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Inside AsembleAI: DeepTech, AI & Science
30 episodes
Ep 55: Ai4 Podcast - Turning 35 Years of Paper Archives into AI Training Data | Dilo Wijesuriya, ARC
Ep 55 · Aug 17, 2026 · 9 min
Recorded live from the Ai4 conference floor in Las Vegas, Sam sits down with Dilo Wijesuriya, President & COO of ARC Document Solutions, to talk about the unglamorous but essential layer of enterprise AI: getting decades of paper archives into a format models can actually learn from. What's Covered: The Technology — ARC holds patents for OCR on wide-format documents (architectural drawings, engineering blueprints) that standard scanning tools can't accurately process, backed by a 200-person engi…
EP 54: Ai4 Podcast - Enterprise AI's "Pilot Purgatory" — and the Deepfake Threat | Kathryn Harrison, Concentrix
Aug 17, 2026 · 31 min
This episode was recorded live from the Ai4 conference podcast pavilion, where host Mac Goswami sat down with Kathryn Harrison, Global VP of Strategy in AI Commercialization at Concentrix — and an exited founder who built and sold the B2B SaaS platform MakePay, founded Deep Trust Alliance, and previously helped lead IBM Blockchain — about what it actually takes to turn AI into measurable value across a global enterprise. What's Covered: Humans Plus AI, at Global Scale — Concentrix runs customer…
EP 53: Ai4 Podcast - Revolutionizing Healthcare: AI in Drug Discovery | Alex Zhavoronkov, Insilico Medicine
Ep 53 · Aug 17, 2026 · 41 min
This episode was recorded live from the Ai4 conference podcast pavilion, Sam sat down with Alex Zhavoronkov, Founder & CEO of Insilico Medicine, about what it actually takes to turn AI-generated molecules into approved drugs. What's Covered: From Laughed-Out-of-the-Room to 33 Candidates — Alex pitched generative AI for drug design in 2015 and got dismissed. Today: 33 developmental candidates in six years, zero failed toxicity studies, and deals with Eli Lilly, Takeda, Servier, and SK Bio at a pa…
EP 52: Shadow AI: Why $10.3M is Costing Your Organization More Than You Know
Ep 52 · Jul 14, 2026 · 48 min
Shadow AI is costing organizations $10.3 million a year—more than malicious insider threats combined. Employees are using AI tools nobody approved, on data nobody's tracking, and most leadership teams have no idea it's happening at this scale. Banning AI doesn't work. You can't solve this with another policy PDF nobody reads. You need real behavioral change. In this episode, hosts Sam Dey and Mac Goswami sit down with Kate Marshall-founder of TheGrai and author of AI at Work—to expose why most e…
EP 51: AI-Native Software Development: Building Production Systems with Multi-Agent AI
Ep 51 · Jun 21, 2026 · 40 min
"AI native software development" gets thrown around everywhere right now—and almost nobody can define it clearly. Not a chatbot bolted on. Not Copilot autocomplete. We mean production-grade systems where AI agents write, orchestrate, and ship the work end-to-end. In this episode, hosts Sam Dave and Mac Goswami sit down with Mohamed Faker, Engineering Leader, Financial Services AI at Vanguard Group and co-founder/CTO of Hirin, a fractional leadership hiring platform built almost entirely by orche…
EP 50: AI & Cybersecurity: Building Agentic AI for Real-World Threat Detection
Ep 50 · Jun 10, 2026 · 48 min
97% false positives. Millions of alerts daily. Security tools that can't keep up. The threat landscape has outpaced traditional security operations—and Agentic AI is the answer. In this episode, hosts Mac Goswami and Sam Dey sit down with Ramya Ganesh, Top 50 Women Cybersecurity Leads in the US and AI leader at Cisco, to break down how autonomous AI agents are transforming cybersecurity from detection to response. Key Insights: Multi-Agent Systems Beat Single Models — Like a hospital with specia…
EP 49: How to Spot the Next Healthcare AI Fraud Before It Happens
Ep 49 · May 25, 2026 · 58 min
What does it take to call out billion-dollar healthcare AI companies when the system is rigged against whistleblowers? In this episode of Inside Assemble AI, hosts Sam Day and Mac welcome Sergei Polevikov, PhD-trained data scientist, AI entrepreneur, author of the widely-read Substack newsletter AI Health Uncut, and co-host of Digital Health Inside Out. Sergei has spent years investigating irregularities in healthcare AI, from inflated product claims and misleading adoption reports to the struct…
