Podcasts about Fundrise

Days after ChatGPT launched, Intercom called it an “iPhone moment" and bet a $300 million ARR business that AI was the future of customer service. On this episode of Onward, Ben talks with Paul Adams, Chief Product Officer of Fin (formerly Intercom), about the pivot to AI customer service: why the decision was easier than you might think, why the culture change was brutal, and how the bet ended up strengthening the legacy business instead of killing it. Since Fundrise runs its own investor relations program on Fin, the episode doubles as a customer interview. They get into AI's effect on knowledge work, the risk of letting an agent write to a database, Claude Code as "magic," and why Paul calls himself a "delusional optimist" about what comes next.— For a deeper dive into these insights and more, be sure to listen to the full episode of the Onward podcast.Have questions or feedback about this episode? Drop us a note at Onward@Fundrise.com.Onward is hosted by Ben Miller, Co-Founder and CEO of Fundrise. Podcast production by The Podcast Consultant. Music by Seaplane Armada.About Fundrise:With over 2 million users, Fundrise is America's largest direct-to-investor alternative asset investment platform. Since 2012, our mission has been to build a better financial system by empowering the individual. We make it easier and more efficient than ever for anyone to invest in institutional-quality private alternative assets — all at the touch of a button.Please see fundrise.com/oc for more information on all of the Fundrise-sponsored investment funds and products, including each fund's offering document(s).Want to see the specific assets that make up and power Fundrise portfolios? Check out our active and past projects at www.fundrise.com/assets.More Info & DisclaimersThere are no guarantees investment holdings of the Fundrise Innovation Fund (the "Fund") will be successful.Investing in the Fund is speculative and involves substantial risks. You should purchase shares of the Fund only if you can afford a complete loss of your investment. Nothing in this material should be construed as tax advice, an offer, recommendation, or solicitation to buy or sell any security.Past performance does not guarantee future results. Current and future holdings are subject to risk, and returns of one portfolio company are not indicative of an investment in the Fund. For Fund performance and the most recent schedule of investments, visit GetVCX.com. The Fund's annual and semi-annual reports (Form N-CSR), quarterly portfolio holdings (Form N-PORT), and other periodic reports filed with the Securities and Exchange Commission are available on EDGAR at sec.gov and at GetVCX.com.The Innovation Fund is publicly registered under the Investment Company Act of 1940 as a non-diversified, closed-end management investment company.The Fund's portfolio will be concentrated in securities issued by technology companies and other investments that provide economic exposure to technology companies and as such, it may be subject to more risks than if it were broadly diversified across additional sectors and industries of the economy. Certain technology companies may face special risks that their products or services may not prove to be commercially successful. Technology companies are also strongly affected by worldwide scientific or technological developments, and as a result, their products may rapidly become obsolete.The Fund's investments in companies involved in, or exposed to, artificial intelligence-related businesses may be negatively impacted because of, among other things, limited product lines, markets, financial resources and/or personnel; intense competition and potentially rapid product obsolescence these companies may face; loss or impairment of intellectual property rights; and the inability to successfully develop products or services even after spending significant amount of resources.The Fund's investment in private company securities, whether made directly or indirectly (e.g., through derivatives or private pooled investment vehicles) are generally illiquid. Because private company securities are thinly traded, such securities may display especially volatile or erratic price movements, sometimes in response to relatively small changes in investor supply or demand or other market conditions.

The war simmers with Iran as Lebanon verges on a new civil war, an investigation into the LA Mayoral race suggests the homeless were paid to vote for Democrats, and several birth tourism schemes have been shut down. Get the facts first with Evening Wire. - - - Ep. 2834 - - - Wake up with new Morning Wire merch: https://bit.ly/4lIubt3  - - - Today's Sponsor: Fundrise -  VCX, by Fundrise, gives everyone the opportunity to invest in the next generation of innovation, including the companies leading the AI revolution, space exploration, defense tech, and more. Visit https//:getVCX.com for more info. - - - Privacy Policy: ⁠https://www.dailywire.com/privacy⁠ morning wire,morning wire podcast,the morning wire podcast,Georgia Howe,John Bickley,daily wire podcast,podcast,news podcast Learn more about your ad choices. Visit podcastchoices.com/adchoices

Discover all of the podcasts in our network, search for specific episodes, get the Optimal Living Daily workbook, and learn more at: OLDPodcast.com. Episode 3590: Andy Hill highlights the often-overlooked challenges of owning rental properties, including the time commitment, rising taxes and insurance costs, changing neighborhoods, leverage-related risk, and market downturns. By understanding these potential pitfalls before investing, listeners can make more informed decisions and better prepare for the realities of building wealth through real estate. Read along with the original article(s) here: https://marriagekidsandmoney.com/rental-properties-pros-and-cons Quotes to ponder: "You are running a small business with real costs, real deadlines and real human factors." "If you're in a busy time in your life already, investing in rental properties may not be worth it." "One of the reasons why real estate investments can sometimes outperform index funds is that they are sometimes much riskier investments." Episode references: Arrived Homes: https://arrived.com/ Fundrise: https://fundrise.com/ Learn more about your ad choices. Visit megaphone.fm/adchoices

Discover all of the podcasts in our network, search for specific episodes, get the Optimal Living Daily workbook, and learn more at: OLDPodcast.com. Episode 3590: Andy Hill highlights the often-overlooked challenges of owning rental properties, including the time commitment, rising taxes and insurance costs, changing neighborhoods, leverage-related risk, and market downturns. By understanding these potential pitfalls before investing, listeners can make more informed decisions and better prepare for the realities of building wealth through real estate. Read along with the original article(s) here: https://marriagekidsandmoney.com/rental-properties-pros-and-cons Quotes to ponder: "You are running a small business with real costs, real deadlines and real human factors." "If you're in a busy time in your life already, investing in rental properties may not be worth it." "One of the reasons why real estate investments can sometimes outperform index funds is that they are sometimes much riskier investments." Episode references: Arrived Homes: https://arrived.com/ Fundrise: https://fundrise.com/ Learn more about your ad choices. Visit megaphone.fm/adchoices

