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Articles by Rishi
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AI is Changing Everything—Are You Ready to Adapt or Get Left Behind?
AI is Changing Everything—Are You Ready to Adapt or Get Left Behind?
Let’s cut to the chase: AI is rewriting the rulebook. The pace of change is staggering—5X faster than last year, with…
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The AI Revolution: A Golden Opportunity for FoundersMay 23, 2024
The AI Revolution: A Golden Opportunity for Founders
Imagine a world where the most complex tasks in healthcare, legal, and real estate are simplified by the touch of a…
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How do you supercharge your professional life?Mar 14, 2023
How do you supercharge your professional life?
The choices you make every day will set the course of your life, so how do you know you are making the right choices?…
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How do you grow with limited fuel?Feb 1, 2023
How do you grow with limited fuel?
Today’s economic downturn could last 12 to 18 months, limiting access to new capital. So how do you emerge as a…
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8 Comments
Activity
10K followers
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Rishi Bhatia reposted thisJoin Rob Levine and Igor Selizhuke for a special webinar to uncover how more law firms are redefining law firm operations with AI at the center of their practice. Rob serves as VP of Personal Injury at FasterOutcomes and Founder of Records On Time. Igor is CTO of legal case management system SmartAdvocate LLC and veteran of the tech industry. Together, they're diving into the specific ways firms are leveraging multiple tech tools to deliver greater case value for their clients, while simplifying the work of their legal teams. Register now for this special webinar happening this Thursday, July 23rd at 10am ET. Link to register in comments.Rishi Bhatia reposted thisAI isn't the future of legal—it’s happening now. Join SmartAdvocate's CTO, Igor Selizhuk, and Rob Levine CEO of Records On Time as they explore how law firms are leveraging AI to streamline intake, simplify case management, reduce administrative work, and prepare for what's next. Register today and discover practical ways your firm can stay ahead: https://bit.ly/4aDnMMt #LegalTech #ArtificialIntelligence #LawFirmManagement #RecordsOnTime #SmartAdvocate
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Rishi Bhatia reposted thisRishi Bhatia reposted this“The FasterOutcomes platform has become my new law partner.” — Jamie L. Allen, Esq., Florida Injury Law Group A big thank you to Jamie Allen and the team at Florida Injury Law for their partnership and trust in FasterOutcomes. Firms are using FasterOutcomes to move cases faster, uncover key case details earlier, and create stronger workflows from intake through resolution. Helping legal teams focus less on busy work and more on outcomes is exactly why we built this. Curious what FasterOutcomes can do for your firm? Learn more: https://lnkd.in/g6w3qh8T #LegalAI #LegalTech #PlaintiffLaw #LawFirmGrowth #LegalInnovation #FasterOutcomes
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Rishi Bhatia shared thisThis is what happens when two people who genuinely care about the future of their profession sit down and have an honest conversation. Aidan R Welsh is one of the most forward-thinking leaders in family law today. Incoming President of the Connecticut AAML chapter, partner at Schoonmaker George, and someone who isn't just talking about innovation — she's living it. Every day. In one of the most complex, emotionally demanding areas of law. Tim Sawyer brought the right questions and the right energy. This conversation goes deep. How AI is actually changing discovery, custody analysis, and case prep. Real workflows. Real results. AI should enhance strong lawyering, never replace it. That's exactly the philosophy we built FasterOutcomes around. The best technology disappears into the work and makes the human better. If you practice family law, if you run a firm, if you're even curious about where this profession is headed : watch this episode. You'll walk away thinking differently about what's possible.Rishi Bhatia shared thisAidan R Welsh isn’t just a leader in the family law space — she’s