EP 48: AI Transforms Soccer: Premier League Analytics Revolution
Ep 48 · Apr 30, 2026 · 16 min
68.5 billion euros in EPL betting annually. 1.4 million data points per match. Soccer sits at the absolute center of the AI revolution, and it's transforming the world's most popular sport from officiating to tactical analysis. In Episode 2 of our "AI in Sports Analytics" series, hosts Sam Dave and Mac Goswami explore how AI fundamentally changed soccer from 2020-2025. Revolutionary Technology: Semi-Automated Offside Detection (EPL 2024-25): Calibrated cameras + AI algorithms measure playe…
EP 47: AI Revolutionizes Basketball: NBA Analytics 2020-2025
Ep 47 · Apr 29, 2026 · 18 min
1.4 million data points per game. NBA teams now track every player movement, defensive rotation, and shot attempt with AI-powered analytics—and it's transforming professional basketball in real-time. In this first episode of our "AI in Sports Analytics" series, hosts Sam Dey and Mac Goswami explore how the NBA and WNBA embraced AI more aggressively than any other league. Game-Changing Technology: SportVU Tracking System captures 29 data points per player, tracking all 22 players 10x/second…
EP 46: New Collar Jobs: Emerging Roles That Only Exist Because of AI
Ep 46 · Apr 28, 2026 · 21 min
143% growth for AI Engineers. 136% for Prompt Engineers. 135% for AI Content Creators. These aren't niches—they're fundamental new careers that couldn't exist before AI. In this final "Who Survives the AI Shift" episode, Sam Dey and Mac Goswami reveal 16 brand-new job titles from 2025: Knowledge Architect, Orchestration Engineer, Conversation Designer, Human-AI Collaboration Leader. Top Emerging Roles: Prompt Engineer ($123K avg, top $200K+) - Building systematic AI outputs at scale. 40% f…
EP 45: Reskill or Perish? How to Future-Proof Your Career Against AI | Inside AsembleAI
Ep 45 · Apr 22, 2026 · 21 min
50% of employees need reskilling by 2026-RIGHT NOW. Are you ready, or already falling behind? In this critical episode of "Who Survives the AI Shift," hosts Sam Dave and Mac Goswami expose the brutal reality: only 49% of employees feel equipped for their roles (down from 59% in 2024). Gen Z confidence crashed 20 points to 39%. The gap between awareness and action is where careers die. Key Takeaways: The Training Disconnect: 37% of employers claim they offer reskilling programs Only 28% of…
EP 44: How AI Is Transforming Filmmaking - From Fear to Creative Amplification
Ep 44 · Apr 12, 2026 · 48 min
Can AI amplify filmmaking creativity without killing the craft? Season 4 guest Sam Joos—20-year filmmaker, founder of AI Ad Studio and AI Film Society - shows how generative AI is transforming commercial production from $500K budgets to bedroom studios. Key Insights: The Breakthrough Moment: "Once I started prompting AI like I'd talk to a crew member on set, the cheat code unlocked." Sam went from AI skeptic to teaching 50+ filmmakers how to adapt. The Economics Shift: Traditional commerci…
EP 43: On the Chopping Block - Roles Most Vulnerable to AI Automation Right Now
Ep 43 · Apr 4, 2026 · 18 min
Which jobs are AI eliminating right now—not in five years, but today? In this hard-hitting episode of Inside AsembleAI, hosts Sam Dave and Mac Goswami examine the roles facing immediate AI displacement, backed by 2025 data showing actual job losses happening across industries. This is the episode nobody wants to hear but everyone needs to understand. What You'll Discover: Customer Service: The First Major Casualty 80% automation potential by 2025 (up from 60% recently) 2.8 million US custo…
EP 42: Safe Zones - Jobs AI Will Augment, Not Replace (And Why)
Ep 42 · Apr 4, 2026 · 17 min
Not all jobs are at risk from AI automation. In this episode of Inside AsembleAI, hosts Sam Dey and Mac Goswami reveal the safe zones—careers where AI enhances human work rather than eliminating it-and explain the crucial "why" behind these patterns so you can evaluate your own role's resilience. What You'll Learn: Healthcare: The Clearest Example of AI Augmentation 34 million new healthcare roles emerging by 2030 globally Nurse practitioners projected to grow 52% from 2023-2033 AI healthc…