Discover all of the podcasts in our network, search for specific episodes, get the Optimal Living Daily workbook, and learn more at: OLDPodcast.com. Episode 3590: Andy Hill highlights the often-overlooked challenges of owning rental properties, including the time commitment, rising taxes and insurance costs, changing neighborhoods, leverage-related risk, and market downturns. By understanding these potential pitfalls before investing, listeners can make more informed decisions and better prepare for the realities of building wealth through real estate. Read along with the original article(s) here: https://marriagekidsandmoney.com/rental-properties-pros-and-cons Quotes to ponder: "You are running a small business with real costs, real deadlines and real human factors." "If you're in a busy time in your life already, investing in rental properties may not be worth it." "One of the reasons why real estate investments can sometimes outperform index funds is that they are sometimes much riskier investments." Episode references: Arrived Homes: https://arrived.com/ Fundrise: https://fundrise.com/ Learn more about your ad choices. Visit megaphone.fm/adchoices

Fundrise CEO Ben Miller goes Inside the ICE House to discuss democratizing access to private markets and venture capital. He explains how staying private longer has concentrated wealth and why opening these markets to everyday investors is critical. Miller outlines Fundrise's push into venture through its Innovation Fund and its index-like approach to VC investing. He also explores how AI is reshaping investor education, decision-making, and the broader financial system.

American forces strike Iranian Air defenses, the UK bans two popular leftist commentators, and Zohran Mamdani skips out on New York's annual pro-Israel parade. Get the facts first with Evening Wire. - - - Ep. 2817 - - - Wake up with new Morning Wire merch: https://bit.ly/4lIubt3  - - - Today's Sponsor: Fundrise - VCX, by Fundrise, gives everyone the opportunity to invest in the next generation of innovation, including the companies leading the AI revolution, space exploration, defense tech, and more. Visit getVCX.com for more info. - - - Privacy Policy: ⁠https://www.dailywire.com/privacy⁠ morning wire,morning wire podcast,the morning wire podcast,Georgia Howe,John Bickley,daily wire podcast,podcast,news podcast Learn more about your ad choices. Visit podcastchoices.com/adchoices

What if the biggest barrier to a longer life isn't science, but the economic incentives of corporations? In this episode of Onward, Ben sits down with Celine Halioua, founder and CEO of Loyal — the biotech company on track to earn the first-ever FDA approval for a drug whose only purpose is to extend lifespan. The catch: they're starting with dogs.Celine walks Ben through why the U.S. healthcare system is structurally incapable of building preventative medicine, why each dog-owner relationship is a "micro single-payer health care system," and how a quiet 2019 change to FDA regulation was the one-to-one cause of Loyal existing at all. ("If this pathway didn't exist, Loyal wouldn't exist. October 2019, I incorporated.")From there, the conversation widens. Celine lays out the Tesla-style master plan — save the dogs, save the world — that uses dog-drug revenue to fund human longevity work, escaping the discipline of biotech VC entirely. Ben presses her on AI in drug development (she's skeptical it will change clinical trials anytime soon), public-market short-termism, and the kind of scenario planning that prepares a company for what nobody saw coming.—For a deeper dive into these insights and more, be sure to listen to the full episode of the Onward podcast.Have questions or feedback about this episode? Drop us a note at Onward@Fundrise.com. Onward is hosted by Ben Miller, co-founder and CEO of Fundrise. Podcast production by The Podcast Consultant. Music by Seaplane Armada. About FundriseWith over 2 million users, Fundrise is America's largest direct-to-investor alternative asset investment platform. Since 2012, our mission has been to build a better financial system by empowering the individual. We make it easier and more efficient than ever for anyone to invest in institutional-quality private alternative assets — all at the touch of a button. Please see fundrise.com/oc for more information on all of the Fundrise-sponsored investment funds and products, including each fund's offering document(s). Want to see the specific assets that make up and power Fundrise portfolios? Check out our active and past projects at www.fundrise.com/assets.More Info & DisclaimersThere are no guarantees investment holdings of the Fundrise Innovation Fund (the “Fund”) will be successful.Investing in the Fund is speculative and involves substantial risks. You should purchase shares of the Fund only if you can afford a complete loss of your investment. Nothing in this material should be construed as tax advice, an offer, recommendation, or solicitation to buy or sell any security. Past performance does not guarantee future results. Current and future holdings are subject to risk, and returns of one portfolio company are not indicative of an investment in the Fund. For Fund performance and the most recent schedule of investments, visit GetVCX.com. The Fund's annual and semi-annual reports (Form N-CSR), quarterly portfolio holdings (Form N-PORT), and other periodic reports filed with the Securities and Exchange Commission are available on EDGAR at sec.gov and at GetVCX.com. The Innovation Fund is publicly registered under the Investment Company Act of 1940 as a non-diversified, closed-end management investment company.The Fund's portfolio will be concentrated in securities issued by technology companies and other investments that provide economic exposure to technology companies and as such, it may be subject to more risks than if it were broadly diversified across additional sectors and industries of the economy. Certain technology companies may face special risks that their products or services may not prove to be commercially successful. Technology companies are also strongly affected by worldwide scientific or technological developments, and as a result, their products may rapidly become obsolete.The Fund's investments in companies involved in, or exposed to, artificial intelligence-related businesses may be negatively impacted because of, among other things, limited product lines, markets, financial resources and/or personnel; intense competition and potentially rapid product obsolescence these companies may face; loss or impairment of intellectual property rights; and the inability to successfully develop products or services even after spending significant amount of resources.The Fund's investment in private company securities, whether made directly or indirectly (e.g., through derivatives or private pooled investment vehicles) are generally illiquid. Because private company securities are thinly traded, such securities may display especially volatile or erratic price movements, sometimes in response to relatively small changes in investor supply or demand or other market conditions.