helping shape the future of how modern family law firms operate, lead, and evolve in an increasingly complex legal landscape. As a Partner at Schoonmaker, George, Blomberg, Bryniczka & Welsh, PC and incoming President of the Connecticut chapter of the American Academy of Matrimonial Lawyers, Aidan has built a reputation around strategic advocacy, leadership, and embracing innovation to better serve clients. In this episode of Legal Keys, Aidan joins host Tim Sawyer to discuss how AI is beginning to reshape family law workflows — from discovery review and custody analysis to strategic case preparation and client communication. The conversation explores the realities of practicing family law in high-complexity matters, balancing technology with strong lawyering, and why firms adopting AI-driven systems today will be positioned to operate more efficiently and strategically moving forward. What we cover: ✔️ Aidan’s journey into family law and legal leadership ✔️ Complex financial and custody matters in modern family law ✔️ How AI is improving workflows and strategic analysis ✔️ Practical AI use cases for discovery, prep, and case management ✔️ AI, billable hours, and changing client expectations ✔️ Overcoming skepticism around AI adoption in law firms ✔️ Why AI should enhance — not replace — strong lawyering, and what the future of AI in family law could look like Listen now: Apple Podcasts: https://lnkd.in/gMzSuKvv Spotify: https://lnkd.in/gw4gc8nQ YouTube: https://lnkd.in/gY4JNBcV Tim Sawyer | FasterOutcomes Aidan R Welsh | Schoonmaker, George, Blomberg, Bryniczka & Welsh, PC #LegalKeys #FamilyLaw #AAML #FamilyLawAttorney #LegalInnovation #AIinLaw #LegalTechnology #LawFirmLeadership #WomenInLaw #FasterOutcomesThe Future of Family Law: AI, Strategy & Leadership with Aidan Welsh Esq.The Future of Family Law: AI, Strategy & Leadership with Aidan Welsh Esq.
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Rishi Bhatia reposted thisRishi Bhatia reposted thisAidan R Welsh isn’t just a leader in the family law space — she’s helping shape the future of how modern family law firms operate, lead, and evolve in an increasingly complex legal landscape. As a Partner at Schoonmaker, George, Blomberg, Bryniczka & Welsh, PC and incoming President of the Connecticut chapter of the American Academy of Matrimonial Lawyers, Aidan has built a reputation around strategic advocacy, leadership, and embracing innovation to better serve clients. In this episode of Legal Keys, Aidan joins host Tim Sawyer to discuss how AI is beginning to reshape family law workflows — from discovery review and custody analysis to strategic case preparation and client communication. The conversation explores the realities of practicing family law in high-complexity matters, balancing technology with strong lawyering, and why firms adopting AI-driven systems today will be positioned to operate more efficiently and strategically moving forward. What we cover: ✔️ Aidan’s journey into family law and legal leadership ✔️ Complex financial and custody matters in modern family law ✔️ How AI is improving workflows and strategic analysis ✔️ Practical AI use cases for discovery, prep, and case management ✔️ AI, billable hours, and changing client expectations ✔️ Overcoming skepticism around AI adoption in law firms ✔️ Why AI should enhance — not replace — strong lawyering, and what the future of AI in family law could look like Listen now: Apple Podcasts: https://lnkd.in/gMzSuKvv Spotify: https://lnkd.in/gw4gc8nQ YouTube: https://lnkd.in/gY4JNBcV Tim Sawyer | FasterOutcomes Aidan R Welsh | Schoonmaker, George, Blomberg, Bryniczka & Welsh, PC #LegalKeys #FamilyLaw #AAML #FamilyLawAttorney #LegalInnovation #AIinLaw #LegalTechnology #LawFirmLeadership #WomenInLaw #FasterOutcomesThe Future of Family Law: AI, Strategy & Leadership with Aidan Welsh Esq.The Future of Family Law: AI, Strategy & Leadership with Aidan Welsh Esq.
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Rishi Bhatia shared thisMy best friend at the gym is 93 years old. I showed up this morning after being away for a week. Joe looked at me and said: “Let’s go, Rishi. You gotta show up and keep fighting!” That hit me. Life rewards the people who keep showing up, not when it’s easy, but when they’re tired, tested, distracted, or behind. That’s the standard. We show up. We fight. We build. We win. Great way to start the morning.