EP 41: The AI Job Apocalypse - Myth vs Reality | What the Data Actually Shows
Ep 41 · Apr 4, 2026 · 15 min
Is AI really coming for your job? Or is the "AI apocalypse" just another tech scare story? In this episode of Inside AsembleAI, hosts Sam Dave and Mac Goswami cut through the fear-mongering headlines to examine what's actually happening in the AI job market right now - backed by hard data from the World Economic Forum, SHRM, Goldman Sachs, and Microsoft research. What You'll Discover: The Real Numbers Behind AI Displacement: 85 million jobs displaced by 2025—but 97 million NEW roles create…
EP 40: AI Analytics: From Hindsight to Foresight
Ep 40 · Feb 25, 2026 · 18 min
AI analytics represents a fundamental shift from analyzing what happened to predicting what will happen. Traditional marketing analytics was retrospective-dashboards showing last month's performance, reports explaining why campaigns succeeded or failed. AI analytics is prospective-predictive models forecasting customer behavior, propensity scores indicating conversion likelihood, churn risk signals identifying at-risk customers before they leave. The shift in marketing team composition is signif…
EP 39: AI Chatbots: 95% of Interactions by 2025
Ep 39 · Feb 25, 2026 · 16 min
Servian Global Solutions projects that 95% of customer interactions will be AI-powered by 2025. We're in 2026 now-that's not a future prediction anymore, it's the present reality. The chatbot market is growing by $11.45 billion through 2026, fueled by major advances in natural language processing and machine learning making chatbots intuitive, context-aware, and capable of handling genuinely complex conversations. Modern AI chatbots differ dramatically from frustrating automated systems of years…
EP 38: AI-Powered Advertising: Programmatic’s Next Evolution
Ep 38 · Feb 25, 2026 · 14 min
Traditional ad buying involved manual targeting, static audiences, and fixed bids. AI advertising uses machine learning to optimize targeting, bidding, and creative selection in real time across millions of data points. Performance Max and Meta Advantage+ campaigns represent this evolution - algorithms handling what used to require entire teams of media buyers. Smart bidding algorithms adjust bids based on conversion likelihood, time of day, device type, user behavior history, competitor activit…
EP 37: AI Content Creation: 3x Output, Half the Cost
Ep 37 · Feb 25, 2026 · 20 min
The numbers are staggering: 96% of companies now use generative AI for content production. Companies report 3-5x more content output, 30-50% cost savings, and 50% reductions in creation time. This isn't incremental improvement—it's transformational change in how marketing teams operate. AI content creation in 2025 encompasses far more than ChatGPT writing blog posts. We're talking about integrated workflows governing ideation, creation, distribution, and analytics. Tools like Jasper, Copy.ai, an…
EP 36: AI Personalization: From Segments to Individuals
Ep 36 · Feb 25, 2026 · 14 min
AI personalization has evolved dramatically from basic segmentation to true individual-level customization. McKinsey's 2025 research shows businesses using advanced personalization techniques are seeing 10-15% revenue increases, with 89% of decision makers saying AI-driven personalization will be critical in the next three years. This isn't optional anymore-it's competitive survival. Consumer expectations have shifted dramatically. 72% of consumers say they only engage with marketing messages ta…
EP 35: AI Algorithmic Trading: The New Market Makers
Ep 35 · Feb 22, 2026 · 17 min
Welcome to the final episode of the AI in Finance series, exploring algorithmic trading and AI market makers—genuinely the wild west of AI in finance. Here's context most people don't realize: 60-70% of equity market volume already comes from algorithmic trading, with high-frequency trading alone accounting for roughly 50%. When you think about the stock market, you're thinking about a system that's already majority AI and algorithms, not human traders. Sam and Mac explore what fundamentally dif…
EP 34: AI in Credit and Lending: Democratizing Access or Amplifying Bias?