Ben Miller is the co-founder and CEO of Fundrise, an alternative asset management platform that gives individual investors access to private real estate, private credit, and venture capital. In March 2026, he listed the Fundrise Innovation Fund on the NYSE under the ticker VCX, one of the first publicly traded venture capital funds. VCX gives retail investors direct exposure to private companies like Anthropic, OpenAI, Databricks, and SpaceX. The fund manages over $650 million and has over 100,000 individual investors. Ben is a returning Summation guest.In this episode of Summation, Ben and Auren discuss:Why VCX traded up 700% on day one while Bill Ackman's fund traded down the next weekWhy ETFs fall apart for private markets and closed-end funds are the right structureHow AI will reshape real estate by 2031 and which markets get hit hardestThe hidden truth that SoHo, Wynwood, and Miami Beach were all built by the same personYou can find Auren Hoffman on X at @auren and Ben Miller on X at @benmillerise

In this episode I walk through our entire 2026 investment portfolio: every account, every position, and exactly what I'm doing with our money. That includes a full update on gold (which has nearly doubled but I genuinely don't care), where we stand with Bitcoin at $65k, why I moved Linda's Roth IRA into a fixed indexed annuity after spending my whole career skeptical of them, our real estate split between Fundrise and Roots, the Tesla concentration problem in our stock portfolio, and what happened when I ran an app that automatically copies Nancy Pelosi's trades for 8 months — including the $1,500 I put in and the 12.4% it returned. If you enjoyed this, we'd love to send you a free copy of our book — you just cover shipping. It has over 1,000 5-star reviews on Amazon. Grab it at seedtime.com/free.   WHAT WE COVER IN THIS EPISODE Here's a little of what we cover in this episode: The Christian fund I've held for a year that's down 3% while the S&P is up 17% — and why I'm not selling The app that automatically mirrors Nancy Pelosi's stock trades (Trump mentioned her record in the State of the Union) Why gold has nearly doubled — and why I genuinely don't care The Tesla concentration problem in our stock portfolio that every rebalancing strategy says to fix (but I won't) Why I spent my whole career skeptical of annuities — then moved Linda's Roth IRA into one What we're actually putting in crypto right now, and why 80% of it is in one coin Why I want as few US dollars as possible right now — and what I'm holding instead   BIBLE REFERENCES Parable of the Talents (Matthew 25)   RESOURCES MENTIONED Sound Mind Investing (FCTE / Full Cycle Trading Fund) Roots Fundrise Innovation Fund Alto IRA OneGold Autopilot app Webull   DISCLAIMER Obligatory legal disclaimer: I'm a financial educator, not your financial advisor, investment advisor, tax pro, or lawyer. This channel is for general education, not personalized advice, and nothing here should be taken as a recommendation to buy, sell, or use any specific investment, account, or financial product. I'm just sharing what I'm doing, what I'm learning, and what I find interesting. Markets can be humbling. Investing involves risk, including the risk of losing money, and my results are personal, may not be typical, and are not guaranteed. Do your own research, use wisdom, and talk with a qualified professional before making financial decisions. Some links are to our resources and some are affiliate links, which means we may earn a commission at no extra cost to you. That helps keep the lights on around here, so thanks for the support.

Kyle Corbitt, founder of OpenPipe, breaks down reinforcement learning and custom fine-tuning for modern AI models. He explains how RL differs from supervised fine-tuning, why GRPO and LLM-as-judge post-training matter, and how these techniques can improve performance, latency, and cost on open source models. The conversation also covers reward hacking, evaluation design, LoRA adapters, and how Chinese labs are using distillation to fast-follow frontier models. Sponsors: Sequence: Sequence handles the full revenue workflow for complex pricing, from quoting and metering to invoicing, revenue recognition, and collections. Book a public demo at https://sequencehq.com and use code Cognizant in the source field to save 20% off year one AvePoint: AvePoint is building the control layer for AI agents so you can securely govern, audit, and recover every action at scale. Design trusted agentic outcomes from day one at https://avpt.co/tcr VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Claude: Claude by Anthropic is an AI collaborator that understands your workflow and helps you tackle research, writing, coding, and organization with deep context. Get started with Claude and explore Claude Pro at https://claude.ai/tcr

This edition of AI in the AM features Anna Patterson on Ceramic.ai's pivot to low-cost enterprise search for LLMs, designed to combine public and private data with stronger fact-checking. Lukas Petersson returns with new Andon Labs results on Opus 4.7 and GPT-5.5, including surprising differences in performance, behavior, and “ruthless” tactics. Zvi Mowshowitz unpacks model welfare and how to interpret troubling model behavior, while Naveen Verma explains EnCharge AI's analog in-memory computing approach for dramatically more efficient local inference. Sponsors: AvePoint: AvePoint is building the control layer for AI agents so you can securely govern, audit, and recover every action at scale. Design trusted agentic outcomes from day one at https://avpt.co/tcr Claude: Claude by Anthropic is an AI collaborator that understands your workflow and helps you tackle research, writing, coding, and organization with deep context. Get started with Claude and explore Claude Pro at https://claude.ai/tcr VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai

Cameron Berg returns to discuss the latest research on AI consciousness and model welfare. He breaks down new evidence for model introspection, including studies showing that systems can detect interventions on their own internal states and sometimes resist them. They also examine Anthropic's work on functional emotions, the implications of Claude's welfare reports, and Berg's new ideas about how reinforcement learning may shape positive and negative experience. The conversation makes the case for a more precautionary, mutualist approach to advanced AI systems. Sponsors: Roboflow: Roboflow is the computer vision infrastructure founders use to build AI-powered sports analytics and make the physical world programmable. Read the PlayVision story and start your first project for free at https://roboflow.com Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Claude: Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro's full capabilities at https://claude.ai/tcr

Steve Newman, creator of Writely and founder of the Golden Gate Institute for AI, shares the personal AI toolkit and vibe-coding practices that have reshaped how he works. He walks through bespoke tools including an attention firewall, a reading app for surfacing new ideas, a coding-agent dashboard, workflow automations, and a universal logging system for debugging with Claude. They also discuss information security, mobile and voice workflows, Steve's “anti-tokenmaxxing” philosophy, and his views on AI takeoff, robotics, and climate change. Google: Try Gemini's Nano Banana image generation model in Google AI Studio or the Gemini app to create custom illustrated worksheets in seconds, and explore the app's quizzes and guided learning features. Sponsors: AvePoint: AvePoint is building the control layer for AI agents so you can securely govern, audit, and recover every action at scale. Design trusted agentic outcomes from day one at https://avpt.co/tcr VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Claude: Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro's full capabilities at https://claude.ai/tcr Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai CHAPTERS: (00:00) About the Episode (03:25) Special Sponsor (04:47) Building personal productivity tools (Part 1) (14:23) Sponsors: AvePoint | VCX (16:45) Building personal productivity tools (Part 2) (17:32) Security tradeoffs and caution (26:00) Touring the custom toolkit (Part 1) (26:05) Sponsors: Claude | Tasklet (29:56) Touring the custom toolkit (Part 2) (38:01) Stack choices and dashboards (45:12) Hooks, repos, and syncing (58:08) Logging, agents, and tools (01:11:18) Hard parts and iteration (01:18:57) Mobile workflows and UIs (01:26:19) AI-era engineering changes (01:35:54) Software jobs outlook (01:41:35) Thresholds, Mythos, and RSI (01:57:07) AI and climate (02:01:37) Golden Gate mission (02:07:50) Episode Outro (02:12:01) Outro PRODUCED BY: https://aipodcast.ing