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Rishi Bhatia reposted thisHealthcare Webinar | Complex Cases + AI with FasterOutcomes Join us live for an interactive webinar showcasing how Colette™ helps healthcare practices analyze complex patient cases, accelerate clinical decision-making, and generate AI-assisted treatment plan recommendations in real time. You’ll see how modern practices can: ✔️ Improve treatment planning consistency ✔️ Accelerate clinical workflows ✔️ Collaborate on challenging cases ✔️ Turn complex data into actionable insights 📅 Friday, May 22 ⏰ 1:00–2:00 PM EST Providers can also securely submit a real-world case for a chance to have it reviewed live during the webinar. Check it out below! 👇 😎 👍Rishi Bhatia reposted thisHealthcare Webinar | Complex Cases + AI with FasterOutcomes Join us live for an interactive webinar showcasing how Colette™ helps healthcare practices analyze complex patient cases, accelerate clinical decision-making, and generate AI-assisted treatment plan recommendations in real time. You’ll see how modern practices can: ✔️ Improve treatment planning consistency ✔️ Accelerate clinical workflows ✔️ Collaborate on challenging cases ✔️ Turn complex data into actionable insights 📅 Friday, May 22 ⏰ 1:00–2:00 PM EST Providers can also securely submit a real-world case for a chance to have it reviewed live during the webinar. Reserve your spot today: https://lnkd.in/gWUSdfWY Connect with Chad Sawyer | VP, Healthcare or Thomas Couture | National Sales Executive & Equity Partner, Healthcare #HealthcareAI #MedicalInnovation #ClinicalWorkflows #AIInHealthcare #HealthcareTechnology #FunctionalMedicine #PatientCare #FasterOutcomes
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Rishi Bhatia reposted thisRishi Bhatia reposted thisHealthcare Webinar | Complex Cases + AI with FasterOutcomes Join us live for an interactive webinar showcasing how Colette™ helps healthcare practices analyze complex patient cases, accelerate clinical decision-making, and generate AI-assisted treatment plan recommendations in real time. You’ll see how modern practices can: ✔️ Improve treatment planning consistency ✔️ Accelerate clinical workflows ✔️ Collaborate on challenging cases ✔️ Turn complex data into actionable insights 📅 Friday, May 22 ⏰ 1:00–2:00 PM EST Providers can also securely submit a real-world case for a chance to have it reviewed live during the webinar. Reserve your spot today: https://lnkd.in/gWUSdfWY Connect with Chad Sawyer | VP, Healthcare or Thomas Couture | National Sales Executive & Equity Partner, Healthcare #HealthcareAI #MedicalInnovation #ClinicalWorkflows #AIInHealthcare #HealthcareTechnology #FunctionalMedicine #PatientCare #FasterOutcomes
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Rishi Bhatia reposted thisYou’ve probably seen a lot about AI in legal by now. Here’s the simplest way to understand it: Your firm’s expertise shouldn’t stop at one client or the first case—it should scale. So what does Saxon™ actually do for your practice? → Turns your legal judgment into repeatable systems → Surfaces insights from case files, records & evidence → Identifies risks, gaps & missed opportunities → Strengthens strategy, consistency & case value This is where AI becomes a strategic advantage—not just an admin tool. Reach out today: https://lnkd.in/gaVehHWq —or— Connect with Tim Sawyer | EVP, Legal or Andrew Light | VP, Legal Sales #LegalTech #AIinLaw #LawFirmGrowth #Saxon #FasterOutcomes #PersonalInjury #MedicalMalpractice #FamilyLaw #DivorceLaw #CustodyLaw #EmploymentLaw #MassTorts #WorkersComp #CivilLitigation #InsuranceDefense #TrialLawyers #PlaintiffLaw #LegalMarketingRishi Bhatia reposted thisWhat if your best associate never slept? Saxon™ isn’t just a feature—it’s the intelligence engine behind how your firm analyzes cases, structures strategy, and drives performance. Turn AI into ROI with Saxon™: https://lnkd.in/gwGzfQzk Book a demo today: https://lnkd.in/gaVehHWq #LegalTech #AIinLaw #LawFirmGrowth #Saxon #FasterOutcomes
