. Christina: Right, right. And, and so to your point, I don’t know. Right. And I’m, I’m never somebody who would wanna advocate outwardly for violence, but I, I, I, I, I don’t know. I mean, they’re killing citizens in the streets. They’re assassinating people in cold blood. They’re executing people, right. That’s what they’re doing. They’re literally executing people in the streets and then covering it up in real time. Brett: if the argument is, if we are violent, it will cause them to kill us. They’re already killing Christina: already doing it. Right. So at, at this point, I mean, like, you know, I mean, like, w to your point, wars have been started for, for, for less, or for the exact same things. Brett: [00:17:00] Yeah. Christina: So, I don’t know. I don’t know. Um, I know that that’s a depressing way to probably do mental health corner and whatnot, but this is what’s happening in our world right now and in and in your community, and it’s, it’s terrifying. Brett: I’m going to link in the show notes an article from Crime Think that was written by, uh, people in Germany who have studied, um, both historical fascism and the current rise of the A FD, which will soon be the most powerful party in Germany, um, which is straight up a Nazi party. Um, and it, they offered, like their hope right now lies in America stopping fascism. Christina: Yeah. Brett: Like if we can, if we can stop fascism, then they believe the rest of Europe can stop fascism. Um, but like they, it, it’s a good article. It kind of, it kind of broaches the same questions I do about like, is it [00:18:00] time for violence? And they offer, like, we don’t, we’re not advocating for a civil war, but like Civil wars might. If you, if you, if you broach them as revolutions, it’s kind of, they’re kind of the same thing in cases like this. So anyway, I’ll, I’ll link that for anyone who wants to read kinda what’s going on in my head. I’m making a note to dig that up. I, uh, I love Crime Fake Oh and Blue Sky. Social Media and Surveillance Brett: Um, so I have not, up until very recently been an avid Blue Sky user. Um, I think I have like, I think I have maybe like 200 followers there and I follow like 50 people. But I’ve been expanding that and I am getting a ton of my news from Blue Sky and like to get stories from people on the ground, like news as it happens, unfiltered and Blue Sky has been [00:19:00] really good for that. Um, I, it’s. There’s not like an algorithm. I just get my stuff and like Macedon, I have a much larger following and I follow a lot more people, but it’s very tech, Christina: It’s very tech and, Brett: there for. Christina: well, and, and MAs on, um, understandably too is also European, um, in a lot of regards. And so it’s just, it’s not. Gonna have the same amount of, of people who are gonna be able to, at least for instances like this, like be on the ground and doing real-time stuff. It’s not, it doesn’t have like the more normy stuff. So, no, that makes sense. Um, no, that’s great. I think, yeah, blue Sky’s been been really good for, for these sorts of real-time events because again, they don’t have an algorithm. Like you can have one, like for a personalized kind of like for you feed or whatever, but in terms of what you see, you know, you see it naturally. You’re not seeing it being adjusted by anything, which can be good and bad. I, I think is good because nothing’s suppressing things and you see things in real time. It can be bad because sometimes you miss things, but I think on the whole, it’s better. [00:20:00] The only thing I will say, just to anyone listening and, and just to spread onto, you know, people in your communities too, from what I’ve observed from others, like, it does seem like the, the government and other sorts of, you know, uh, uh, the, you know, bodies like that are finally starting to pay more attention to blue sky in terms of monitoring things. And so that’s not to say don’t. You know, use it at all. But the same way, you don’t make threats on Twitter if you don’t want the Feds to show up at your house. Don’t make threats on Blue Sky, because it’s not just a little microcosm where, you know, no one will see it. People are, it, it’s still small, but it’s, it’s getting bigger to the point that like when people look at like where some of the, the, the fire hose, you know, things observable things are there, there seem to be more and more of them located in the Washington DC area, which could just be because data centers are there, who knows? But I’ve also just seen anecdotally, like people who have had, like other instances, it’s like, don’t, don’t think [00:21:00] that like, oh, okay, well, you know, no one’s monitoring this. Um, of course people are so just don’t be dumb, don’t, don’t say things that could potentially get you in trouble. Um. Brett: a political candidate in Florida. Um, had the cops show up at her house and read her one of her Facebook posts. I mean, this was local. This was local cops, but still, yeah, you Christina: right. Well, yeah, that’s the thing, right? No, totally. And, and my, my only point with that is we’ve known that they do that for Facebook and for, for, you know, Twitter and, and, uh, you know, Instagram and things like that, but they, but Blue Sky, like, I don’t know if it’s on background checks yet, but it, uh, like for, uh, for jobs and things like that, I, I, I don’t know if that’s happening, but it definitely is at that point where, um, I know that people are starting to monitor those things. So just, you know, uh, not even saying for you per se, but just for anybody out there, like, it’s awesome and I’m so glad that like, that’s where people can get information out, but don’t be like [00:22:00] lulled into this false sense of security. Like, oh, well they’re not gonna monitor this. They’re not Brett: Nobody’s watching me here. Christina: It is like, no, they are, they are. Um, so especially as it becomes, you know, more prominent. So I’m, I’m glad that that’s. That’s an option there too. Um, okay. Sponsor Break: Copilot Money Christina: This is like the worst possible segue ever, but should we go ahead and segue to our, our, our sponsor break? Brett: Let’s do it. Let’s, let’s talk about capitalism. Christina: All right. This episode is brought to you by copilot money. Copilot money is not just another finance app. It’s your personal finance partner designed to help you feel clear, calm, and in control of your money. Whether it’s tracking your spending, saving for specific goals, or simply getting the handle on your investments. Copilot money has you covered as we enter the new year. Clarity and control over our finances has never been more important with the recent shutdown of Mint and rising financial stress, for many consumers are looking for a modern, trustworthy tool to help navigate their financial journeys. That’s where copilot money comes in. 