This special AI in the AM episode features Sergiy Nesterenko of Quilter on using reinforcement learning for circuit board design, Andy Hall of Stanford on AI behavior in politics and new governance models, and Lukas Peterson and Axel Backlund of Andon Labs on their AI-run retail store in San Francisco. Nathan and Prakash also reflect on the pace of AI progress, the public reaction to existential risk, and why constructive civic action matters as AI systems grow more powerful and autonomous. Sponsors: Roboflow: Roboflow's free 2026 Vision AI Trends report analyzes 200,000+ real-world projects to reveal how top companies are deploying Vision AI and turning proprietary data into an edge. Download it now at https://roboflow.com/trends VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai CHAPTERS: (00:00) About the Episode (07:57) Live stream kickoff (09:52) Sam Altman attacks (16:37) Quilter from SpaceX (19:02) Why autorouters fail (Part 1) (20:52) Sponsors: Roboflow | VCX (23:09) Why autorouters fail (Part 2) (28:14) Compute and odd layouts (34:19) Simulations and safety margins (Part 1) (39:22) Sponsor: Tasklet (41:01) Simulations and safety margins (Part 2) (41:01) Superintelligence meets hardware (48:18) AI constitutions debate (55:55) Deepfakes and persuasion (01:02:24) Virtue and institutions (01:11:05) Agent governance problems (01:16:56) Andon store debut (01:21:25) Luna's store choices (01:28:21) Supply chains and spread (01:36:23) AI boss behavior (01:43:47) How retail scales (01:53:54) Processing the future (01:59:50) Markets need context (02:26:42) Episode Outro (02:30:37) Outro PRODUCED BY: https://aipodcast.ing SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

This cross-post from the 80,000 Hours podcast features Ajeya Cotra in conversation with Rob Wiblin about AI timelines, recursive self-improvement, and the “crunch time” window when AI could rapidly accelerate its own development. Ajeya explains why widespread, compounding automation may face fewer bottlenecks than many expect, and what that could mean for the world by 2050. They also discuss transparency, early warning systems, and the emerging strategy of using each generation of AI to align and control its successors. LINKS: Ajeya Cotra podcast episode Sponsors: AvePoint: AvePoint is building the control layer for AI agents so you can securely govern, audit, and recover every action at scale. Design trusted agentic outcomes from day one at https://avpt.co/tcr VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Claude: Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro's full capabilities at https://claude.ai/tcr Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai CHAPTERS: (00:00) About the Episode (04:17) AI inside safety plans (06:49) AGI growth expectations (Part 1) (18:32) Sponsors: AvePoint | VCX (20:54) AGI growth expectations (Part 2) (21:56) Disagreement and measurement (Part 1) (37:28) Sponsors: Claude | Tasklet (41:19) Disagreement and measurement (Part 2) (41:19) Transparency before takeoff (58:00) Redirecting AI labor (01:09:06) Defense plans and limits (01:25:26) Pausing versus redirecting (01:35:22) Open Phil and compute (01:50:16) Bottlenecks and preparation (01:57:42) From research to grants (02:13:03) Burnout and sabbatical (02:23:22) What EA offered (02:36:43) EA and religion (02:47:56) Next career steps (02:57:35) EA's future niche (03:08:15) Episode Outro (03:12:11) Outro PRODUCED BY: https://aipodcast.ing

Sam Stephenson, co-founder of Granola, explains how a deliberately minimalist design philosophy helped turn the AI note-taking app into one of the fastest-growing products in the market. He shares why Granola focuses on doing one job exceptionally well, how note sharing drives growth, and what they've learned from surprising use cases, recipes, and constant user research. The conversation also covers privacy and consent, transcription and cost choices, team collaboration, and Sam's hopes for AI products that create less screen time and more space for reflection. Google: Try Gemini's image creation model, Nano Banana, to create original art in seconds with easy iterative prompting via Google AI Studio or the Gemini app. Sponsors: Roboflow: Roboflow gives robotics and embodied AI teams the visual AI infrastructure to turn messy, real-world perception into precise, reliable action. Learn how leading robotics companies solve bin picking and more at https://roboflow.com VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Claude: Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro's full capabilities at https://claude.ai/tcr Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai CHAPTERS: (00:00) About the Episode (03:52) Special Sponsor (05:52) Granola growth and users (17:14) System2 goals and context (Part 1) (17:19) Sponsors: Roboflow | VCX (20:15) System2 goals and context (Part 2) (33:09) Costs, pricing, and transcription (Part 1) (33:22) Sponsors: Claude | Tasklet (37:12) Costs, pricing, and transcription (Part 2) (47:38) Meeting privacy and consent (54:13) Agents, memory, and simplicity (01:03:49) Recipes, use cases, and growth (01:11:52) AI product design culture (01:28:08) Future risks and vision (01:33:33) Episode Outro (01:36:59) Outro PRODUCED BY: https://aipodcast.ing