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Rishi Bhatia reposted thisRishi Bhatia reposted thisAttorney Rob Levine isn’t just one of the most recognized personal injury attorneys in the Northeast — he’s helping redefine how PI firms think about case value, operational infrastructure, and long-term growth. As the Founder of Rob Levine Law Group and VP of Personal Injury at FasterOutcomes, Rob has spent decades building systems that help firms operate more efficiently while driving stronger outcomes for clients. In this episode of Legal Keys, guest host J. A. Tittle, MBA sits down with Rob to discuss what it really takes to build and sustain a high-performing personal injury practice. From the realities of starting as a solo practitioner to scaling a firm through disciplined systems and operational excellence, the conversation explores how law firms can improve consistency, maximize case value, and prepare for the future of PI law. What we cover: ✔️ The difference between case volume and case value ✔️ Why the real value of a PI case is built in the medical records ✔️ Early mistakes, lessons learned, and growth inflection points ✔️ How systems and operational workflows create competitive advantage ✔️ Proper medical management and its impact on settlements ✔️ The evolving role of AI in the future of PI law Listen now: Apple Podcasts: https://lnkd.in/g4fMHyiN Spotify: https://lnkd.in/gz9wtSgE YouTube: https://lnkd.in/gPSWQnhY Tim Sawyer | FasterOutcomes J. A. Tittle, MBA | FasterOutcomes Rob Levine | Rob Levine Law, Records On Time, FasterOutcomes #LegalKeys #PersonalInjuryLaw #LawFirmGrowth #LegalTech #AI #FasterOutcomes #PersonalInjury #LegalAI #LawFirmManagement #RobLevineCase Value, Systems & Scaling a PI Firm with Rob Levine, Esq.Case Value, Systems & Scaling a PI Firm with Rob Levine, Esq.
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Rishi Bhatia liked thisRishi Bhatia liked thisWhen a 15-minute call saves your client $10K, and your hourly rate is $500, that savings costs the client $150. if you remember to put your time in. I had the pleasure of chatting with Tim Sawyer from FasterOutcomes about how law firms should be thinking about AI adoption. Tim and I had a great conversation that covered a lot of ground: AI skepticism The billable hour Starting small User adoption AL and the next generation AI as a thought partner Listen on your favorite podcast app!
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Rishi Bhatia liked thisAn amazing inaugural night for the New England Chapter of the AALNC. Big thanks to my fellow board members and all who came. And a huge shoutout to Kurt London for the great presentation!
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Rishi Bhatia liked thisAI is already transforming how law firms operate—and we're just getting started. Join Rob Levine, Founder & CEO of Rob Levine Law and VP of Personal Injury at FasterOutcomes, alongside Igor Selizhuk, CTO of SmartAdvocate LLC, on July 23 at 10:00 AM ET for a discussion on how AI is reshaping the business and practice of law. Together, they'll explore how firms are using AI today to: • Streamline intake and case management • Accelerate medical record retrieval and review • Improve document workflows and automation • Enhance client communication and engagement • Build more efficient, scalable operations They'll also discuss emerging trends, lessons learned from real-world implementation, and what law firms should be doing now to stay competitive in the years ahead. 🔗 Register here: https://lnkd.in/gztu-k5a #LegalAI #LegalTechnology #PersonalInjuryLaw #AIForLawyers #LawFirmGrowth #LawFirmManagement #LegalInnovation #SmartAdvocate #FasterOutcomes #CaseManagement #RobLevineLawRishi Bhatia liked thisWelcome! You are invited to join a webinar: AI and Law Firm Processing Today and in the Future. After registering, you will receive a confirmation email about joining the webinar.Welcome! You are invited to join a webinar: AI and Law Firm Processing Today and in the Future. After registering, you will receive a confirmation email about joining the webinar.