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Download copilot money on your devices or visit. Try copilot money slash [00:24:00] overti today to claim you’re two months free and embrace a more organized, stress-free approach to your finances. Try copilot.money/ Overtired. Brett: Awesome that I appreciate this segue. ’cause we, we, we could, we could be talking about other things. Um, like it’s, it feels so weird, like when I go on social media and I just want to post that like my water’s out. It feels out of place right now because there’s everything that’s going on feels so much more important than, Christina: Right. Brett: than anything else. Um, but there’s still a place for living our lives, um, Christina: there are a absolutely. I mean, and, and, and in a certain extent, like not to, I mean, maybe this is a little bit of a cope, but it’s like, if all we do is focus on the things that we can’t control at the expense of everything else, it’s like then they win. You know? Like, which, which isn’t, which, which isn’t even to [00:25:00] say, like, don’t talk about what’s happening. Don’t try to help, don’t try to speak out and, and, um, and do what we can do, but also. Like as individuals, there’s very little we can control about things. And being completely, you know, subsumed by that is, is not necessarily good either. Um, so yeah, there’s, there, there are other things going on and it’s important for us to get out of our heads. It’s important, especially for you, you know, being in the region, I think to be able to, to focus on other things and, and hopefully your water will be back soon. ’cause that sucks like that. I’ve been, I’ve been worried about you. I’m glad that you have heat. I’m glad you have internet. I’m glad you have power, but you know, the pipes being frozen and all that stuff is like, not Brett: it, the, the internet has also been down for up to six hours at a time. I don’t know why. There’s like an amplifier down on our street. Um, and that has sucked because I, out here, I live in a, I’m not gonna call it rural. Uh, we’re like five minutes from town, [00:26:00] but, um, we, we don’t. We have shitty internet. Like I pay for a gigabit and I get 500 megabits and it’s, and it’s up and down all the time and I hate it. But anyway. Tech Talk: Gas Town and AI Agents Brett: Let’s talk about, uh, let’s talk about Gas Town. What can you tell me about Gastown? Christina: Okay. So we’ve talked a lot about like AI agents and, um, kind of like, uh, coding, um, loops and, and things like that. And so Gastown, uh, which is available, um, at, I, it is not Gas Town. Let me find the URL, um, one second. It’s, it’s at a gas town. No, it’s not. Lemme find it. Um. Right. So this is a thing that, that Steve Yy, uh, has created, and [00:27:00] it is a multi-agent workspace manager. And so the idea is basically that you can be running like a lot of instances of, um, of, of Claude Code or, um, I guess you could use Codex. You could use, uh, uh, uh, co-pilot, um, SDK or CLI agent and whatnot. Um, and basically what it’s designed to do is to basically let you coordinate like multiple coding agents at one time so they can all be working on different tasks, but then instead of having, um, like the context get lost when agents restart, it creates like a, a persistent, um, like. Work state, which it uses with, with git on the backend, which is supposed to basically enable more multi-agent workflows. So, um, basically the idea would be like, you get, have multiple agents working at once, kind of talking to one another, handing things off, you know, each doing their own task and then coordinating the work with what the other ones are doing. But then you have like a persistent, um, uh, I guess kind of like, you know, layer in the backend so that if an agent has to restart or whatever, it’s not gonna lose the, [00:28:00] the context, um, that that’s happening. And you don’t have to manually, um, worry about things like, okay, you know, I’ve lost certain things in memory and, and I’ve, you know, don’t know how I’m, I’m managing all these things together. Um, there, there’s another project, uh, called Ralph, which is kind of based on this, this concept of like, what of Ralph Wickham was, you know, coding or, or was doing kind of a loop. And, and it’s, it’s, it’s a, it’s kind of a similar idea. Um, there’s also. Brett: my nose wouldn’t bleed so much if I just kept my finger out of there. Christina: Exactly, exactly. My cat’s breath smells like cat food. Um, and um, and so. Like there are ideas of like Ralph Loops and Gastown. And so these are a couple of like projects, um, that have really started to, uh, take over. So like, uh, Ralph is more of an autonomous AI agent loop that basically like it runs like over and over and over again until, uh, a task is done. Um, and, and a lot of people use, use Gastown and, [00:29:00] and, and Ralph together. Um, but yeah, no Ga gastown is is pretty cool. Um, we’ll we’re gonna talk about it more ’cause it’s my pick of the week. We’ll talk about Molt bot previously known as Claude Bot, which is, uses some, some similar ideas. But it’s really been interesting to see like how, like the, the multi-agent workflow, and by multi-agent, I mean like, people are running like 20 or 30 of them, you know, at a time. So it’s more than that, um, is really starting to become a thing that people can, uh, can do. Um, Brett: gets expensive though. Christina: I was, I was just about to say that’s the one thing, right? Most people who are using things like Gastown. Are using them with the Claude, um, code Max plans, which is $200 a month. And those plans do give you more value than like, what the, what it would be if you spent $200 in API credits, uh, but $200 a month. Like that’s not