Joseph Nelson, CEO of Roboflow, breaks down the current state of computer vision and why it still lags behind language models in real-world understanding, latency, and deployment. He explains how Roboflow distills frontier vision capabilities into efficient, task-specific models using techniques like Neural Architecture Search and RF-DETR. The conversation covers Chinese leadership in vision, Meta and NVIDIA's roles in the ecosystem, coding agents, and emerging S-curves from world models to wearables. Nelson also explores aesthetic judgment in AI, real-world applications from agriculture to sports, and why outcome-focused regulation matters. Sponsors: Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Claude: Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro's full capabilities at https://claude.ai/tcr CHAPTERS: (00:00) About the Episode (04:23) State of computer vision (12:29) Is vision solved (19:41) Frontier models and failures (Part 1) (19:46) Sponsors: Tasklet | VCX (22:39) Frontier models and failures (Part 2) (32:16) From cloud to edge (Part 1) (32:21) Sponsor: Claude (34:33) From cloud to edge (Part 2) (43:25) Data needs and scaling (50:52) Open source vision race (01:01:38) NAS and productization (01:12:24) Aesthetic judgment challenges (01:17:22) Future horizons in vision (01:31:18) Wearables and daily life (01:43:06) Regulating AI vision tools (01:51:00) Episode Outro (01:56:39) Outro PRODUCED BY: https://aipodcast.ing SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

This special cross-post from The Intelligence Horizon features Nathan Labenz in a wide-ranging conversation on compressed AI timelines, expert disagreement, and why he believes the singularity is near. They discuss interpretability, RL scaling, and the balance between extraordinary upside, like curing major diseases, and serious existential risks. Nathan explains his evolving p(doom), why he's slightly more optimistic about robustly good AI, and how defense-in-depth strategies might keep society on track. The episode also explores US-China rivalry, AI governance, and why human cooperation may matter more than technical control alone. Google: Keep up with AI research on the go with NotebookLM, Google's steerable research and thinking partner. Try it at https://notebooklm.google.com/. Sponsors: Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Claude: Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro's full capabilities at https://claude.ai/tcr CHAPTERS: (00:00) About the Episode (03:27) Special Sponsor (05:12) Opening and AGI framing (12:08) Scaling RL and paradigms (Part 1) (21:31) Sponsors: Tasklet | VCX (24:24) Scaling RL and paradigms (Part 2) (28:56) Verifiability and long horizons (41:13) LLMs and world models (Part 1) (41:19) Sponsor: Claude (43:32) LLMs and world models (Part 2) (54:17) Energy, hardware, and chips (01:00:42) Alignment risks and bottlenecks (01:10:18) AI values and agency (01:20:31) Defense in depth alignment (01:30:48) US-China AI cooperation (01:41:05) Episode Outro (01:45:42) Outro PRODUCED BY: https://aipodcast.ing SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

This could be the best real estate “buy” of 2026. While mortgage rates are climbing back up and everyone is waiting out the housing market—again—one man is going all in: James Dainard. If you've listened to On the Market for a while, you know James is never not buying—but what he's buying changes by the week, or even by the day. Last year, James got burned (a bit) on house flipping and new development, but reassessed his almost unbeatable investing framework and is now saying there's one particular asset class he's hungry to acquire—and it's on serious discount. So today, we're picking the brain of the man with 1,000+ rental units who's flipped thousands of homes and knows the market better than any economist, since he's on the ground buying and selling every single day. James shares the “best buy” of 2026, the one thing you must account for if you're flipping or doing any renovation project, the single best rental for small investors to start with (and how to find them on-market at discount), and the one high-return deal he'd do as a new real estate investor. This is what's working in real estate right now in 2026.  In This Episode We Cover The overlooked (and underpriced) properties James is heavily targeting in 2026  How to find on-market, discounted rentals perfect for small investors  The “buyer psychology” changes in the market that flippers must be aware of  One high-return real estate deal new investors should heavily consider in 2026  One cost to add to every renovation project to ensure you stay on budget  And So Much More! Links from the Show ⁠Join the Future of Real Estate Investing with Fundrise⁠ ⁠Join BiggerPockets for FREE⁠ ⁠Join us at the BiggerPockets Conference October 2-4 in Orlando. Buy tickets⁠ ⁠Sign Up for the On the Market Newsletter⁠ ⁠Find Investor-Friendly Lenders⁠ ⁠On the Market 410 - The First Domino? Investors Pull Billions as Real Estate Bank Runs Return⁠ ⁠Dave's BiggerPockets Profile⁠ BiggerPockets Real Estate 1100 - The Ultimate Underrated Rental Property (for Small Investors) w/Brian Burke  Check out more resources from this show on ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠BiggerPockets.com⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ and ⁠https://www.biggerpockets.com/blog/on-the-market-412 . Interested in learning more about today's sponsors or becoming a BiggerPockets partner yourself? Email ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠advertise@biggerpockets.com⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠. Learn more about your ad choices. Visit megaphone.fm/adchoices

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An end to the DHS funding shutdown is in sight after the Senate passed a deal overnight. Despite the progress, US airports may take longer to get back on track. The Fundrise Innovation Fund listed on the NYSE one week ago, and in that week, the stock surged over 1500% (before sliding back down) and was halted twice for volatility. Fundrise CEO and co-founder Ben Miller discusses his goal of democratizing access to private companies like OpenAI and Anthropic. Stanford Life Design Lab co-creator Dave Evans co-authored “How to Live a Meaningful Life,” articulating design lessons from life and his careers at Apple and EA. Evans shares those lessons with Joe Kernen and Becky Quick. Plus, CNBC's Robert Frank reports on an upcoming “tax the rich” rally in New York City.   Robert Frank - 10:04 Ben Miller - 17:44 Dave Evans - 28:31   In this episode: Robert Frank, @robtfrank Joe Kernen, @JoeSquawk Becky Quick, @BeckyQuick Cameron Costa, @CameronCostaNY Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

With Fundrise's successful listing of VCX on March 19, 2026, its venture capital product, I want to discuss what's potentially next for the fund and for investors. The listing has far surpassed my expectations, and the expectations of most investors. Anything can happen during the 6-month lock-up period, so it's important to keep expectations low and stay humble. Don't spend any paper profits until you actually have liquidity. Financial Samurai has been working with Fundrise as a corporate partner for over 10 years now. I'm proud of what Ben Miller and his team have accomplished in democratizing access to venture capital through public venture capital. Let's see what the future holds! Related posts: After A Big Investment Win Stay Humble: Clean A Toilet How ETFs, Open End Funds, and Closed End Funds Trade Recommended Net Worth Asset Allocation By Age and Work Experience Subscribe and Support Financial Samurai Every podcast episode takes hours to record, edit, and produce. Your shares and positive reviews mean a lot and are greatly appreciated. If you've benefited from my writing in any way, please pick up a copy of Millionaire Milestones and Buy This Not That, and leave a review on Amazon. These national bestselling books will help you make better financial decisions and reach financial independence sooner rather than later. For more nuanced personal finance content, join 60,000+ subscribers and sign up for my free newsletter. Financial Samurai started in 2009 and is one of the top independently run personal finance sites today. Fundrise is a long-time sponsor of Financial Samurai and Financial Samurai is an investor in Fundrise products. Our investment philosophies are aligned.  Best, Sam

