https://simplecast.com Deep Geeks Tired of AI buzzword bingo? Sick of surface-level takes? Drowning in a sea of same? The Deep Geeks Podcast is your trusted source for smart discussions that go beyond the hype to provide you with deep insights, analysis, and practical advice to take your AI game to the next level. No shallow takes. No AI word salad. Just super smart geeks talking about the future of tech. Deeply. Hosted by WEKA, creators of the foundation for enterprise and agentic AI innovation. 2026 WEKA en Tue, 15 Sep 2026 09:00:00 +0000 Tue, 15 Sep 2026 09:00:13 +0000 https://deep-geeks.simplecast.com Deep Geeks https://image.simplecastcdn.com/images/9af9fba1-837c-4059-ab78-af95721786d7/b741b3ec-adae-4745-9acf-76a2a0c20d5b/3000x3000/deep-geeks-podcast-logo.jpg?aid=rss_feed https://deep-geeks.simplecast.com episodic Tired of AI buzzword bingo? Sick of surface-level takes? Drowning in a sea of same? The Deep Geeks Podcast is your trusted source for smart discussions that go beyond the hype to provide you with deep insights, analysis, and practical advice to take your AI game to the next level. No shallow takes. No AI word salad. Just super smart geeks talking about the future of tech. Deeply. Hosted by WEKA, creators of the foundation for enterprise and agentic AI innovation. WEKA false https://feeds.simplecast.com/JHS49Fy7 ai,analytics,artificial intelligence,business,data,saas,tech,technology WEKA meredith@caspianstudios.com 2fdd9038-f780-4fe4-b30c-514e1b416288 One Size Fits None: What Retail Reveals About AI Point AI at everything you own and it will find everything, including the outdated draft policy buried in SharePoint and the “final-final” table nobody ever removed. Dr. Serena Huang sits down with Veronika Durgin, VP of Data at Exemplar Luxury Group, who has spent two decades building the data foundations behind retail personalization. They unpack what actually powers those uncannily good recommendations, why a chatbot isn’t an agent, how AI surfaces the tacit knowledge teams never wrote down, and why the right first move for a new AI leader is old-fashioned prioritization instead of boiling the ocean. Plus Veronika’s dream for where retail goes next, and why the human part of shopping should stay human.
 

Timestamps:

0:48 - Meet Veronika

1:27 - How every vendor already knows what you want

3:09 - The machine learning we forgot about

4:19 - Why recommendations got so much better

5:17 - No free lunch: your data as barter

6:47 - Shopping assistants vs. actual agents

9:38 - Why everything with GenAI gets called an agent

11:09 - What AI should and shouldn't take off our plates

12:13 - The one thing Veronika won't outsource

13:33 - Drawing the solution by hand first

15:13 - AI exposes every imperfection in your platform

18:56 - Advice for the new AI leader: don't boil the ocean

20:51 - Cutting through the AI theater

25:11 - What data quality really means in retail

28:00 - Using AI as your QA assistant

29:40 - Personalization and the emotional side of shopping

31:26 - Where retail is headed

 

Links: 

Connect with Serena

Connect with Veronika


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]]> Tue, 15 Sep 2026 09:00:00 +0000 meredith@caspianstudios.com (Veronika Durgin, Dr. Serena Huang) https://deep-geeks.simplecast.com/episodes/one-size-fits-none-what-retail-reveals-about-ai-6QrNt4om Point AI at everything you own and it will find everything, including the outdated draft policy buried in SharePoint and the “final-final” table nobody ever removed. Dr. Serena Huang sits down with Veronika Durgin, VP of Data at Exemplar Luxury Group, who has spent two decades building the data foundations behind retail personalization. They unpack what actually powers those uncannily good recommendations, why a chatbot isn’t an agent, how AI surfaces the tacit knowledge teams never wrote down, and why the right first move for a new AI leader is old-fashioned prioritization instead of boiling the ocean. Plus Veronika’s dream for where retail goes next, and why the human part of shopping should stay human.
 