an expensive, that’s, you know, that, that’s, that, that, like, you know what I mean? Like, like that, that, that, that, that, that’s a lot of money to spend on these sorts of things. Um, but people [00:30:00] are getting good results out of it. It’s pretty cool. Um. There have been some open models, which of course, most people don’t have equipment that would be fast enough for them to, to run, uh, to be able to kind of do what they would want, um, reliably. But the, the AgTech stuff coming to some of the open models is better. And so if these things can continue, of course now we’re in a ram crisis and storage crisis and everything else, so who knows when the hardware will get good enough again, and we can, when we as consumers can even reasonably get things ourselves. But, but in, in theory, you know, if, if these sorts of things continue, I could see like a, a world where like, you know, some of the WAN models and some of the other things, uh, potentially, um, or Quinn models rather, um, could, uh. Be things that you could conceivably, like be running on your own equipment to run these sorts of nonstop ag agentic loops. But yeah, right now, like it’s really freaking cool and I’ve played around with it because I’m fortunate enough to have access to a lot of tokens. [00:31:00] Um, but yeah, I can get expensive real, real fast. Uh, but, but it’s still, it’s still pretty awesome. Brett: I do appreciate that. So, guest Town, the name is a reference to Mad Max and in the kind of, uh, vernacular that they built for things like background agents and I, uh, there’s a whole bunch, there are different levels of, of the interface that they kind of extrapolated on the gas town kind of metaphor for. Uh, I, it was, it, it, there were some interesting naming conventions and then they totally went in other directions with some of the names. It, they didn’t keep the theme very well, but, but still, uh, I appreciate Ralph Wig and Mad Max. That’s. It’s at the very least, it’s interesting. Christina: No, it definitely is. It definitely is. Crypto Controversies Christina: I will say that there’s been like a little bit [00:32:00] of a kerfuffle, uh, involved in both of those, uh, developers because, um, they’re both now promoting shit coins and, uh, and so that’s sort of an interesting thing. Um, basically there’s like this, this, this crypto company called bags that I guess apparently like if people want to, they will create crypto coins for popular open source projects, and then they will designate someone to, I guess get the, the gas fees, um, in, um, uh, a Solana parlance, uh, no pun intended, with the gas town, um, where basically like that’s, you know, like the, the, the fees that you spend to have the transaction work off of the blockchain, right? Like, especially if there’s. A lot of times that it would take, like, you pay a certain percentage of something and like those fees could be designated to an individual. And, um, in this case, like both of these guys were reached out to when basically they were like, Hey, this coin exists. You’ve got all this money just kind of sitting in a crypto wallet waiting for you. [00:33:00] Take the money, get, get the, the transaction fees, so to speak. And, uh, I mean, I think that, that, that’s, if you wanna take that money right, it’s, it’s there for you. I’m not gonna certainly judge anyone for that. What I will judge you for is if you then promote your shit coin to your community and basically kind of encourage everyone. To kind of buy into it. Maybe you put in the caveat, oh, this isn’t financial advice. Oh, this is all just for whatever. But, but you’re trying to do that and then you go one step beyond, which I think is actually pretty dumb, which is to be like, okay, well, ’cause like, here’s the thing, I’m not gonna judge anyone. If someone who’s like, Hey, here’s a wallet that we’re gonna give you, and it has real cash in it, and you can do whatever you want with it, and these are the transaction fees, so to speak, like, you know, the gas fees, whatever, you know what you do. You, even if you wanna let your audience know that you’ve done that, and maybe you’re promoting that, maybe some people will buy into it, like, people are adults. Fine. Where, where I do like side eye a little bit is if you are, then for whatever reason [00:34:00] going to be like, oh, I’m gonna take my fees and I’m gonna reinvest it in the coin. Like, okay, you are literally sitting on top of the pyramid, like you could not be in a better position and now you’re, but right. And now you’re literally like paying into the pyramid scheme. It’s like, this is not going to work well for you. These are rug bulls. Um, and so like the, the, the, the gas town coin like dropped like massively. The Ralph coin like dropped massively, like after the, the, the Ralph creator, I think he took out like 300 K or something and people, or, you know, sold like 300 K worth of coins. And people were like, oh, he’s pulling a rug pull. And I’m like, well, A, what did you expect? But B it’s like, this is why don’t, like, if someone’s gonna give you free money from something that’s, you know, kind of scammy, like, I’m not saying don’t take the money. I am saying maybe be smart enough to not to reinvest it into the scam. Brett: Yeah. Christina: Like, I don’t know. Anyway, that’s the only thing I will mention on that. ’cause I don’t think that that takes [00:35:00] anything away from either of those projects or it says that you shouldn’t use or play around with it either of those ideas at all. But that is just a thing that’s happened in the last couple of weeks too, where it’s like, oh, and now there’s like crypto, you know, the crypto people are trying to get kind of involved with these projects and, um, I, I think that that’s, uh, okay. You know, um, like I said, I’m, I’m not gonna judge anybody for taking free money that, that somebody is gonna offer them. I will judge you if you’re gonna try to then, you know, try to like, promote that to your audience and try to be like, oh, this is a great way where we, where you can help me and we can all get rich. It’s like, no, there are, if you really wanna support creators, like there are things like GitHub sponsors and there are like other methods that you can, you can do that, that don’t involve making financial risks on