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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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

Robotic Perception and Control with Chelsea Finn - TWiML Talk #29

Robotic Perception and Control with Chelsea Finn - TWiML Talk #29

This week we continue our series on industrial applications of machine learning and AI with a conversation with Chelsea Finn, a PhD student at UC Berkeley. Chelsea’s research is focused on machine lea...

23 Juni 201754min

Reinforcement Learning Deep Dive with Pieter Abbeel - TWiML Talk #28

Reinforcement Learning Deep Dive with Pieter Abbeel - TWiML Talk #28

This week our guest is Pieter Abbeel, Assistant Professor at UC Berkeley, Research Scientist at OpenAI, and Cofounder of Gradescope. Pieter has an extensive background in AI research, going way back t...

17 Juni 201752min

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...

9 Juni 201753min

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 Juni 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 Maj 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 Maj 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 Maj 20171h

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