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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Intelligent Autonomous Robots with Ilia Baranov - TWiML Talk #27

Intelligent Autonomous Robots with Ilia Baranov - TWiML Talk #27

Our first guest in the Industrial AI series is Ilia Baranov, engineering manager at Clearpath Robotics. Ilia is responsible for setting the engineering direction for all of Clearpath’s research platfo...

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Global AI Trends with Ben Lorica - TWiML Talk #26

Global AI Trends with Ben Lorica - TWiML Talk #26

This week I’ve invited my friend Ben Lorica onto the show. Ben is Chief Data Scientist for O’Reilly Media, and Program Director of Strata Data & the O'Reilly A.I. conference. Ben has worked on analyti...

2 Kesä 201754min

Offensive vs Defensive Data Science with Deep Varma - TWiML Talk #25

Offensive vs Defensive Data Science with Deep Varma - TWiML Talk #25

This week on the show my guest is Deep Varma, Vice President of Data Engineering at real estate startup Trulia. Deep has run data engineering teams in silicon valley for well over a decade, and is now...

26 Touko 201753min

Reinforcement Learning: The Next Frontier of Gaming with Danny Lange - TWiML Talk #24

Reinforcement Learning: The Next Frontier of Gaming with Danny Lange - TWiML Talk #24

My guest on the show this week is Danny Lange, VP for Machine Learning & AI at video game technology developer Unity Technologies. Danny is well traveled in the world of ML and AI, and has had a hand ...

20 Touko 201754min

Integrating Psycholinguistics into AI with Dominique Simmons - TWiML Talk #23

Integrating Psycholinguistics into AI with Dominique Simmons - TWiML Talk #23

I think you’re really going to enjoy today’s show. Our guest this week is Dominique Simmons, Applied research Scientist at AI tools vendor Dimensional Mechanics. Dominique brings an interesting backgr...

12 Touko 20171h

Deep Neural Nets for Visual Recognition with Matt Zeiler - TWiML Talk #22

Deep Neural Nets for Visual Recognition with Matt Zeiler - TWiML Talk #22

Today we bring you our final interview from backstage at the NYU FutureLabs AI Summit. Our guest this week is Matt Zeiler. Matt graduated from the University of Toronto where he worked with deep learn...

5 Touko 201722min

Engineering the Future of AI with Ruchir Puri - TWiML Talk #21

Engineering the Future of AI with Ruchir Puri - TWiML Talk #21

Today we bring you the second of three interviews we did backstage from the NYU FutureLabs AI Summit, this time with Ruchir Puri. Ruchir is the Chief Architect at IBM Watson as well as an IBM Fellow. ...

28 Huhti 201720min

Selling AI to the Enterprise with Kathryn Hume - TWiML Talk #20

Selling AI to the Enterprise with Kathryn Hume - TWiML Talk #20

This week's guest is Kathryn Hume. Kathryn is the President of Fast Forward Labs, which is an independent machine intelligence research company that helps organizations accelerate their data science a...

21 Huhti 201723min

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