Timestamps:

0:48 - Meet Veronika

1:27 - How every vendor already knows what you want

3:09 - The machine learning we forgot about

4:19 - Why recommendations got so much better

5:17 - No free lunch: your data as barter

6:47 - Shopping assistants vs. actual agents

9:38 - Why everything with GenAI gets called an agent

11:09 - What AI should and shouldn't take off our plates

12:13 - The one thing Veronika won't outsource

13:33 - Drawing the solution by hand first

15:13 - AI exposes every imperfection in your platform

18:56 - Advice for the new AI leader: don't boil the ocean

20:51 - Cutting through the AI theater

25:11 - What data quality really means in retail

28:00 - Using AI as your QA assistant

29:40 - Personalization and the emotional side of shopping

31:26 - Where retail is headed

 

Links: 

Connect with Serena

Connect with Veronika


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]]> One Size Fits None: What Retail Reveals About AI Veronika Durgin, Dr. Serena Huang 00:33:51 What does it take to get AI right in retail? It’s not one smart model. It’s identity, inventory, and behavior data working together. Dr. Serena Huang talks with Veronika Durgin, VP of Data at Exemplar Luxury Group, about why pointing AI at everything exposes the tech debt humans learned to ignore, how to tell real AI work from AI theater, and the one thing she refuses to outsource: thinking. What does it take to get AI right in retail? It’s not one smart model. It’s identity, inventory, and behavior data working together. Dr. Serena Huang talks with Veronika Durgin, VP of Data at Exemplar Luxury Group, about why pointing AI at everything exposes the tech debt humans learned to ignore, how to tell real AI work from AI theater, and the one thing she refuses to outsource: thinking. weka, deep geeks podcast, tech debt, semantic layer, first-party data, retail ai, data quality, personalization, ai agents, customer 360, data platforms, machine learning, ai governance, clickstream data, data strategy false full 6 2d0daead-10f8-4abb-8806-5ec0d2bb2821 Nobody’s Done This Job Before In hypergrowth, process can either sharpen the engine or smother the innovation that got you there. Dr. Serena Huang sits down with Roopesh Panchasra, SVP of Global Talent Acquisition at NScale, and Iris Hermelin, Chief People Officer at WEKA, to unpack how they are thinking about hiring and building culture at companies growing explosively fast. They talk about adding interview rigor without slowing down, why they hire for potential over pedigree, and how AI is reshaping recruiting on both sides of the table.

Timestamps:

0:30 - Meet Iris and Roopesh

2:15 - NScale's growth to 1,000 people

4:42 - What makes a good day in people operations

6:50 - Adding rigor without killing innovation

9:05 - Using data to test hiring assumptions

11:07 - Defining organizational health

16:46 - Keeping culture alive at scale

19:48 - Screening for empathy and values

22:39 - Hiring for potential vs. pedigree

29:37 - How AI is reshaping recruiting

33:04 - The fake applicant problem

35:35 - Hiring in the current market

Links: 

Connect with Serena

Connect with Roopesh

Connect with Iris


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]]> Wed, 26 Aug 2026 09:00:00 +0000 meredith@caspianstudios.com (Serena Huang, Roopesh Panchasra, Iris Hermelin) https://deep-geeks.simplecast.com/episodes/nobodys-done-this-job-before-gWAR0__p In hypergrowth, process can either sharpen the engine or smother the innovation that got you there. Dr. Serena Huang sits down with Roopesh Panchasra, SVP of Global Talent Acquisition at NScale, and Iris Hermelin, Chief People Officer at WEKA, to unpack how they are thinking about hiring and building culture at companies growing explosively fast. They talk about adding interview rigor without slowing down, why they hire for potential over pedigree, and how AI is reshaping recruiting on both sides of the table.

Timestamps:

0:30 - Meet Iris and Roopesh

2:15 - NScale's growth to 1,000 people

4:42 - What makes a good day in people operations

6:50 - Adding rigor without killing innovation

9:05 - Using data to test hiring assumptions

11:07 - Defining organizational health

16:46 - Keeping culture alive at scale

19:48 - Screening for empathy and values

22:39 - Hiring for potential vs. pedigree

29:37 - How AI is reshaping recruiting

33:04 - The fake applicant problem

35:35 - Hiring in the current market

Links: 