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Raza Habib, Member of Technical Staff at Anthropic (creators of Claude and Claude Code) unpacks what “Artificial General Intelligence” even means, why the pace of AI progress still looks steep, and what that implies for jobs, companies, and public policy. Raza shares how his own “AGI probability” evolved from PhD-era skepticism to today's conviction that we're on a transformative trajectory. —For a deeper dive into these insights and more, be sure to listen to the full episode of the Onward podcast.Have questions or feedback about this episode? Drop us a note at Onward@Fundrise.com. Onward is hosted by Ben Miller, co-founder and CEO of Fundrise. Podcast production by The Podcast Consultant. Music by Seaplane Armada. About Fundrise With over 2 million users, Fundrise is America's largest direct-to-investor alternative asset investment platform. Since 2012, our mission has been to build a better financial system by empowering the individual. We make it easier and more efficient than ever for anyone to invest in institutional-quality private alternative assets — all at the touch of a button. Please see fundrise.com/oc for more information on all of the Fundrise-sponsored investment funds and products, including each fund's offering document(s). Want to see the specific assets that make up and power Fundrise portfolios? Check out our active and past projects at www.fundrise.com/assets.

Vijoy Pandey of Outshift by Cisco lays out his vision for an “Internet of Cognition,” where AI agents can share context, build reputation, and collaborate safely at scale. He offers a useful mental model for superintelligence: progress has to scale in two directions — up, through better individual models, and out, through networks of agents and humans thinking together. The conversation explores how distributed, protocol-driven agent systems could give enterprises fine-grained permissions, auditability, and controlled interfaces, in contrast to today's centralized frontier models. Vijoy also walks through Cisco's internal CAIPE system of 20 cooperating agents, the open-source AGNTCY project, and a live multi-agent healthcare demo spanning diagnostics, insurance, pharmacy, and scheduling. LINKS: AGNTCY Project Open source multi-agent infrastructure under Linux Foundation governance. Covers discovery, identity, communication, observability. Vijoy walks through the architecture at [00:34:57] and [00:41:17]. Scaling Out Superintelligence Whitepaper The technical whitepaper detailing the Internet of Cognition architecture, three-layer stack, and cognition state protocols. Referenced at [01:25:40]. Internet of Cognition Interactive Demo Clickable walkthrough showing per-agent activity, intent, context, and collective reasoning across a multi-agent SRE system. Vijoy demos at [01:26:20]. CAIPE Project (GitHub)  Cloud Native AI Platform Engineer. Multi-agent system with participation from Adobe, AWS, Cisco, Nike. 20 agents, 100+ tool calls, 10+ workflows. Referenced at [00:11:52]. Sponsors: Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Claude: Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro's full capabilities at https://claude.ai/tcr CHAPTERS: (00:00) About the Episode (04:16) Cisco and networking foundations (13:34) Jarvis and ASI vision (Part 1) (18:16) Sponsors: Tasklet | VCX (21:09) Jarvis and ASI vision (Part 2) (Part 1) (31:46) Sponsor: Claude (33:59) Jarvis and ASI vision (Part 2) (Part 2) (34:00) Practical multi-agent examples (50:02) Multi-agent plumbing architecture (01:01:44) Agent identity and TBAC (01:15:23) Internet of cognition fabric (01:21:48) Emergent agents and safety (01:36:52) Outro PRODUCED BY: https://aipodcast.ing SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

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In this week's episode of the Rich Habits Podcast, Robert Croak and Austin Hankwitz sit down with Ben Miller, the CEO of Fundrise, the discuss the public listing of their Innovation Fund under the ticker VCX. To learn more about VCX, visit getVCX.com. ---⚙️ Ready to implement the Rich Habits Money Map into your own finances? Be sure to check it out and sign up at GetSequence.io/richhabitspodcast! ---

Karan Vaidya, CTO of Composio, explains how their “smart tool” platform lets AI agents access over 50,000 tools across 1,000+ apps through a single interface. He details how Composio handles tool discovery, authentication, sandboxes, and logging, and how an AI-powered feedback loop continuously improves tools in real time. The conversation explores avoiding model lock-in through robust skills and instructions, translating capabilities across model providers, and why the best agent use cases look more like full jobs than isolated tasks. Google: Try Google's latest and greatest model, Gemini 3.1 Pro, in AI Studio (https://aistudio.google.com/) or the Gemini app. Sponsors: Tasklet: Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Claude: Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro's full capabilities at https://claude.ai/tcr CHAPTERS: (00:00) About the Episode (03:38) Special Sponsor (05:10) Composio overview and harness (10:20) Users, trust, security (19:45) Sandboxes and execution (Part 1) (19:53) Sponsors: Tasklet | VCX (22:46) Sandboxes and execution (Part 2) (28:07) Smart MCPs and skills (Part 1) (34:25) Sponsor: Claude (36:38) Smart MCPs and skills (Part 2) (44:10) Context, access, upgrades (54:05) Skills and model lock-in (01:03:51) Memory and agent tools (01:09:21) AI and SaaS disruption (01:20:20) Agents, costs, labor (01:31:18) Monetization and interfaces (01:36:13) Episode Outro (01:39:56) Outro PRODUCED BY: https://aipodcast.ing SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