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Rishi Bhatia liked thisJoin Rob Levine and Igor Selizhuke for a special webinar to uncover how more law firms are redefining law firm operations with AI at the center of their practice. Rob serves as VP of Personal Injury at FasterOutcomes and Founder of Records On Time. Igor is CTO of legal case management system SmartAdvocate LLC and veteran of the tech industry. Together, they're diving into the specific ways firms are leveraging multiple tech tools to deliver greater case value for their clients, while simplifying the work of their legal teams. Register now for this special webinar happening this Thursday, July 23rd at 10am ET. Link to register in comments.Rishi Bhatia liked thisAI isn't the future of legal—it’s happening now. Join SmartAdvocate's CTO, Igor Selizhuk, and Rob Levine CEO of Records On Time as they explore how law firms are leveraging AI to streamline intake, simplify case management, reduce administrative work, and prepare for what's next. Register today and discover practical ways your firm can stay ahead: https://bit.ly/4aDnMMt #LegalTech #ArtificialIntelligence #LawFirmManagement #RecordsOnTime #SmartAdvocate
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Rishi Bhatia liked thisRishi Bhatia liked thisTomorrow I'm joining Tim Sawyer for a webinar all about how family law firms are using AI to ensure they NEVER miss a critical detail in a client's case. Why? Because so much of the conversation around AI adoption in law firms focuses on personal injury firms... But that is only a slice of the firms that represent everyday people in their legal matters. So, we're going to be showing how legal-focused AI tools like FasterOutcomes are helping family law firms dig deeper into client files to surface the small details that can make a huge difference in a client's outcome of a case. If you know someone who would benefit from being in the room for this event, share this post with them. (Link to register in the comments)
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Rishi Bhatia liked thisRishi Bhatia liked thisDebbie Foster isn't just one of the legal industry's most respected technology consultants—she's spent more than 25 years helping law firms navigate change, strengthen leadership, and adopt technology that drives real business results. As CEO of Affinity Consulting Group, Debbie has become a trusted advisor to law firms looking to improve operations, embrace innovation, and prepare for the future of legal practice. In this episode of Legal Keys, Debbie joins Tim Sawyer to discuss one of the biggest opportunities (and biggest challenges) facing law firms today: AI adoption. The conversation explores why many AI initiatives fail, how firms can create practical AI strategies instead of simply implementing new tools, and what it takes to build attorney buy-in. Debbie also shares her perspective on change management, information governance, the future of the billable hour, and how AI is already reshaping family law and the legal profession. What we cover: ✔️ Why successful AI adoption starts with leadership, not technology ✔️ The difference between an AI policy and a true AI strategy ✔️ Practical ways to overcome resistance and drive firm-wide adoption ✔️ How AI is changing the future of legal services and the billable hour ✔️ What law firms should be prioritizing over the next 12 months Listen now: Apple Podcasts: https://lnkd.in/eBjK3nvk Spotify: https://lnkd.in/eerr3JVp YouTube: https://lnkd.in/ef3VrM4F Tim Sawyer | Faster Outcomes Debbie Foster | Affinity Consulting Group #LegalKeys #LegalAI #AIinLaw #LegalTechnology #LawFirmLeadership #LawFirmManagement #LegalInnovation #FamilyLaw #ArtificialIntelligence #AffinityConsultingGroup #FasterOutcomesHow Law Firms Should Actually Adopt AI with Debbie Foster, CEO of Affinity Consulting GroupHow Law Firms Should Actually Adopt AI with Debbie Foster, CEO of Affinity Consulting Group
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Rishi Bhatia liked thisGreat discussion with Cbiz greats, Ken Pia, Bill Scally, and John Verry about AI in legal practice. I’m excited to watch and see how AI transforms our practice. Thanks for having me guys!Rishi Bhatia liked thisAidan R Welsh is a panelist for this important CLE webinar that explores real-world AI applications for legal professionals, along with the governance, cybersecurity, and regulatory considerations that should be part of every firm's AI strategy. Learn what responsible AI adoption looks like in practice. Sign up today: https://lnkd.in/g5YB-B-GThe Responsible Use of AI in Legal Practice: Minimizing Risk, Maximizing Value | CBIZThe Responsible Use of AI in Legal Practice: Minimizing Risk, Maximizing Value | CBIZ
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Rishi Bhatia liked thisRishi Bhatia liked thisHarris Tilevitz and I had a blast today presenting our summer fellowship project. Thanks to Cornell Law School and Legal Information Institute for having us!
Experience & Education
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FasterOutcomes
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Patents
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System and method for data manipulation
Issued US 8,768,877
A method for transforming data includes creating an array and initializing a value in each array element of the array. The method also includes storing data in the array from data components in a source file by, for each data component in the source file, detecting a beginning of the data component and determining whether an array element corresponding to the detected data component is included in the array. If an array element corresponding to a particular data component is included in the…
A method for transforming data includes creating an array and initializing a value in each array element of the array. The method also includes storing data in the array from data components in a source file by, for each data component in the source file, detecting a beginning of the data component and determining whether an array element corresponding to the detected data component is included in the array. If an array element corresponding to a particular data component is included in the array, a value of the corresponding array element is set based on data in the detected data component. If an array element corresponding to that data component is not included in the array, the detected data component is discarded. Additionally, the method includes writing at least a portion of the data stored in the array to a target file.