shit coins. Brett: I wish anything I made could be popular enough that I could do something that’s stupid. Yeah. Like [00:36:00] I, I, I, I’m not gonna pull a rug pull on anyone, but the chances that I’ll ever make $300,000 on anything I’m working on, it’s pretty slim. Christina: Yeah, but at the same time, like if you, if you did, if you were in that position, like, I don’t know, I mean, I guess that’d be a thing that you would have to kind of figure out, um, yourself would be like, okay, I have access to this amount of money. Am I going to try to, you know, go all in and, and maybe go full grift to get even more? Some, something tells me that like your own personal ethics would probably preclude you from that. Brett: I, um, I have spent, what, um, how old am I? 47. I, I’ve been, since I started blogging in like 1999, 2000, um, I have always adhered to a very strict code and like turning down sponsors. I didn’t agree with [00:37:00] not doing anything that would be shady. Not taking, not, not taking money from anyone I was writing about. Ethics in Journalism and Personal Dilemmas Brett: Like, it’s been, it’s a pain in the ass to try to be truly ethical, but I feel like I’ve done it for 30 some years and, and I don’t know, I wouldn’t change it. I’m not rich. I’ll never be rich. But yeah, I think ethics are important, especially if you’re in any kind of journalism. Christina: Yeah, if you’re in any sort of journalism. I think so, and I think like how people wanna define those things, I think it’s up to them. And, and like I said, like I’m not gonna even necessarily like, like judge people like for, because I, I don’t know personally like what my situation would be like. Like if somebody was like, Christina, here’s a wallet that has the equivalent of $300,000 in it and it’s just sitting here and we’re not even asking you to do anything with this. I would probably take the money. I’m not gonna lie, I don’t, I don’t, I don’t [00:38:00] know if I would promote it or anything and I maybe I would feel compelled to disclose, Hey, Brett: That is Christina: wallet belongs to me. Brett: money though. Christina: I, I, right. I, I, I might, I might be, I might feel compelled to com to, to disclose, Hey, someone created this coin in this thing. They created the foam grow coin and they are giving me, you know, the, the, the gas fees and I have accepted Brett: could be, I’d feel like you could do it if you were transparent enough about it. Christina: Yeah, I mean, I, I, I think where I draw the line is when you then go from like, because again, it’s fine if you wanna take it. It’s then when you are a. Reinvesting the free money into the coin, which I think is just idiotic. Like, I think that’s just actually dumb. Um, like I just, I just do like, that just seems like you are literally, like I said, you’re at the top of the pyramid and you’re literally like volunteering to get into the bottom again. Um, and, or, or b like if you do that and then you try to rationalize in some way, oh, well, you know, I think [00:39:00] that this could be a great thing for everybody to, you know, I get rich, you know, you could get rich, we could all get money out of this because this is the future of, you know, creator economy or whatever. It’s like, no, it’s not. This is gambling. Um, and, and, and, and you could make the argument to me, and I’d probably be persuaded to be like, this isn’t that different from poly market or any of the other sorts of things. But you know what? I don’t do those things either. And I wouldn’t promote those things to any audience that I had either. Um, but if somebody wanted to give me free money. I probably wouldn’t turn it down. I’m not gonna pretend that my ethics are, are that strong. Uh, I just don’t know if I would, if I would, uh, go on the other end and be like, okay, to the Moom, everyone let, let’s all go in on the crypto stuff. It’s like, okay, The Future of Open Source and Cryptocurrency Brett: So is this the future of open source is, ’cause I mean like open source has survived for decades as like a concept and it’s never been terribly profitable. But a [00:40:00] lot of large companies have invested in open source, and I guess at this point, like most of the big open source projects are either run by a corporation or by a foundation. Um, that are independently financed, but for a project like Gastown, like is it the future? Is this, is this something people are gonna start doing to like, kind of make open source profitable? Christina: I mean, maybe, I don’t know. I think the problem though is that it’s not necessarily predictable, right? And, and not to say that like normal donations or, or support methods are predictable, but at least that could be a thing where you’re like, they’re not, but, but, but it’s not volatile to the extent where you’re like, okay, I’m basing, you know, like my income based on how well this shit coin that someone else controls the supply of someone else, you know, uh, uh, created someone else, you know, burned, so to speak, somebody else’s is going to be, uh, [00:41:00] controlling and, and has other things and could be responsible for, you know, big seismic like market movements like that I think is very different, um, than anything else. And so, I don’t know. I mean, I, I think that they, what I do expect that we’ll see more of is more and more popular projects, things that go viral, especially around ai. Probably being approached or people like proactively creating coins around those things. And there have been some, um, developers who’ve already, you know, stood up oddly and been like, if you see anybody trying to create a coin around this, it is not associated with me. I won’t be associated with any of it. I won’t do it. Right. Uh, and I think that becomes a problem where you’re like, okay, if these things do become popular, then that becomes like another risk if you don’t wanna be involved in it. If you’re involved with a, with a popular project, right? Like the, like the, like the creator of MPM Isaac, like, I think there’s like an MPM coin now, and that, that he’s, you know, like involved in and it’s like, you know, again, he didn’t create it, but he is happy to promote it. He’s happy to take the money. I’m like, look, I’m happy for [00:42:00] Isaac to get money from NPMI am at the same time, you