JE

Jacob Effron

Unsupervised Learning
79podcast episodes1shows2024 – 2026years

Podcast appearances

79 episodes · newest first
Show titles in
202612 episodes
Unsupervised LearningOct 2026Post-Training Wins Inference: Why Owning the Weights Beats Betting on One LabModels & trainingPost-trainingReinforcement LearningHostENUnsupervised LearningSep 2026They cheated in two hours, then spent four days hiding from a scorer that was never lookingSecurity & safetyAI securitySafety & governanceHostENUnsupervised LearningJul 2026The Man Who Helped Stand Up Colossus in 120 Days Is Betting on an AI That Lives in Your HouseAgentsAI startups & small teamsCompany BuildingHostENUnsupervised LearningJul 2026Carriers Spend $200 Billion a Year. The Money Went Up the StackEnterprise & strategyAI StrategyEnterprise AIHostENUnsupervised LearningJul 2026A Trillion Dollars of GPUs Will Be Worth $100 Billion in Five Years, Says LSTM's Jürgen SchmidhuberModels & trainingAGIAI researchHostENUnsupervised LearningJun 2026Bills Doubled Overnight. Next, the APIs Might Vanish.Enterprise & strategyAI StrategyOpen-source ecosystemsHostENUnsupervised LearningJun 2026A Trillion Tokens Later, the Concept Finally Lands: Łukasz Kaiser on What Transformers Still MissModels & trainingAI researchCoding agentsHostENUnsupervised LearningJun 2026Reid Hoffman Pledged a Billion to Free DeepMind. Hassabis Never Played the CardEnterprise & strategyAI StrategySafety & governanceHostENUnsupervised LearningMay 2026The GPT moment for video hasn’t arrived, but AGI may already be hereModels & trainingWorld modelsReinforcement LearningHostENUnsupervised LearningMay 2026Yann LeCun Left Meta Because LLMs Will Not Get You to IntelligenceModels & trainingWorld modelsAI researchHostENUnsupervised LearningApr 2026Two Dates from OpenAI's Chief Scientist: Intern by September, Automated Researcher by 2028Models & trainingContinual learningReinforcement LearningHostENUnsupervised LearningJan 2026A Model That Solves New Math Problems Every Week Still Isn't AGIModels & trainingReinforcement LearningAGI TimelinesHostEN
202523 episodes
Unsupervised LearningDec 2025The Real Bottleneck in AI Research Is Compute, Not IdeasEnterprise & strategyAI StrategyScaling LawsHostENUnsupervised LearningDec 2025A Two-Second Vote Is Training Models to Be ClickbaitEvals & observabilityRL environments & simulatorsData quality & curationHostENUnsupervised LearningDec 2025The hot-swap era for models is over, OpenAI's enterprise product chief saysEnterprise & strategyEnterprise AIProduct StrategyHostENUnsupervised LearningDec 2025China's AI Labs Went From 15 to Six. The Compute Gap Is 15-to-1.Enterprise & strategyGeopoliticsAI StrategyHostENUnsupervised LearningDec 2025After SWE-bench Hits 80.9%, Dianne Na Penn Reckons with Opus 4.5AgentsAI Product ManagementEvalsHostENUnsupervised LearningOct 2025Karpathy Called Today's Models Slop. His Decade Timeline Still Sounds BullishEnterprise & strategyAI StrategyCompany BuildingHostENUnsupervised LearningSep 2025$100 Million Researchers and a $200 Billion xAI: An AI Roundtable Does the MathEnterprise & strategyAI StrategyAI startups & small teamsHostENUnsupervised LearningSep 2025A Name Invented at 2:30 a.m. Put Gemini on Top of the App StoreMultimodal & mediaMultimodal AIGenerative mediaHostENUnsupervised LearningSep 2025Inference Costs Fell 100x. Tri Dao Says There's Another 10x — and NVIDIA's 90% Won't HoldInfrastructure & deploymentInferenceAI cost & performanceHostENUnsupervised LearningAug 2025They Aimed for 1%. The Lab Hit 20%. Chai Discovery Moved Antibody Design Onto the Computer.Models & trainingAI for scienceComputational BiologyHostENUnsupervised LearningJun 2025A Free Voting Board Burned $2 Million. Then It Raised $100 Million.Evals & observabilityEvalsBenchmarksHostENUnsupervised LearningJun 2025Mercor's CEO: Knowledge Work's Next Job Is Writing EvalsEvals & observabilityEvalsData quality & curationHostENUnsupervised LearningMay 2025The New Ruler for Models Is How Long They Can WorkCoding agentsAgent engineeringEvalsHostENUnsupervised LearningMay 2025An Eval Lasts Three Months — and a Frozen Frontier Would Still Feed Startups for a DecadeModels & trainingEvalsPost-trainingHostENUnsupervised LearningApr 2025Sal Khan's $15 Tutor Hit 1.4 Million Users. Making Kids Actually Use It Is the ProductProduct & UXAI in EducationProduct StrategyHostENUnsupervised LearningApr 2025The Transformer Co-Author Who Says Scaling Hit a WallEnterprise & strategyEnterprise AIAI StrategyHostENUnsupervised LearningApr 2025The $177 Billion GPU Bet Only Works If AI Becomes a $1.5 Trillion MarketEnterprise & strategyAI StrategyCompany BuildingHostENUnsupervised LearningMar 2025Open-source models are 5% of enterprise use — and GPT wrappers wonEnterprise & strategyProduct-Market FitAI StrategyHostENUnsupervised LearningMar 2025A Million Tokens per Dollar: Why Noam Shazeer Thinks Inference Compute Is Still UntappedModels & trainingReasoning & test-time computeScaling LawsHostENUnsupervised LearningMar 2025Mike Schroepfer: AI’s Bottleneck Is Electricity, and One Tanker of Fusion Fuel Could Power the U.S. for a YearInfrastructure & deploymentAI StrategyOpen-weight modelsHostENUnsupervised LearningFeb 2025The Cheaper Intelligence Gets, the More of It We'll BuyAgentsAgent engineeringReinforcement LearningHostENUnsupervised LearningJan 2025A Million Tokens Cannot Write a Good JokeEvals & observabilityEvalsBenchmarksHostENUnsupervised LearningJan 2025A 50,000-GPU cap and a 1,700-chip loopholeInfrastructure & deploymentAI RegulationGeopoliticsHostEN