Zvi Mowshowitz returns to survey the current AI landscape, from recursive self-improvement and the shift from the “beginning” to the “middle” of the AI story to what true AI end-game would look like. He and Nathan dig into AI-driven job loss, real-world productivity impacts, and the ethics of trying to escape a “permanent underclass.” They assess today's AI live players, why Anthropic may be slightly ahead, and whether Chinese, xAI, or Meta can catch up. The conversation closes with Anthropic's Responsible Scaling Policy, p(doom), AI safety options, and how they each use AI in their own work. Sponsors: Tasklet: Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com CHAPTERS: (00:00) About the Episode (02:25) Entering the middle game (09:08) AI layoffs and jobs (Part 1) (15:50) Sponsors: Tasklet | VCX (18:43) AI layoffs and jobs (Part 2) (18:44) AI growth and elites (27:00) Defining the AI endgame (36:09) Live players and laggards (45:38) China, compute, and distillation (56:03) Meta, Musk, and strategy (01:06:41) Google's faltering AI strategy (01:22:25) Anthropic's scaling policy shift (01:36:29) Anthropic and domestic surveillance (01:57:29) Courts, power, and Anthropic (02:18:50) Model fatigue and productivity (02:34:53) Alignment basins and doom (02:47:24) Slowing AI and activism (03:05:37) Forbidden techniques and choices (03:22:31) Episode Outro (03:26:31) Outro PRODUCED BY: https://aipodcast.ing SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

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This special AI Scouting Report episode from the Law & Artificial Intelligence Certificate Program surveys the current AI landscape for legal professionals. Nathan Labenz walks through the “Good, Bad, and Weird” of frontier models, from using AI to navigate his son's cancer treatment to emerging forms of deception and reward hacking. He highlights how new systems are pushing the boundaries of math, physics, and legal performance while raising serious safety and governance questions. Listeners will come away with a fast-paced, source-rich overview of where AI is today and the strange future it's steering us toward. LINKS: Google: Try Google's latest and greatest model, Gemini 3.1 Pro, in AI Studio or the Gemini app.Presentation Link Sponsors: Tasklet: Tasklet: Build your own Cognitive Revolution monitoring agent in one click.Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Claude: Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro's full capabilities at https://claude.ai/tcr CHAPTERS: (00:00) About the Episode (03:04) Gemini's long context window (05:23) Comprehensive AI overview (Part 1) (16:01) Sponsors: Tasklet | VCX (18:53) Comprehensive AI overview (Part 2) (Part 1) (34:39) Sponsor: Claude (36:51) Comprehensive AI overview (Part 2) (Part 2) (59:43) Reward and sentience (01:04:14) Regulating bad actors (01:09:30) Corporate AI strategies (01:14:59) Episode Outro PRODUCED BY: https://aipodcast.ing

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Jassi Pannu, Assistant Professor at Johns Hopkins, explains how rapidly advancing AI is transforming biological research and raising the risk of engineered pandemics. They map today's biosecurity landscape, from pathogen detection and DNA sequencing to vaccine development, and examine how frontier models can already troubleshoot lab work and bypass data safeguards. The conversation introduces a proposed Biosecurity Data Level framework to restrict only the most dangerous functional biological data while preserving open science. They close with a broader defense-in-depth strategy—Delay, Deter, Detect, Defend—including DNA synthesis screening, global pathogen surveillance, and practical tools like Far UV sterilization. LINKS: Jassi Pannu: https://x.com/JassiPannuMD Science article that prompted this conversation: https://www.science.org/doi/10.1126/science.aeb2689 Sponsors: VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Framer: Framer is an enterprise-grade website builder that lets business teams design, launch, and optimize their.com with AI-powered wireframing, real-time collaboration, and built-in analytics. Start building for free and get 30% off a Framer Pro annual plan at https://framer.com/cognitive Claude: Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro's full capabilities at https://claude.ai/tcr Tasklet: Tasklet is an AI agent that automates your work 24/7; just describe what you want in plain English and it gets the job done. Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai CHAPTERS: (00:00) About the Episode (05:59) From outbreak to vaccine (17:08) Threat actors and data (Part 1) (21:23) Sponsors: VCX | Framer (23:53) Threat actors and data (Part 2) (31:05) Gain-of-function research risks (Part 1) (37:39) Sponsors: Claude | Tasklet (41:03) Gain-of-function research risks (Part 2) (48:05) AI models in biology (01:00:51) Dangerous AI capabilities (01:07:59) Biosecurity data level framework (01:18:58) Policy, governance, and infrastructure (01:28:53) Defense in depth vision (01:40:43) Episode Outro (01:45:02) Outro PRODUCED BY: https://aipodcast.ing

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Jesse Genet shares how she built a team of AI agents to transform homeschooling, family life, and personal productivity without a software background. She explains how agents like an AI chief of staff, curriculum planner, and content creator help design personalized lessons, analyze kids' learning, manage educational toys, and even run TikTok. The conversation covers practical delegation workflows, guardrails and trust, and why she treats AIs like employees with onboarding and clear roles. Jesse also explores local models, privacy, and how AI in the home could reshape future work and family life. Use the Granola Recipe Nathan relies on to identify blind spots across conversations, AI research, and decisions: Sponsors: VCX: VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com Claude: Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro's full capabilities at https://claude.ai/tcr Serval: Serval uses AI-powered automations to cut IT help desk tickets by more than 50%, freeing your team from repetitive tasks like password resets and onboarding. Book your free pilot and guarantee 50% help desk automation by week 4 at https://serval.com/cognitive Tasklet: Tasklet is an AI agent that automates your work 24/7; just describe what you want in plain English and it gets the job done. Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai CHAPTERS: (00:00) About the Episode (04:57) Homeschooling context and AI (15:55) Building an AI team (Part 1) (19:51) Sponsors: VCX | Claude (23:18) Building an AI team (Part 2) (31:03) Onboarding agents like employees (Part 1) (38:12) Sponsors: Serval | Tasklet (40:31) Onboarding agents like employees (Part 2) (40:57) Context, models, and privacy (48:47) AI intimacy and rights (56:19) Coordinating agents in Slack (01:02:19) Designing an agent superapp (01:08:35) Agent trust and kids (01:17:57) Voice interfaces for families (01:29:51) Curated screens and automations (01:40:28) Sharing setups and software (01:48:43) Local sovereignty and kid devices (01:59:26) Work, disruption, and play (02:04:58) Episode Outro (02:07:45) Outro PRODUCED BY: https://aipodcast.ing

