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632nm

632nm

NewReinforcement Learning and Quantum Decoding | Vlad Sivak Google Quantum AINovember 3, 2026 · 1 h 42 min
Episodes
62
Released
every two weeks
Latest episode
Nov 3, 2026

About the podcast

Technical interviews with the greatest scientists in the world.

Episodes 62

  1. Reinforcement Learning and Quantum Decoding | Vlad Sivak Google Quantum AI

    1 h 42 minEpisode 65

    How can reinforcement learning help quantum computers learn from their own errors?In this episode, Vlad Sivak, researcher at Google Quantum AI, joins us to discuss how reinforcement learning can improve quantum …

    Show notes

    How can reinforcement learning help quantum computers learn from their own errors?

    In this episode, Vlad Sivak, researcher at Google Quantum AI, joins us to discuss how reinforcement learning can improve quantum computing, from error correction and decoding to the calibration of quantum hardware. Sivak explains how reinforcement learning allows an AI agent to interact with a quantum system, learn from its errors, and discover how to improve its performance without being explicitly told which actions to take.

    We explore how quantum error correction works, why decoding error syndromes is such a challenging problem, and how machine learning can help quantum computers adapt to changing error patterns. Sivak describes his team's work using reinforcement learning to dynamically adjust the weights of a quantum error-correction decoder, allowing it to make better-informed decisions as the properties of the hardware change over time. We also discuss why conventional optimization methods can struggle with quantum systems that are high-dimensional, stochastic, and constantly drifting.

    Sivak explains how reinforcement learning can improve quantum hardware calibration by compensating for unknown effects that traditional, model-based approaches may miss. Rather than stopping a quantum computer to run dedicated calibration experiments, the long-term vision is to use the stream of error signals generated during computation to continuously update the system's control parameters. This could eventually allow quantum computers to adapt to hardware drift while continuing to operate.

    Beyond quantum computing, we discuss the broader potential of reinforcement learning as a paradigm for autonomous discovery. From AlphaGo's unexpected strategies to recent advances in mathematical reasoning and programming, Sivak explores how systems can learn by experimenting, evaluating outcomes, and discovering solutions for themselves. We examine the challenges of scaling reinforcement learning, the relationship between classical AI and quantum computing, and the possibility of building quantum machines that can learn to maintain and improve their own performance.

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    Follow our hosts!
    Mikhail Shalaginov: https://www.linkedin.com/in/mikhail-shalaginov/
    Yudong Cao: https://www.linkedin.com/in/yudong-cao-25b6a929/

    Subscribe:
    Apple Podcasts: https://podcasts.apple.com/us/podcast/632nm/id1751170269
    Spotify: https://open.spotify.com/show/4aVH9vT5qp5UUUvQ6Uf6OR
    Website: https://www.632nm.com

    Timestamps:
    00:00 - Intro
    00:58 - Protecting Quantum Information
    09:28 - Reinforcement Learning for QEC
    13:47 - Qubit Calibration
    19:10 - Where Do Noise and Error Come From?
    21:13 - Scalability of RL Methods
    25:28 - Google's AlphaQubit
    31:54 - RL vs Human Calibration
    33:26 - Settling on RL vs Other ML Approaches
    39:57 - Discovery in the Age of AI
    44:59 - Collaboration Between Google Deepmind and Quantum AI
    46:17 - Combining Quantum and AI
    48:35 - Will Human Input Become Obsolete?
    55:00 - Controlling Bosonic Codes
    1:05:17 - Break Even Point
    1:121:51 - Can Syndrome Extraction Be Fault Tolerant?
    1:15:41 - Building Gates
    1:20:22 - Surface Codes
    1:27:38 - Scaling Superconducting Qubits
    1:30:22 - How Quantum Decoders Work
    1:35:47 - Model Sizes For Larger Quantum Computers
    1:37:48 - What Problems Could Be Solved With Unlimited Resources?