know, bun, which is basically like, you know, the, you know, replacement for, for Node and NPM in a lot of ways, they sold to Anthropic for. I guarantee you a fuck load more money than whatever Isaac is gonna make off of some MPM shitcoin. So, so like, it, it’s all a lottery and it’s not sustainable. But I also feel like for a lot of open source projects, and this isn’t like me saying that the people shouldn’t get paid for the work, quite the contrary. But I think if you go into it with the expectation of I’m going to be able to make a sustainable living off of something, like when you start a project, I think that that is not necessarily going to set you up for, I think that those expectations are misaligned with what reality might be, which again, isn’t to say that you shouldn’t get paid for your work, it’s just that the reason that we give back and the reason we contribute open source is to try to be part of like the, the greater good and to make things more available to everyone. Not to be [00:43:00] like, oh, I can, you know, quit my job. Like, that would be wonderful. I, I wish that more and more people could do that. And I give to a lot of, um, open source projects on, on a monthly basis or on an annual basis. Um, Brett: I, I give basically all the money that’s given to me for my open source projects I distribute among other open source projects. So it’s a, it’s a, it’s a wash for me, but yeah, I am, I, I pay, you know, five, 10 bucks a month to 20 different projects and yeah. Christina: Yeah. I mean, I think it’s important, but, but I, I don’t know. I, I, I hope that it’s not the future. I’m not mad, I think like if that’s a way where people can make, you know, a, a, an income. But I do, I guess worry the sense that like, if, if, if, I don’t want that to be, the reason why somebody would start an open source project is because they’re like, oh, I, I can get rich on a crypto thing. Right? Like, ’cause that that’s the exact wrong Brett: that’s not open source. That’s not the open source philosophy. Christina: no, [00:44:00] it’s not. And, and so, I mean, but I think, I think if it already exists, I mean, I don’t know. I, I also feel like no one should feel obligated. This should go without saying that. If you see a project that you like that is involved in one of those coins. Do you have a zero obligation to be, uh, supportive of that in any way? And in fact, it is probably in your financial best interest to not be involved. Um, it, it is your life, your money, your, you do whatever you want, gamble, however you want. But, uh, I, I, I, I do, I guess I, I bristle a little bit. Like if people try to portray it like, oh, well this is how you can support me by like buying into this thing. I’m like, okay, that’s alright. Like, I, I, if you wanna, again, like I said, if you wanna play poly market with this, fine, but don’t, don’t try to wrap that around like, oh, well this is how you can give back. It’s like, no, you can give back in other ways. Like you can do direct donations, you can do other stuff. Like I would, I would much rather encourage people to be like, rather than putting a hundred dollars in Ralph Coin, [00:45:00] give a hundred dollars to the Ralph Guy directly. Apex 1.0? Brett: So, speaking of unprofitable open source, I have Apex almost to 1.0. Um, it officially handles, I think, all of the syntax that I had hoped it would handle. Um, it does like crazy things, uh, that it’s all built on common mark, GFM, uh, like cmar, GFM, GitHub’s project. Um, so it, it does all of that. Plus it handles stuff from like M mark with like indices. Indices, and it incorporates, uh. Uh, oh, I forget the name of it. Like two different ways of creating indices. It handles all kinds of bibliography syntax, like every known bibliography syntax. Um, I just added, you can, you can create insert tags with plus, plus, uh, the same way you would create a deletion with, uh, til detail. Um, and [00:46:00] I’ve added a full plugin structure, and the plugins now can be project local. So you can have global plugins. And then if you have specific settings, so like I have a, I, my blogs are all based on cramdown and like the bunch documentation is based on cramdown, but then like the mark documentation. And most of my writing is based on multi markdown and they have different. Like the, for example, the IDs that go on headers in multi markdown. If it’s, if it has a space in multi markdown, it gets compressed to no space in common Mark or GFM, it gets a dash instead of a space, which means if I have cross links, cross references in my document, if I don’t have the right header syntax, the cross reference will break. So now I can put a, a config into like my bunch documentation that tells Apex to use, [00:47:00] um, the dash syntax. And in my Mark documentation, I can tell it to use the multi markdown syntax. And then I can just run Apex with no command line arguments and everything works. And I don’t know, I, I haven’t gotten adoption for it. Like the one place I thought it could be really useful was DEVONthink, Christina: Mm-hmm. Brett: which has always been based on multi markdown, which. Um, is I love multi markdown and I love Fletcher and, um, it’s just, it’s missing a lot of what I would consider modern syntax. Christina: Right. Brett: so I, I offered it to Devin think, and it turned out they were working on their own project along the same lines at the same time. Um, but I’m hoping to find some, some apps that will incorporate it and maybe get it some traction. It’s solid, it’s fast, it’s not as fast as common Mark, but it does twice as much. Um, like the [00:48:00] benchmarks, it a complex document renders in common mark in about. Uh, 27 milliseconds, and in Apex it’s more like 46 milliseconds. But in the grand scheme of things, I could render my whole blog 10 times faster than I can with cramm down or Panoc and yeah, and, and I can use all the syntax I want. Challenges and Innovations in Markdown Processing Brett: Did I tell you about, did I tell you about, uh, Panoc Divs? The div extension, um, like you can in with the panoc D extension, you can put colon, colon, colon instead of like back, take, back, take backtick. So normally, like back ticks would create a code block with colons, it creates a div, and you can apply, you can apply inline attribute lists