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For more than a decade, the mantra for boosting your career and income was simple: learn to code. Becoming a programmer or engineer was seen as the clearest path to job security and high pay. But with the rapid rise of AI, coding is no longer the protective moat it once was. As I revisited my own FIRE plans after leaving work in 2012, I realized the one financial buffer that has consistently stood the test of time: knowing how to invest well. Forget "learn to code." Learn to invest. Becoming a competent investor may be the most important skill you develop to survive - and thrive - in the coming AI wave. Posts mentioned: Becoming A Competent Investor Is A Vital Skill To Master Gain Financial Security By Creating Financial Buffers For Your Financial Buffers The FIRE Movement Is So Back Due To AI Disruption Free Financial Analysis Offer From Empower Stay on top of your net worth with Empower, the web's #1 free financial app. Track your cash flow, x-ray your investment portfolio for excessive fees and inappropriate risk exposure, and use their retirement calculator to plan for the future. If you have over $100,000 in investable assets—whether in savings, taxable brokerage accounts, 401(k)s, or IRAs—you can sign up for a free financial check-up from a professional at Empower. It's a no-obligation opportunity to have a seasoned advisor—someone who analyzes portfolios for a living—take a fresh look at your finances. A professional review can help you identify hidden fees, inefficient allocations, or missed opportunities to grow and protect your wealth. More importantly, it can give you the clarity and confidence to know whether your current savings and investment strategy aligns with your long-term financial goals. I've taken advantage of three free consultations with Empower over the past decade and each session has helped me build more wealth. There's no rewind button in life. Make the most of everything, especially things that are helpful and free. The statement is provided to you by Financial Samurai ("Promoter") who has entered into a written referral agreement with Empower Advisory Group, LLC ("EAG").  Diversify Your Retirement Investments Stocks and bonds are classic staples for retirement investing. However, I also suggest diversifying into real estate. It is an investment that combines the income stability of bonds with greater upside potential. Consider Fundrise, a platform that allows you to 100% passively invest in residential and industrial real estate. With over $3.5 billion in private real estate assets under management, Fundrise focuses on properties in the Sunbelt region, where valuations are lower, and yields tend to be higher. Residential commercial real estate is attract. Meanwhile, the Fed is set to cut rates further. I've personally invested over $500,000 with Fundrise, and they've been a trusted partner and long-time sponsor of Financial Samurai. With a $10 investment minimum, diversifying your portfolio has never been easier. Subscribe To Financial Samurai To increase your chances of achieving financial independence, join 60,000+ readers and subscribe to my free Financial Samurai newsletter here. Financial Samurai began in 2009 and is the leading independently-owned personal finance site today. 

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IPO Roadshow: VCX is the public ticker for private techThe number of public companies has been cut in half over the past 25 years. The best private companies are staying private longer than ever. As a result, ordinary investors have been locked out of the biggest wealth-creation opportunities of this generation. With AI threatening to drive wealth inequality to new levels, Ben calls this a fairness problem as much as a financial one.His answer: take the Fundrise Innovation Fund public under the ticker VCX, creating the first publicly traded venture capital fund and a new category Ben calls the PVC (Public Venture Capital fund). In this episode, Ben and co-host Cardiff Garcia (Economic Innovation Group, New Bazaar podcast) examine the history of financial innovations, what VCX is, and what it means for the everyday American investor who's been locked out of private markets.For a deeper dive into these insights and more, listen to the full episode of the Onward podcast. You can learn more about VCX at https://www.getvcx.com.Questions or feedback? Drop us a note at Onward@Fundrise.com.Onward is hosted by Ben Miller, co-founder and CEO of Fundrise, with co-host Cardiff Garcia.About FundriseWith over 2 million users, Fundrise is America's largest direct-to-investor alternative asset investment platform. Since 2012, our mission has been to build a better financial system by empowering the individual. We make it easier and more efficient than ever for anyone to invest in institutional-quality private alternative assets — all at the touch of a button.More Info & DisclaimersInvesting in the Innovation Fund (the “Fund”) is speculative and involves substantial risks. You should purchase shares of the Fund only if you can afford a complete loss of your investment.Past performance does not guarantee future results. Current and future holdings are subject to risk. Returns of one company are not indicative of an investment in the Fund. To obtain Fund performance, visit getvcx.com. The Fund's most recent schedule of investments is available at getvcx.com.Investors should consider the Fund's investment objectives, risks, charges, and expenses before investing. This information is included in the Fund Prospectus and can be accessed by calling (202) 804-0023. Read the prospectus carefully before investing.The Innovation Fund is publicly registered under the Investment Company Act of 1940 as a non-diversified, closed-end management investment company.The Fund's portfolio will be concentrated in securities issued by technology companies and other investments that provide economic exposure to technology companies and as such, it may be subject to more risks than if it were broadly diversified across additional sectors and industries of the economy. Certain technology companies may face special risks that their products or services may not prove to be commercially successful. Technology companies are also strongly affected by worldwide scientific or technological developments, and as a result, their products may rapidly become obsolete. The Fund's investments in companies involved in, or exposed to, artificial intelligence-related businesses may be negatively impacted because of, among other things, limited product lines, markets, financial resources and/or personnel; intense competition and potentially rapid product obsolescence these companies may face; loss or impairment of intellectual property rights; and the inability to successfully develop products or services even after spending significant amount of resources.The Fund's investment in private company securities, whether made directly or indirectly (e.g., through derivatives or private pooled investment vehicles) are generally illiquid. Because private company securities are thinly traded, such securities may display especially volatile or erratic price movements, sometimes in response to relatively small changes in investor supply or demand or other market conditions.Nothing in the advertising material should be construed as tax advice, an offer, recommendation, or solicitation to buy or sell any security. All investing includes risk, including the possible loss of money you invest, and past performance does not guarantee future performance. Carefully consider the investment objectives, risks, charges and expenses of the Fundrise Innovation Fund, LLC before investing.

Join the community built to help you master your money, stay accountable, and reach financial freedom.

Join the community built to help you master your money, stay accountable, and reach financial freedom. 

Join the community built to help you master your money, stay accountable, and reach financial freedom. 

Join the community built to help you master your money, stay accountable, and reach financial freedom. 

Join the community built to help you master your money, stay accountable, and reach financial freedom. 

Join the community built to help you master your money, stay accountable, and reach financial freedom.