  2. Where Does Intelligence Live? | Michael Levin on Evolution, AI, and Platonic Space

    1 h 28 minEpisode 64

    What is intelligence, and where does it come from?Watch Part 1 here: https://youtu.be/t6EFV2gSSmg?si=VIztbK2CM5Nwj7QAIn this episode, Michael Levin, professor of biology at Tufts University, returns to discuss …

  3. AI, Cancer Vaccines, and the Future of Personalized Medicine | Sid Sijbrandij on GitLab + Biotech

    1 h 41 minEpisode 63

    Can AI help design personalized cancer vaccines?Visit Future of Cancer Care Today: https://sijbrandijfoundation.org/fcctIn this episode, we speak with Sid Sijbrandij, founder of GitLab who went "Founder Mode" …

  4. Building Quantum Computers at Semiconductor Scale | John Martinis on Qolab + Superconducting Qubits

    2 h 5 minEpisode 62

    What does it actually take to build a quantum computer that can scale to millions of qubits?Learn more about Qolab here: https://qolab.ai/In this episode, we speak with John Martinis, recipient of the 2025 …

  5. Diffraction Limit, Microscopy, and Cell Biology | Eric Betzig on Super-Resolution Microscopy

    2 h 41 minEpisode 61

    What does a cell actually look like when you can see its molecules in action?In this episode, we speak with Nobel Prize-winning scientist Eric Betzig, whose pioneering work in super-resolution microscopy …

  6. The Hybrid Architecture Behind Quantum Computing | Yonatan Cohen Quantum Machines CTO

    1 h 52 minEpisode 60

    Why is controlling a quantum hardware becoming one of the biggest challenges in scaling quantum computers?In this episode, we speak with Yonatan Cohen, co-founder and CTO of Quantum Machines, a company …

  7. How DNA Sequencing Was Discovered By Accident | Walter Gilbert on Biogen, Industry, and Art

    2 h 9 minEpisode 59

    How did we go from knowing almost nothing about genes to sequencing the entire human genome?In this episode, we speak with Nobel Prize-winning molecular biologist Walter Gilbert, whose discoveries helped lay …

  8. How Bacteria Evolved Rotary Motors | Michael Manson

    3 h 26 minEpisode 58

    How do bacteria power one of the most sophisticated molecular machines in nature?In this episode, we speak with Dr. Michael Manson, one of the pioneers of bacterial motility research, whose nearly 50-year …

  9. The Atomic Physics Behind Neutral Atom Computers | Mark Saffman

    1 h 23 minEpisode 57

    Why are so many companies betting on neutral atoms to build the first useful quantum computers?In this episode, we speak with Mark Saffman, professor at the University of Wisconsin–Madison and one of the …

  10. Silicon Photonics and the Future of AI Scaling | John Bowers

    1 h 39 minEpisode 56

    Why are some of the world's largest technology companies betting on silicon photonics?In this episode, we speak with John Bowers, professor at UC Santa Barbara and one of the pioneers of silicon photonics …

  11. Bioelectricity, Morphogenesis, and Two-Headed Worms | Michael Levin

    1 h 27 minEpisode 55

    How can a flatworm regenerate a complete head after being cut in half?In this episode, we speak with Michael Levin, developmental biologist and director of the Allen Discovery Center at Tufts University, about …

  12. Quantum Architecture, QAOA, and Cancer Biomarkers | Fred Chong

    1 h 60 minEpisode 54

    Are quantum computers changing the way we discover cancer treatments?In this episode, Misha and Yudong spoke with Fred Chong, Seymour Goodman Professor at the University of Chicago, about the future of quantum …

  13. How Quantum Sensors Can Measure Single Electrons | Amir Yacoby

    2 h 1 minEpisode 53

    How do you measure something as small as a single electron or map quantum behavior at the nanoscale?In this episode, Misha spoke with Amir Yacoby, professor at Harvard University, about the cutting edge of …

  14. The Physics of Un-Hackable Face Recognition | Rob Devlin on Metalenz

    1 h 14 minEpisode 52

    How do you turn a flat piece of nanostructured material into a secure biometric sensor?In this episode, we speak with Rob Devlin, co-founder and CEO of Metalenz, about how metasurfaces are transforming optics …

  15. The Real Economics of Data Centers in Space | Starcloud CEO Philip Johnston

    1 h 38 minEpisode 51

    Are data centers in space physically possible, or just another overhyped idea?In this episode, we speak with Philip Johnston, CEO of Starcloud, about the technical and economic case for putting AI …

  16. How To Make Quantum Algorithms Cheaper | Craig Gidney on Magic-State Factories, Resource Estimates

    2 h 4 minEpisode 50

    How do you actually make quantum algorithms work on real hardware?Build your own quantum circuits in Crumble: https://algassert.com/crumbleIn this episode, we speak with Craig Gidney of Google Quantum AI, whose …