after the colons to make, to give it a class and an ID and any other attributes you wanna apply to it. I extended that so that you can do colon, [00:49:00] colon, colon, and then type a tag name. So if you type colon, colon, colon aside and then applied an attribute list to it, it would create an aside tag with those attributes. Um, the, the only pan deck extension that I wish I could support that I don’t yet is grid tables. Have you ever seen grid tables? Christina: I have not. Brett: There, it’s, it’s kind of like multi markdown table syntax, except you use like plus signs for joints and uh, pipes and dashes, and you actually draw out the table like old ASCI diagrams Christina: Okay. Brett: and that would render that into a valid HTML table. But that supporting that has just been, uh, tables. Tables are the thing. I’ve pulled the most hair out over. Christina: Yeah, I was gonna say, I think I, they feel like tables are hard. I also feel like in a lot of circumstances, I mean obviously people use tables and whatnot, but like, [00:50:00] only thing I would say to you, like, you know, apex is, is so cool and I hope that other projects adopt it. Um, and, uh, potentially with the POC support as far as you’ve gotten with it, maybe, you know, projects that support some of POC stuff could, could, you know, uh, jump into it. But I will say it does feel like. Once you go into like the Panoc universe, like that almost feels like a separate thing from the markdown Flavors like that almost feels like its own like ecosystem. You know what I mean? Brett: Well, yeah, and I haven’t tried to adopt everything Panoc does because you can als, you can also use panoc. You can pipe from Apex into Panoc or vice versa. So I’m not gonna try to like one for one replicate panoc, Christina: No, no. Totally Brett: do all of panoc export options because Panoc can take HTML in and then output PDFs and Doc X and everything. So you can just pipe output from Apex into Panoc to create your PDF or whatever Christina: And like, and, and like to, [00:51:00] and like to me, like that seems ideal, right? But I feel like maybe like adopting some of the other things, especially like, like their grid, you know, table, things like that. Like that would be cool. But like, that feels like that’s a, potentially has the, has the potential, maybe slow down rendering and do other stuff which you don’t want. And then b it’s like, okay, now are we complicated to the point that like, this is, this is now not becoming like one markdown processor to rule them all, but you Brett: Yeah, the whole point, the whole point is to be able to just run Apex and not worry about what cex you’re using. Um, but grid tables are the kind of thing that are so intentional that you’re not gonna accidentally use them. Like the, the, the, the impetus for Apex was all these support requests I get from people that are like the tilde syntax for underline or delete doesn’t work in Mark. And it, it does if you choose the right processor. But then you have to know, yeah, you have to [00:52:00] know what processor supports what syntax and that takes research and time and bringing stuff in from, say, obsidian into mart. You would just kind of expect things to work. And that’s, that’s why I built Apex and Christina: right? Brett: you are correct that grid tables are the kind of thing, no one’s going to use grid tables if they haven’t specifically researched what Christina: I right. Brett: they’re gonna work with. Christina: And they’re going to have a way that has their file marked so that it is designated as poc and then whatever, you know, flags for whatever POC features it supports, um, does. Now I know that the whole point of APEX is you don’t have to worry about this, but, but I am assuming, based on kind of what you said, like if I pass like arguments like in like a, you know, in a config file or something like where I was like, these documents or, or, or this URL or these things are, you know, in this process or in this in another, then it can, it can just automatically apply those rules without having to infer based on the, on the syntax, right. Brett: right. It has [00:53:00] modes for cram down and common mark and GFM and discount, and you can like tell it what mode you’re writing in and it will limit the feature set to just what that processor would handle. Um, and then all of the flags, all of the features have neg negotiable flags on them. So if you wanted to say. Skip, uh, relax table rendering. You could turn that off on the command line or in a config file. Um, so yeah, everything, everything, you can make it behave like any particular processor. Uh, but I focus mostly on the unified mode, which again, like you don’t have to think about which processor you are using. Christina: Are you seeing, I guess like in, in circumstances like, ’cause I, in, in my, like, my experience, like, I would never think to, like, I would probably like, like to, I would probably do like what you do, which is like, I’m [00:54:00] going to use one syntax or, or one, you know, processor for one type of files and maybe another and another. Um, but I, I don’t think that like, I would ever have a, and maybe I’m misunderstanding this, but I don’t think I would ever have an instance where I would be like mixing the two together in the same file. Brett: See, that’s my, so that’s, that’s what’s changing for me is I’m switching my blog over to use Apex instead of Cramdown, which means I can now incorporate syntax that wasn’t available before. So moving forward, I am mixing, um, things from common mark, things from cram down, things from multi markdown. Um, and, and like, so once you know you have the option Christina: right. Then you might do that Brett: you have all the syntax available, you start doing it. And historically you won’t have, but like once you get used to it, then you can. Christina: Okay. So here’s the next existential question for you. At what point then does it go from being, you know, like [00:55:00] a, a, a rendering engine, kind of like an omni rendering engine to being a syntax and a flavor in and of itself? Brett: That is that, yeah, no, that’s a, that’s a very valid question and one that I have to keep asking myself, um, because I never, okay, so what to, to encapsulate what you’re saying, if you got used to writing for