Other inventorsSee patent -
Managing checked out files in a source control repository
US 7,702,661
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System and method for backing up open files of a source control management repository
US 7,634,758
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System and method for filtering network messages
US 7,912,905
Honors & Awards
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Massachusetts Innovation and Technology Award
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Recognized for superior product performance, providing customers with ROI that far exceeded expectations.
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Joanne Chen
Foundation Capital • 23K followers
To make enterprise agents work reliably, what do you need? semantic contracts, explicit rules? Both, but it’s only half the picture. The other half is the layer that runs enterprises but rarely shows up cleanly or coherently in systems of record: decision traces. These are the exceptions, overrides, precedents, and cross-system context that live in Slack threads, deal-desk conversations, escalation calls, and, most often, in people’s heads. You can’t reliably reconstruct them from your CRM or ERP. Rules tell an agent what should happen in general (“use official ARR for reporting”), but they fall apart on edge cases (“a VP approves a discount on a Zoom call”) where the action is logged but the reasoning is lost. When that happens, agents don’t know what they’re allowed to do next, or why. Systems-of-agents startups have a structural advantage because, when they sit in the execution path, they can see what inputs were gathered, what policy was evaluated, what exception route was invoked, who approved, and what state was written. If you persist and link those traces, you get what my partners Jaya and Ashu call a “context graph”: a living, queryable record of decision traces that links decision events to the why behind them. Our bet is that context graphs will power a new generation of startups and become the core asset behind the next trillion-dollar platforms, especially in workflows where “the AI decided” is not an acceptable answer.
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Derek Wang
Taalk • 4K followers
"Before physical robots transform industries, digital human labor (AI) will come first." - Elon Musk said it last week at Dwarkesh Podcast: He's right. And most investors are missing the timing advantage. Here's the timeline: Human Labor (Today): High cost, coordination complexity, compliance risk compounds with scale. Digital AI Labor (2024-2030): Software-based transformation. Deploy in months, not years. Scale to 600k+ interactions/hour with zero added headcount. Physical Robotics (2030+): Hardware-dependent. Requires manufacturing scale, regulatory frameworks, and capex that most enterprises can't afford yet. Second Order Ventures operates in the Digital AI Labor phase—the critical bridge between human-dependent operations and physical automation. We're not investing in AI tools. We're building AI labor infrastructure. The difference? AI Tools: Chatbots, dashboards, RPA point solutions. Customer integrates and operates. AI Labor Infrastructure: Cohorts of digital AI agents that systematically augment organizational functions. We build, deploy, and operate. Real example: We deployed a 9,000-agent digital AI labor cohort for a $10B+ life insurance company. The result? $90M+ in annual labor cost redeployed to strategic functions. 100% compliance. Zero regulatory incidents. This isn't a fad. It's a longitudinal transformation that requires patient capital and infrastructure control. The window is now. Before physical robotics commoditize labor transformation. Read the full Digital Labor timeline below What's your timeline for deploying digital AI labor in your organization? #DigitalLabor #AIInfrastructure #SecondOrderVentures #VentureCapital #FutureOfWork
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Jesper Hart-Hansen
T|Y|R.vc • 6K followers
https://tyr.vc updated with latest investment in Occam Industries. T|Y|R.vc syndicated in €3m PreSeed round with Presto Ventures, HTGF | High-Tech Gründerfonds, Freedom Fund VC, and Antler. We are proud to back founder Gui Wainwright and team, the developer of OccamX, a retrofit computer vision-enabled autopilot designed specifically for FPV drones. "We specialize in integrating advanced software into existing, mass-manufactured platforms, unlocking expanded capabilities without the need to alter airframes, supply chains, or OEM ownership". To prove it, OccamX has been blue-stamped/deemed fit for integration by the Ukrainian DefenceTech cluster BRAVE1.
