Closing the Loop Between AI Training and Inference with Lin Qiao - #742

Closing the Loop Between AI Training and Inference with Lin Qiao - #742

In this episode, we're joined by Lin Qiao, CEO and co-founder of Fireworks AI. Drawing on key lessons from her time building PyTorch, Lin shares her perspective on the modern generative AI development lifecycle. She explains why aligning training and inference systems is essential for creating a seamless, fast-moving production pipeline, preventing the friction that often stalls deployment. We explore the strategic shift from treating models as commodities to viewing them as core product assets. Lin details how post-training methods, like reinforcement fine-tuning (RFT), allow teams to leverage their own proprietary data to continuously improve these assets. Lin also breaks down the complex challenge of what she calls "3D optimization"—balancing cost, latency, and quality—and emphasizes the role of clear evaluation criteria to guide this process, moving beyond unreliable methods like "vibe checking." Finally, we discuss the path toward the future of AI development: designing a closed-loop system for automated model improvement, a vision made more attainable by the exciting convergence of open and closed-source model capabilities. The complete show notes for this episode can be found at https://twimlai.com/go/742.

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Deep Robotic Learning with Sergey Levine - TWiML Talk #37

Deep Robotic Learning with Sergey Levine - TWiML Talk #37

This week we continue our Industrial AI series with Sergey Levine, an Assistant Professor at UC Berkeley whose research focus is Deep Robotic Learning. Sergey is part of the same research team as a co...

24 Juli 201746min

Smart Buildings & IoT with Yodit Stanton - TWiML Talk #36

Smart Buildings & IoT with Yodit Stanton - TWiML Talk #36

After a brief hiatus, the Industrial AI Series is making its triumphant return! Our guest this week is Yodit Stanton, a self-described Data Nerd, and the Founder & CEO of Opensensors.io. OpenSensors.i...

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Intel Nervana Update + Productizing AI Research with Naveen Rao And Hanlin Tang - TWiML Talk #31

Intel Nervana Update + Productizing AI Research with Naveen Rao And Hanlin Tang - TWiML Talk #31

I talked about Intel’s acquisition of Nervana Systems on the podcast when it happened almost a year ago, so I was super excited to have an opportunity to sit down with Nervana co-founder Naveen Rao, w...

5 Juli 201738min

Expressive AI - Generated Music With Google's Performance RNN - Doug Eck - TWiML Talk #32

Expressive AI - Generated Music With Google's Performance RNN - Doug Eck - TWiML Talk #32

My guest for this second show in our O’Reilly AI series is Doug Eck of Google Brain. Doug did a keynote at the O’Reilly conference on Magenta, Google’s project for melding machine learning and the art...

5 Juli 201746min

The Power Of Probabilistic Programming with Ben Vigoda - TWiML Talk #33

The Power Of Probabilistic Programming with Ben Vigoda - TWiML Talk #33

My guest for this third episode in the O'Reilly AI series is Ben Vigoda. Ben is the founder and CEO of Gamalon, a DARPA-funded startup working on Bayesian Program Synthesis. We dive into what exactly ...

5 Juli 201742min

Video Object Detection At Scale with Reza Zadeh - TWiML Talk #34

Video Object Detection At Scale with Reza Zadeh - TWiML Talk #34

My guest for the fourth show in the O'Reilly AI Series is Reza Zadeh. Reza is an adjunct professor of computational mathematics at Stanford University and founder and CEO of the startup Matroid. Reza ...

5 Juli 201752min

Enhancing Customer Experiences With Emotional AI with Rana El Kaliouby - TWiML Talk #35

Enhancing Customer Experiences With Emotional AI with Rana El Kaliouby - TWiML Talk #35

My guest for this show is Rana el Kaliouby. Rana is co-founder and CEO of Affectiva. Affectiva, as Rana puts it, "is on a mission to humanize technology by bringing in artificial emotional intelligenc...

5 Juli 201733min

Natural Language Understanding for Amazon Alexa with Zornitsa Kozareva - TWiML Talk #30

Natural Language Understanding for Amazon Alexa with Zornitsa Kozareva - TWiML Talk #30

Our guest this week is Zornitsa Kozareva, Manager of Machine Learning with Amazon Web Services Deep Learning, where she leads a group focused on natural language processing and dialogue systems for pr...

29 Juni 201755min

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