Connect with Serena

Connect with Roopesh

Connect with Iris


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]]> Nobody’s Done This Job Before Serena Huang, Roopesh Panchasra, Iris Hermelin 00:39:07 Your company 10x's in 14 months, and AI is rewriting the rules of recruiting. Now what? Dr. Serena Huang talks with Roopesh Panchasra, SVP of Global Talent Acquisition at NScale, and Iris Hermelin, Chief People Officer at WEKA, about scaling culture and hiring for potential over pedigree in a market where AI talent is scarce. Your company 10x's in 14 months, and AI is rewriting the rules of recruiting. Now what? Dr. Serena Huang talks with Roopesh Panchasra, SVP of Global Talent Acquisition at NScale, and Iris Hermelin, Chief People Officer at WEKA, about scaling culture and hiring for potential over pedigree in a market where AI talent is scarce. weka, deep geeks podcast, hypergrowth, ai infrastructure, organizational health, scaling teams, company culture, hiring for potential, talent acquisition, chief people officer, nscale, hr technology, people analytics, ai recruiting false full 5 190e9ed2-0685-4ecf-841b-f4bbded65f92 Why Investors Today Count on Kilowatts AI can transform any business, but only if there's enough power to run it. Dr. Serena Huang sits down with Dave Easton, Partner in the Growth Equity team at Generation Investment Management and WEKA board member, to explore what investors now look for before betting on an AI company. They dig into how to measure AI ROI that your customers actually feel, why culture and the right incentives matter more than any metric, and how to get the most intelligence out of your energy use. 

Timestamps:

0:29 - Meet Dave Easton of Generation Investment

5:00 - What investors ask now vs. 18 months ago

7:30 - Spotting pilots vs. real deployments

9:38 - The simplest ROI wins

12:39 - Why AI activity is not the only efficiency metric

17:12 - Creating a winning culture

19:46 - How companies are approaching sustainability in AI

29:26 - The next 18 months of AI investing

33:24 - Dave’s two magic AI metrics

Links: 

Connect with Serena

Connect with Dave


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]]> Tue, 4 Aug 2026 09:00:00 +0000 meredith@caspianstudios.com (Dave Easton, Serena Huang) https://deep-geeks.simplecast.com/episodes/why-investors-today-count-on-kilowatts-7Atppim9 AI can transform any business, but only if there's enough power to run it. Dr. Serena Huang sits down with Dave Easton, Partner in the Growth Equity team at Generation Investment Management and WEKA board member, to explore what investors now look for before betting on an AI company. They dig into how to measure AI ROI that your customers actually feel, why culture and the right incentives matter more than any metric, and how to get the most intelligence out of your energy use. 

Timestamps:

0:29 - Meet Dave Easton of Generation Investment

5:00 - What investors ask now vs. 18 months ago

7:30 - Spotting pilots vs. real deployments

9:38 - The simplest ROI wins

12:39 - Why AI activity is not the only efficiency metric

17:12 - Creating a winning culture

19:46 - How companies are approaching sustainability in AI

29:26 - The next 18 months of AI investing

33:24 - Dave’s two magic AI metrics

Links: 

Connect with Serena

Connect with Dave


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]]> Why Investors Today Count on Kilowatts Dave Easton, Serena Huang 00:38:25 AI usage is booming, but activity isn't the same as value. Dr. Serena Huang talks with Dave Easton, Partner in the Growth Equity team at Generation Investment Management, about what separates real AI ROI from hype. AI usage is booming, but activity isn't the same as value. Dr. Serena Huang talks with Dave Easton, Partner in the Growth Equity team at Generation Investment Management, about what separates real AI ROI from hype. weka, agentic ai, deep geeks podcast, growth equity, energy sector, ai investing, company culture, ai sustainability, energy efficiency, generation investment management, healthcare ai, ai roi, tokens per kilowatt hour false full 4 c038f0fa-aa48-43e0-8205-a43c88ce79bb The Revenge of the Middle: Managers, Memory, and the Real AI Bottleneck AI spending is outpacing budgets, and most organizations don't know why. Dr. Serena Huang sits down with Val Bercovici of WEKA to unpack why enterprise AI costs keep rising despite falling model prices. They dig into the three tiers of enterprise token consumption, the memory shortage reshaping AI infrastructure, and how signal maxing can be a better metric for enterprise AI ROI.