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Anjli Jain
ElevenX Capital • 35K followers
**Bolna's Impressive Fundraising Highlights Self-Serve Success in India** Bolna's recent $6.3 million funding round led by General Catalyst underscores a significant trend in the Indian tech ecosystem. With 75% of its revenue generated from self-serve customers, Bolna is leveraging the growing demand for voice orchestration solutions. At ElevenX Capital, we see this as a strong indicator of how businesses are increasingly prioritizing scalable, user-driven tools. How can venture capitalists better assess the potential of self-serve revenue models in the future? #investing #innovation #venturecapital #entrepreneurship
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Mohit Mittal
ONE STOP CONSULTANTS L.L.P. • 3K followers
𝗧𝗵𝗶𝗻𝗸𝗶𝗻𝗴 𝗼𝗳 𝗹𝗮𝘂𝗻𝗰𝗵𝗶𝗻𝗴 𝗮𝗻 𝗔𝗜𝗙? 𝗜𝘁’𝘀 𝗻𝗼𝘁 𝗮 𝗰𝗼𝗽𝘆-𝗽𝗮𝘀𝘁𝗲 𝗲𝘅𝗲𝗿𝗰𝗶𝘀𝗲. I sat down with Lion Amirr Virani on The Koffee Conversation Show to discuss the practical realities of launching an AIF—specifically for fund managers who are navigating the transition from a strategy to a structured entity. You can watch the full breakdown here: https://lnkd.in/gcjkBDJJ After structuring 50+ funds, I’ve seen that the first time fund managers often start with a belief that "structuring an AIF" is a clerical exercise but end up realizing it is an architectural challenge. We tackled the questions that actually matter to a Fund manager long-term success: 𝟭. 𝗧𝗵𝗲 "𝗪𝗵𝘆" 𝗯𝗲𝗳𝗼𝗿𝗲 𝘁𝗵𝗲 "𝗛𝗼𝘄": Why do you actually need an AIF? We discussed why this flexible structure isn't for everyone and how to avoid over-complicating your vehicle before you’ve even made your first call for capital. 𝟮. 𝗧𝗵𝗲 𝗚𝗶𝗳𝘁 𝗖𝗶𝘁𝘆 𝘃𝘀. 𝗗𝗼𝗺𝗲𝘀𝘁𝗶𝗰 𝗗𝗶𝗹𝗲𝗺𝗺𝗮: We broke down the rule of thumb for choosing a jurisdiction. Is your capital global or local? Your answer changes your entire structural foundation. 𝟯. 𝗔𝗜𝗙𝘀 𝗳𝗼𝗿 𝗙𝗮𝗺𝗶𝗹𝘆 𝗢𝗳𝗳𝗶𝗰𝗲𝘀: How sophisticated family-managed businesses are using AIFs to "ring-fence" their wealth , use QIB status and create professional investment verticals that operate like institutional platforms. It was a great session, moving past the theory and into the practical realities of what it takes to run a fund today. 𝗙𝗼𝗿 𝘁𝗵𝗲 𝗳𝘂𝗻𝗱 𝗺𝗮𝗻𝗮𝗴𝗲𝗿𝘀 𝗶𝗻 𝗺𝘆 𝗻𝗲𝘁𝘄𝗼𝗿𝗸: What is the one structural hurdle you wish someone had told you about before you launched your first scheme? Let’s share some insights below. #AIF #FundManagers #GiftCity #VentureCapital #PrivateEquity #AssetManagement #FamilyOffice
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Irakli Kashibadze
University of California… • 8K followers
Sustained ~252–291 GiB/s of HBM memory throughput on H100s under decode load — essentially hitting the hardware roofline. This matters because HBM throughput, not FLOPs, is the real bottleneck in LLM inference. By keeping memory nearly fully saturated, I’ve unlocked far higher efficiency and throughput than standard engines. The result: 0.9–1.36M tokens/sec with ~0.1 ms first-token latency #AI #LLM #GPURouter #H100 #Inference #CostEfficiency #Innovation #DeepLearning #AIInfrastructure #HighPerformanceComputing NVIDIA AMD OpenAI Google Shilpa Kolhatkar Keith Strier a16z speedrun
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