  17. How Neurons Translate Electricity into Chemistry | Tom Südhof

    1 h 30 minEpisode 49

    How do neurons convert electrical signals into chemical messages in under a millisecond?In this episode, we speak with Thomas Südhof, Stanford neuroscientist and Nobel laureate whose discoveries revealed the …

  18. How Engineers Solve “Impossible” Problems | Dan Gelbart

    2 h 4 minEpisode 48

    How do engineers solve problems that seem to violate the laws of physics?In this episode, we speak with Dan Gelbart, a prolific inventor and precision engineer, about what it really means to work at the limits …

  19. How Visual Experience Rewires the Brain | Mark Bear on Neuroplasticity

    1 h 56 minEpisode 47

    How does experience rewire the brain—and why is vision the ideal system for understanding neuroplasticity?In this episode, we speak with Mark Bear, MIT neuroscientist and a pioneer in the study of …

  20. Snell's Law, Metasurfaces, and Metalenses | Federico Capasso

    2 h 13 minEpisode 46

    How can flat surfaces shape light as powerfully as bulky lenses?In this episode, we speak with Federico Capasso, Harvard physicist and pioneer of metasurfaces, metalenses, and nanophotonics. Capasso traces the …

  21. Graphene, Nanotubes, and Quantum Hall Physics | Philip Kim

    2 h 47 minEpisode 45

    How do electrons behave when they’re confined to a single layer, and why do entirely new laws of physics emerge when dimensions shrink?Papers discussed in this episode:Experimental observation of the quantum …

  22. Quantum Matter, Super-conductors, and Black Holes | Subir Sachdev on the SYK Model

    2 h 35 minEpisode 44

    What makes high-temperature superconductors and “strange metals” some of the most perplexing systems in modern physics?In this episode, we speak with Dr. Subir Sachdev: Harvard physicist and one of the leading …

  23. How to Build Fault-Tolerant Quantum Computers | Austin Fowler on Surface Codes + TQEC

    1 h 50 minEpisode 43

    Would we get a quantum computer sooner if everything was open source?In this episode, we speak with Austin Fowler, one of the architects of quantum error correction and a pioneer of the surface code used in …

  24. Why Syncing Atomic Clocks is Virtually Impossible | Judah Levine on UTC

    2 h 4 minEpisode 42

    Why is syncing atomic clocks still one of the hardest problems in physics and engineering?In this episode, we speak with Judah Levine—legendary NIST physicist and one of the key architects of modern …

  25. Can We Predict History Like the Weather? | Peter Turchin on Cliodynamics

    1 h 18 minEpisode 41

    Why do civilizations rise, prosper, and then collapse? Here's what the math tells us.In this episode, we sit down with Peter Turchin, complexity scientist and founder of the field of cliodynamics, which uses …

  26. Why Do Quantum Computers Make So Many Mistakes? | Mikhail Lukin on Quantum Error Correction

    1 h 1 minEpisode 40

    You can’t copy a qubit. So how do quantum computers remember anything?In this episode, we sit down with Mikhail Lukin, Harvard physicist and co-director of the Harvard Quantum Initiative, whose lab is building …

  27. We Interviewed the Winners of the Ig Nobel Prize | Ig Nobel 2025

    1 h 6 minEpisode 39

    The scientific stories behind this year's research that made people LAUGH, then THINK.Watch the 2025 Ig Nobel Ceremony here: https://youtu.be/z1cP4xKd_L4In this episode, we bring together three of this year’s …

  28. What Science can Learn from Startups | Adam Marblestone on Focused Research Organizations

    1 h 41 minEpisode 38

    Science has stalled. And Adam Marblestone thinks he knows why.Check out the Research Gap Map here: https://www.gap-map.org/?sort=rankIn this episode, we sit down with Adam Marblestone, neuroscientist …

  29. What Optical Atomic Clocks Tell Us About Space-Time | Jun Ye

    1 h 53 minEpisode 34

    Times have changed. And cesium clocks can't keep up.In this episode, we sit down with Jun Ye, Joint Institute for Laboratory Astrophysics (JILA) Fellow and pioneer of optical lattice clocks, whose work has …

  30. Laser Cooling and Quantum Timekeeping | Bill Phillips

    2 h 24 minEpisode 33

    How did cooling atoms with lasers revolutionize our understanding of time?In this episode, we speak with Bill Phillips, Nobel Laureate in Physics, about his groundbreaking work on laser cooling and trapping of …

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