Timestamps:

1:30 - Meet Val Bercovici

3:44 - Jevons paradox: 100x cheaper per token, 100x higher net bill

6:52 - The real cost of agentic AI

8:31 - Three tiers of enterprise token consumption

11:16 - How agents learned to cut their own costs

16:48 - Understanding AI Pricing

18:25 - Signal maxing vs. token maxing

24:39 - AI Memory: The cost driver no one budgeted for

35:14 - What happens when AI subsidies end

47:34 - Revenge of middle management

Links: 

Connect with Serena

Connect with Val


Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

]]> Thu, 16 Jul 2026 09:00:00 +0000 meredith@caspianstudios.com (Val Bercovici, Serena Huang) https://deep-geeks.simplecast.com/episodes/the-revenge-of-the-middle-managers-memory-and-the-real-ai-bottleneck-HjcrNlia AI spending is outpacing budgets, and most organizations don't know why. Dr. Serena Huang sits down with Val Bercovici of WEKA to unpack why enterprise AI costs keep rising despite falling model prices. They dig into the three tiers of enterprise token consumption, the memory shortage reshaping AI infrastructure, and how signal maxing can be a better metric for enterprise AI ROI.

Timestamps:

1:30 - Meet Val Bercovici

3:44 - Jevons paradox: 100x cheaper per token, 100x higher net bill

6:52 - The real cost of agentic AI

8:31 - Three tiers of enterprise token consumption

11:16 - How agents learned to cut their own costs

16:48 - Understanding AI Pricing

18:25 - Signal maxing vs. token maxing

24:39 - AI Memory: The cost driver no one budgeted for

35:14 - What happens when AI subsidies end

47:34 - Revenge of middle management

Links: 

Connect with Serena

Connect with Val


Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

]]> The Revenge of the Middle: Managers, Memory, and the Real AI Bottleneck Val Bercovici, Serena Huang 00:49:11 AI spending is rising faster than anyone budgeted for, and the unit price isn't the reason. Dr. Serena Huang explores the hidden costs of enterprise AI with Val Bercovici of WEKA. AI spending is rising faster than anyone budgeted for, and the unit price isn't the reason. Dr. Serena Huang explores the hidden costs of enterprise AI with Val Bercovici of WEKA. weka, deep geeks podcast, ai infrastructure, ai leadership, ai optimization, ai tools, ai budgeting, ai spending, ai roi, enterprise ai, token costs, ai strategy, ai costs, val bercovici, future of ai false full 3 3817ab76-994d-4304-9ef4-5fe6aee58ac2 How AI Is Transforming Cancer Care at Memorial Sloan Kettering When the stakes are as high as cancer care, the infrastructure powering the research is becoming as critical as the science itself. Dr. Serena Huang sits down with Jessica Audette, Head of Enterprise Infrastructure Strategy and Transformation at Memorial Sloan Kettering Cancer Center, to examine how MSK's supercomputer, Iris, is compressing years of research into months. They discuss how AI is transforming patient scheduling, clinical documentation, and at-home recovery, and what organizations in regulated industries need to consider before deploying agentic AI.

Timestamps:

1:39 - Meet Jessica Audette

5:28 - Iris: MSK's supercomputer ranked #2 in the US

8:45 - AI-powered scheduling for patients

11:47 - AI dictation for clinicians

15:00 - Personalized medicine through wearables

17:35 - Meet Amelia: MSK's agentic help desk agent

20:55 - Safety, compliance, and working with InfoSec

22:47 - Strategy before deploying AI

29:58 - Rethinking what innovation really means

Links: 

Connect with Serena

Connect with Jess


Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

]]> Wed, 24 Jun 2026 09:00:00 +0000 meredith@caspianstudios.com (Jessica Audette, Serena Huang) https://deep-geeks.simplecast.com/episodes/how-ai-is-transforming-cancer-care-at-memorial-sloan-kettering-gaP7ODFC When the stakes are as high as cancer care, the infrastructure powering the research is becoming as critical as the science itself. Dr. Serena Huang sits down with Jessica Audette, Head of Enterprise Infrastructure Strategy and Transformation at Memorial Sloan Kettering Cancer Center, to examine how MSK's supercomputer, Iris, is compressing years of research into months. They discuss how AI is transforming patient scheduling, clinical documentation, and at-home recovery, and what organizations in regulated industries need to consider before deploying agentic AI.