Apex and you were mixing your syntax, all of a sudden you have a document that can’t render in anything except Apex, which does eventually make it its own. Yeah, no, it is, it’s always, it’s a concern the whole time. Christina: well, and I, I wouldn’t even necessarily, I mean, like, and I think it could be two things, right? I mean, like, you could have it live in two worlds where, like on the one hand it could be like the rendering engine to end all rendering engines and it can render, you know, files and any of them, and you can specify like whatever, like in, in, in like a tunnel or something. Like, you know, these files are, [00:56:00] are this format, these are these, and you know, maybe have some sort of, you know, um, something, even like a header files or whatever to be like, this is what this rendering engine is. Um, you know, with, with your projects to have it, uh, do that. Um. Or have it infer, you know, based on, on, on, um, the, the logic that you’re importing. But it could also be one of those things where you’re like, okay, I just have created like, you know, the omni syntax. And that’s a thing that maybe, maybe you get people to try to encourage or try, try to adopt, right? Like, it’s like, okay, you can always just use common mark. You can always just use GFM, you can always just use multi markdown, but we support these other things too, from these other, um, systems and you can intermix and match them. Um, because, because I, I do feel like at a certain point, like at least the way you’re running it yourself, you have your own syntax. Like, like, you know. Brett: yeah. No, you have perfectly encapsulated the, the major [00:57:00] design concern. And I think you’re correct. It can exist, it can be both things at once. Um, but I have like, nobody needs another markdown syntax. Like there are so many flavors right now. Okay. There may be a dozen. It’s not like an infinite number, but, but there’s enough that the confusion is real. Um, and we don’t need yet another markdown flavor, but we do need a universal processor that. Makes the differentiations less, but yeah, no, it’s, I need, I need to nail down that philosophy, uh, and really like, put it into writing and say, this is the design goal of this project, uh, which I have like hinted at, but I’m a scattered thinker and like, part of, part of the design philosophy is if someone says, Hey, [00:58:00] could you make this work? I just wanted a project where I could say, yeah, I’m gonna make that work. I, I, I’m gonna add this somewhat esoteric syntax and it’s just gonna work and it’s not gonna affect anything else. And you don’t have to use it, but if you do, there it is. So it’s kind of, it was designed to bloat to a circuit certain extent. Um, but yeah, I need to, I need to actually write a page That’s just the philosophy and really, really, uh, put, put all my thoughts together on that. Christina: Yeah, no, ’cause I was just kind of thinking, I was like, ’cause it’s so cool. Um, but the way that I would’ve envisioned using it, like I, I still like, it’s cool that you can mix all those things in together. I still feel like I probably wouldn’t because I’m not you. And so then I would just have like this additional dependency that it’s like, okay, if something happens to Apex one day and that’s the only thing that can render my documents, then like, you know what I mean? And, and, and if it’s not getting updated [00:59:00] anymore or whatever, then I’m kind of like SOL, um, Brett: Maku. Do you remember Maku? Christina: vaguely. Brett: It’s, the project is kind of dead and a lot of its syntax has been incorporated into various other processors. But if you built your whole blog on Maku, you have to, you have to be able to run like a 7-year-old binary, um, and, and it’ll never be updated, and eventually you’re gonna run into trouble. The nice thing about Unix based stuff is it’s. Has a, you can stop developing it and it’ll work for a decade, um, until, like, there’s a major shift in processors, but like, just the shift to arm. Like if, if Maku was only ever compiled for, uh, for, uh, Intel and it wasn’t open source, you would, it would be gone. You wouldn’t be able to run it anymore. So yeah, these things can happen. Christina: [01:00:00] Well, and I just even think about like, you know, the fact that like, you know, like some of the early processors, like I remember like back, I mean this is a million years ago, but having to use like certain, like pearl, you know, based things, you know, but depending on like whatever your backend system was, then you moved to PHP, they maybe you move, moved to, you know, Ruby, if you’re using like Jekyll and maybe you move to something else. And I was like, okay, you know, what will the thing be in the future? Yeah. If, if I, if it’s open source and there’s a way that, you know, you can write a new, a new processor for that, but it does create like, dependencies on top of dependencies, which is why I, I kind of feel like I like having like the omni processor. I don’t know if, like, for me, I’m like, okay, I, I would probably be personally leery about intermingling all my different syntaxes together. Brett: to that end though, that is why I wanted it in C um, because C will probably never die. C can be compiled on just about any platform. And it can be used with, like, if you have, if you have a Jekyll blog and you wanna [01:01:00] incorporate a C program into a gem, it’s no problem. Uh, you can incorporate it into just about any. Langu

Hour 3 moves from Washington chaos to cutting-edge tech and sports controversy. Gary and Shannon track the latest political firestorms, speculate on who won’t survive Trump’s second cabinet, wrestle with the ethics of AI scraping human knowledge, and debate whether public meltdowns are fair game in the age of constant cameras.• #SwampWatch: Democrats call for Kristi Noem’s firing, shutdown fears loom, and political tensions spike.• Who Falls First?: Prediction markets weigh in on which Trump cabinet member could be first out.• AI Crossroads: A new border shooting collides with a debate over Claude, Anthropic, and the morality of training AI on human work.• Privacy vs Reality: Coco Gauff’s private frustration goes public, should athletes always expect the cameras?See omnystudio.com/listener for privacy information.