20249 episodes
Unsupervised LearningDec 2024o1 Is a New Generation — and the Day AGI Arrives Will Feel BoringModels & trainingReasoning & test-time computeAgent engineeringHostENUnsupervised LearningDec 2024There will not be one model. Fireworks is betting on hundreds of small expertsInfrastructure & deploymentInferenceModel routing & gatewaysHostENUnsupervised LearningDec 2024Noam Brown: There's No Hard Wall—Just Eight Orders of Magnitude of HeadroomModels & trainingReasoning & test-time computeAGIHostENUnsupervised LearningNov 2024He bet company equity that Transformer would last — then drew an AI map for 12,000 companiesEnterprise & strategyTransformers & attentionPretraining & midtrainingHostENUnsupervised LearningOct 2024DeepL Beat Google at Translation by Refusing to Be a General ModelEnterprise & strategyData quality & curationEvalsHostENUnsupervised LearningOct 2024o1 Is Slow and Hard to Use. Percy Liang Still Calls It a Turning PointModels & trainingReasoning & test-time computeAI researchHostENUnsupervised LearningJun 2024Scott Belsky: Models Are Commoditizing. Controls, Data, and Taste Are the MoatProduct & UXProduct StrategyAI interface designHostENUnsupervised LearningMar 2024A Broken Belt Buckle Turned Gucci's Call Center Into a Sales FloorEnterprise & strategyEnterprise AIAI StrategyHostENUnsupervised LearningJan 2024OpenAI's First DevRel Writes 90% of His Code with ChatGPT — and Says Web Agents Still Need YearsEnterprise & strategyAI StrategyPrompting & in-context learningHostEN
Date unknown35 episodes
Unsupervised LearningSuno’s CEO Says the Future of Music Is a Conversation, Not a PromptMultimodal & mediaGenerative mediaMultimodal AIHostENUnsupervised LearningPinecone's Vector Database Bet: Scaling Through the ChatGPT TsunamiInfrastructure & deploymentVector searchRetrieval-augmented generationHostENUnsupervised LearningPeter Deng on Why AI Pricing, Evals and Voice Are Still MisunderstoodEnterprise & strategyProduct StrategyPricing StrategyHostENUnsupervised LearningPerplexity's Bet: Search Becomes Answers, and Answers Become a BusinessRAG & knowledgeRetrieval-augmented generationSearch & retrievalHostENUnsupervised LearningCoding Agents Are Breaking Containment: The 2026 AI Stack, the Coding Wars, and the Next FrontierCoding agentsAgent engineeringContext engineeringHostENUnsupervised LearningAgents Everywhere: OpenAI's Blueprint for Tool Use, Evals, and Computer-Use InfrastructureAgentsAgent engineeringComputer useHostENUnsupervised LearningThe Long Tail, the World Model, and the 1995 Problem: Inside Waymo's Scaling Phase and Robotics' Missing MomentAutonomous DrivingRoboticsMultimodal AIHostENUnsupervised LearningSnowflake's AI Stack: Small Models, the Text-to-SQL Iceberg, and Why Governance Comes FirstEnterprise & strategyInfrastructure & deploymentEnterprise AIHostENUnsupervised LearningCameras Optional: HeyGen's Joshua Xu on Avatars, Orchestration and Building Ahead of the ModelsMultimodal & mediaGenerative mediaVoice AIHostENUnsupervised LearningLegora's CEO on Building Legal AI That Survives the Next Model ReleaseEnterprise & strategyEnterprise AIProduct StrategyHostENUnsupervised LearningThe Search Engine Under AI Apps: Why Bigger Context Windows Aren't EnoughInfrastructure & deploymentVector searchRetrieval-augmented generationHostENUnsupervised LearningOpenAI’s Platform Bet: Where AI Value Accrues, Why Open Source Trails, and When Superintelligence ArrivesEnterprise & strategyAGI TimelinesAI StrategyHostENUnsupervised LearningFrom RAG to Reasoning: Why the Future of AI Is a System, Not a ModelModels & trainingReasoning & test-time computePost-trainingHostENUnsupervised LearningServal's Jake Stout on Outbuilding ServiceNow: Mirror the System of Record, Bet on Code, and Ship Before the Incumbent Can Book a MeetingEnterprise & strategyCompany BuildingEnterprise AIHostENUnsupervised LearningGiving AI a Nervous System: Voice, Touch, and the Post-Keyboard InterfaceMultimodal & mediaVoice AIMultimodal AIHostENUnsupervised LearningOscar Health's AI Playbook: Translate the Bureaucracy First, Then Reinvent CareEnterprise & strategyAI in healthcareEnterprise AIHostEN
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