『#52 - Beyond the Algorithm: Measuring AI Confidence in Biomanufacturing』のカバーアート

#52 - Beyond the Algorithm: Measuring AI Confidence in Biomanufacturing

#52 - Beyond the Algorithm: Measuring AI Confidence in Biomanufacturing

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🎙️ Masaki Yamada — Head of Product at Invert, helping biomanufacturing teams quantify trust in AI.👩‍🔬 Hosts: Sura Hadi & Mike Ouren🎧 Episode Title:“Beyond the Algorithm: Measuring AI Confidence in Biomanufacturing”Hallucinations, trust, and the space between - that’s where the future of science is being written.From NASA’s microbial fuel cells to AI-native bioprocessing, Masaki Yamada joins us to unpack how Invert is helping scientists measure something once thought unquantifiable: confidence in AI.This episode dives deep into the evolving relationship between humans and algorithms in the biomanufacturing world — exploring trust, reproducibility, and what it means to build a digital scientist that actually knows when it’s wrong.🎯 What You’ll LearnWhy “hallucinations” in AI aren’t always bad — and when they definitely are.How Invert uses evals to measure model reliability in real-world biotech settings.The difference between objective vs. subjective AI benchmarking.How digital transformation is really going inside major biopharma labs.What the “AI-native scientist” of the future looks like.💡 Picks of the Week📚 Masaki Yamada – The Stormlight Archive by Brandon Sanderson🧰 Mike Ouren – The MagSafe Grip & “The Ticket” Seatbelt Gadget🧠 Sura Hadi – KDP self-publishing exploration for indie creators👇 What’s the right balance between creativity and control when it comes to AI in science? Drop your thoughts in the comments — we’ll feature the best takes next episode.🎬 Chapters00:00 – Cold Open00:15 – Welcome to the AI Thought Leaders Series01:00 – The Hallucination Debate: Creativity vs. Accuracy03:16 – What “Trust” Means in Biomanufacturing07:16 – Defining Confidence in AI Outputs10:06 – Human Benchmarking & Evals11:34 – NASA Origins: From Space Fuel Cells to Biotech15:04 – Inside Invert: Structuring Data for Transparency19:44 – From Paper to Platform: Digital Transformation Realities24:21 – Are Labs Really Digitized?25:46 – Adoption, Resistance & Culture Change27:55 – Security, IP & Data Trust28:28 – Designing the Future: People-in-the-Loop Automation33:05 – Digital Cognition: The Next Phase of AI Integration37:51 – The AI-Native Scientist40:01 – Picks of the Week46:56 – Wrap-Up🔔 Subscribe to Helical BrewWe explore the intersection of AI, automation, and the future of science.Subscribe & never miss an episode → / @helicalbrew 📩 Want to promote or be a guest? Email us: helicalbrew@gmail.com📍 TikTok, Shorts & more: @helicalbrew📌 SHORTS (Quick Clips from the Episode)▶️ • “Hallucinations, On Purpose?” #helicalbrew... ▶️ • Measure Trust, Not Hype #helicalbrew #vira... #HelicalBrew #AIThoughtLeaders #LabAutomation #BiotechInnovation #SciencePodcast #AIinScience #AIinBiotech #Biomanufacturing #MachineLearning #DigitalTransformation #Invert #DataIntegrity #Reproducibility #AutomationInBiotech #FutureOfScience #PodcastShorts #ScienceAndTech
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