Ep 34 · Feb 22, 2026 · 17 min
AI in credit decisions is genuinely controversial because it could either democratize lending and expand access to underserved populations or take historical discrimination and amplify it at scale. The reality is both are happening simultaneously in different institutions—it all depends on how intentionally the AI is designed and monitored for fairness. Sam and Mac examine how AI is disrupting traditional credit scoring. FICO scores have dominated for decades using limited data: payment history,…
EP 33: AI in Compliance: Turning Regulation into Competitive Advantage
Ep 33 · Feb 22, 2026 · 17 min
Compliance has traditionally been viewed as a pure cost center—regulatory overhead that doesn't generate revenue. But AI is fundamentally changing this equation by turning compliance from a defensive obligation into an actual strategic advantage. New LSTM networks are achieving 94.2% accuracy in compliance monitoring while simultaneously cutting false positives dramatically. Sam and Mac explore why AI in compliance might be the biggest impact area that nobody is talking about. The false positive…
EP 32: AI Fraud Detection - Fighting Fire with Fire
Ep 32 · Feb 22, 2026 · 19 min
Over 50% of fraud now involves AI. FIDZY surveyed 562 fraud professionals globally and found AI-powered fraud has become the norm, not the exception. We're talking about deepfakes, synthetic identities, and AI-powered phishing so sophisticated it's basically indistinguishable from legitimate communications. The counter punch? 90% of banks are now using AI to fight back—fighting fire with fire. Sam and Mac paint the threat landscape: deepfake calls that sound exactly like your bank's fraud depart…
EP 31: AI in Stock Prediction: The Stanford Study that outperformed 93% of Fund Managers
Ep 31 · Feb 22, 2026 · 18 min
Stanford just dropped a bombshell study: an AI analyst made 30 years of stock picks and outperformed 93% of human mutual fund managers by an average of 600 basis points—that's 6% annually. This is absolutely massive in the investment world, kicking off Inside AssembleAI's AI in Finance series with the technology that's shaking Wall Street. Here's what's fascinating: the AI mostly used simple variables, not the sophisticated ones everyone expected. Firm size and dollar trading volume were dominan…
EP 30: Healthcare Data Security in The AI Era
Ep 30 · Feb 22, 2026 · 21 min
In 2024, a single cyber attack exposed the medical records of 190 million Americans. As healthcare organizations rush to adopt AI—with 38% now using it regularly—a new crisis is emerging: how do we harness AI's transformative power while protecting the most sensitive data we possess? This episode tackles the critical intersection of AI innovation and healthcare data security, where the stakes couldn't be higher. Sam and Mac reveal alarming statistics that healthcare executives can't afford to ig…
EP 29: AlphaFold, AlphaGenome, And the Scientific Revolution
Ep 29 · Feb 21, 2026 · 17 min
In 2024, the Nobel Prize in Chemistry was awarded for an AI breakthrough - an unprecedented recognition that signals a fundamental shift in scientific discovery. This episode explores how Google DeepMind's AlphaFold and AlphaGenome are revolutionizing protein biology and genomics, solving problems previously deemed unreachable. For 50 years, determining protein structures required months of painstaking laboratory work using X-ray crystallography or cryo-electron microscopy. AlphaFold shattered t…
EP 28: AI-Powered Patient Care Through Synthetic Data
Ep 28 · Feb 20, 2026 · 18 min
By 2024, synthetic data will comprise 60% of all healthcare AI training data. This episode explores how this shift is solving the industry's massive data problem while protecting patient privacy. Healthcare faces a critical paradox: AI needs vast patient data for accurate diagnoses and personalized treatments, but HIPAA and GDPR restrict access to real records. Synthetic data offers a breakthrough—artificially generated datasets that mimic real patient populations statistically without containin…
EP 27: AI Revolutionizing Drug Discovery (2023 - 2025)
Ep 27 · Feb 19, 2026 · 14 min
The pharmaceutical industry is experiencing its most significant transformation in decades. AI is slashing drug development timelines from 10-15 years to 18-24 months and reducing costs from $2.6 billion to tens of millions—making previously impossible treatments financially feasible. Sam and Mac explore how AI is fundamentally changing drug discovery. Traditional methods required screening millions of compounds through physical laboratory testing, costing billions with a 90%+ failure rate. AI t…
EP 26: The Hybrid Creator - Where Humans and AI Collaborate Best
Ep 26 · Feb 18, 2026 · 12 min
Beyond the lawsuits and disruption stories lies a quieter revolution: creators who are genuinely collaborating with AI, not just using it as a replacement tool. This episode explores the most fascinating development in creative AI—the emergence of hybrid creation where human vision meets AI execution to produce work neither could achieve alone. Sam and Mac spotlight artists like Sougwen Chung, who since 2015 has been collaborating with a robotic arm that uses AI to mimic her drawing style, creat…
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