Autonomous coding agents are moving from demos to real production workflows. In this episode, Factory AI co-founder and CTO Eno Reyes explains what "Droids" really are—fully autonomous agents that can take tickets, modify real codebases, run tests, and work inside existing dev workflows.We dig into Factory's context compression research (which outperformed both OpenAI and Anthropic), what makes a codebase "agent-ready," and why Stanford research found that the ONLY predictor of AI success was codebase quality—not adoption rates or token usage.Whether you're a developer curious about autonomous coding tools or just want to understand where AI engineering is headed, this episode is packed with practical insights.

Microsoft quietly hands over BitLocker keys to the government, TikTok's new privacy terms spark a user panic, and Europe's secret tech backups reveal anxious prep for digital fallout. Plus, how gambling platforms are changing the future of news and sports. You can bet on how much snow will fall in New York City this weekend Europe Prepares for a Nightmare Scenario: The U.S. Blocking Access to Tech China, US sign off on TikTok US spinoff TikTok users freak out over app's 'immigration status' collection -- here's what it means Elon Musk's Grok A.I. Chatbot Made Millions of Sexualized Images, New Estimates Show Microsoft Gave FBI Keys To Unlock Encrypted Data, Exposing Major Privacy Flaw - Forbes House of Lords votes to ban social media for Brits under 16 Overrun with AI slop, cURL scraps bug bounties to ensure "intact mental health" Route leak incident on January 22, 2026 149 Million Usernames and Passwords Exposed by Unsecured Database Millions of people imperiled through sign-in links sent by SMS Anthropic revises Claude's 'Constitution,' and hints at chatbot consciousness The new Siri chatbot may run on Google servers, not Apple's A Wikipedia Group Made a Guide to Detect AI Writing. Now a Plug-In Uses It to 'Humanize' Chatbots GitHub - anthropics/original_performance_takehome: Anthropic's original performance take-home, now open for you to try! Telly's "free" ad-based TVs make notable revenue—when they're actually delivered - Ars Technica Toilet Maker Toto's Shares Get Unlikely Boost From AI Rush - Slashdot Dr. Gladys West, whose mathematical models inspired GPS, dies at 95 Host: Leo Laporte Guests: Alex Stamos, Doc Rock, and Patrick Beja Download or subscribe to This Week in Tech at https://twit.tv/shows/this-week-in-tech Join Club TWiT for Ad-Free Podcasts! Support what you love and get ad-free audio and video feeds, a members-only Discord, and exclusive content. Join today: https://twit.tv/clubtwit Sponsors: threatlocker.com/twit meter.com/twit redis.io expressvpn.com/twit shopify.com/twit

For real this time.... Apple is gonna have real AI soon!For real for real. And if that's not enough to catch your attention, ChatGPT ads may be dropping in weeks, Anthropic might have beat Microsoft at its own game, and Google is bringing a MUCH more personalized version of AI and search to users in AI Mode. If you want to get ahead, you have to understand a blizzard of AI updates each week. That can take hours a day. Instead, tune in on Mondays as we bring you the AI News That Matters. Apple's new ChatGPT competitor and updated AI Siri, ChatGPT ads dropping in weeks, Gemini makes search more personal and more -- An Everyday AI Chat with Jordan WilsonNewsletter: Sign up for our free daily newsletterMore on this Episode: Episode PageJoin the discussion on LinkedIn: Thoughts on this? Join the convo on LinkedIn and connect with other AI leaders.Upcoming Episodes: Check out the upcoming Everyday AI Livestream lineupWebsite: YourEverydayAI.comEmail The Show: info@youreverydayai.comConnect with Jordan on LinkedInTopics Covered in This Episode:OpenAI New Revenue Model and Value SharingAnthropic Launches Claude Excel Add-InAmazon Unveils Health AI for One MedicalGoogle Gemini Powers Personalized Search IntegrationOpenAI ChatGPT Ads Rollout DetailsAnthropic and OpenAI AI in Global Education PushApple AI Siri Beta with Google GeminiApple Campos Chatbot and iOS IntegrationRunway Gen 4.5 Image-to-Video UpgradeShopify Adds 4% Fee for ChatGPT CheckoutGoogle Gemini Ultra for Workspace Business AccountsMeta Superintelligence Labs Internal AI Model ReleaseTimestamps:00:00 "Modulate Revolutionizes Voice AI Analysis"06:51 Anthropic Launches Claude Excel Tool11:02 "Amazon Expands AI Health Services"12:07 AI Revolutionizing Healthcare Innovation17:29 "OpenAI Introduces Ads in ChatGPT"21:49 "AI Tools Transforming Global Education"25:59 Apple's Siri Revamp with Gemini27:23 "Siri Updates Powered by Gemini"32:22 "AI on Smartphones: What's Next"35:58 AI Advances: Agents, Images, Videos37:44 "AI Trust Layer with Modulate"Keywords: Apple's AI competitor, updated Siri, ChatGPT ads, Gemini, Google Gemini AI, personalized AI search, OpenAI revenue model,Send Everyday AI and Jordan a text message. (We can't reply back unless you leave contact info) Human-Level Voice Intelligence, 100x Faster. Try Velma from Modulate today.  Human-Level Voice Intelligence, 100x Faster. Try Velma from Modulate today.