Timestamps:

1:39 - Meet Jessica Audette

5:28 - Iris: MSK's supercomputer ranked #2 in the US

8:45 - AI-powered scheduling for patients

11:47 - AI dictation for clinicians

15:00 - Personalized medicine through wearables

17:35 - Meet Amelia: MSK's agentic help desk agent

20:55 - Safety, compliance, and working with InfoSec

22:47 - Strategy before deploying AI

29:58 - Rethinking what innovation really means

Links: 

Connect with Serena

Connect with Jess


Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

]]> How AI Is Transforming Cancer Care at Memorial Sloan Kettering Jessica Audette, Serena Huang 00:32:33 When lives are on the line, building the right infrastructure changes everything. Dr. Serena Huang explores how AI is transforming cancer research and patient care with Jessica Audette, Head of Enterprise Infrastructure Strategy and Transformation at Memorial Sloan Kettering Cancer Center. When lives are on the line, building the right infrastructure changes everything. Dr. Serena Huang explores how AI is transforming cancer research and patient care with Jessica Audette, Head of Enterprise Infrastructure Strategy and Transformation at Memorial Sloan Kettering Cancer Center. weka, agentic ai, deep geeks podcast, ai infrastructure, ai dictation, ai scheduling, msk, supercomputing, medical ai, cancer research, iris supercomputer, healthcare ai, memorial sloan kettering, ai in healthcare, wearables, capacity planning false full 2 616d8676-7b3c-4e8d-b91a-4353c431a894 Can AI Innovation Survive Its Own Energy Appetite? As AI scales, energy demands are growing 100x and efficiency is no longer optional. Dr. Serena Huang sits down with Daria Mukhortova, Head of Sustainability at Nebius, and Val Bercovici, Chief AI Officer at WEKA, to examine whether innovation can outpace its own energy appetite. They explore how efficiency at the infrastructure and software layer is becoming a business imperative and what organizations should demand of their AI providers.

 

Timestamps:

(1:16) Meet Daria Mukhortova & Val Bercovici

(4:14) Inside Nebius's Helsinki data center & heat recovery

(6:36) What energy efficiency unlocks for AI customers

(8:59) The metrics that actually matter

(12:30) Goodput vs. throughput: are you measuring the right thing?

(14:37) Software's hidden role in AI sustainability

(19:23) How much energy does AI actually consume?

(21:37) Common misconceptions about AI's environmental impact

(26:31) How to choose an AI infrastructure provider

 

Links: 

Connect with Serena

Connect with Daria

Connect with Val


Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

]]> Tue, 9 Jun 2026 09:00:00 +0000 meredith@caspianstudios.com (Daria Mukhortova, Val Bercovici, Dr. Serena Huang) https://deep-geeks.simplecast.com/episodes/can-ai-innovation-survive-its-own-energy-appetite-Enr1GG2s As AI scales, energy demands are growing 100x and efficiency is no longer optional. Dr. Serena Huang sits down with Daria Mukhortova, Head of Sustainability at Nebius, and Val Bercovici, Chief AI Officer at WEKA, to examine whether innovation can outpace its own energy appetite. They explore how efficiency at the infrastructure and software layer is becoming a business imperative and what organizations should demand of their AI providers.

 

Timestamps:

(1:16) Meet Daria Mukhortova & Val Bercovici

(4:14) Inside Nebius's Helsinki data center & heat recovery

(6:36) What energy efficiency unlocks for AI customers

(8:59) The metrics that actually matter

(12:30) Goodput vs. throughput: are you measuring the right thing?

(14:37) Software's hidden role in AI sustainability

(19:23) How much energy does AI actually consume?

(21:37) Common misconceptions about AI's environmental impact

(26:31) How to choose an AI infrastructure provider

 

Links: 

Connect with Serena

Connect with Daria

Connect with Val


Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

]]> Can AI Innovation Survive Its Own Energy Appetite? Daria Mukhortova, Val Bercovici, Dr. Serena Huang 00:30:53 Can AI innovation outpace its own energy demands? Dr. Serena Huang explores the real cost of scaling AI with Daria Mukhortova, Head of Sustainability at Nebius, and Val Bercovici, Chief AI Officer at WEKA. Can AI innovation outpace its own energy demands? Dr. Serena Huang explores the real cost of scaling AI with Daria Mukhortova, Head of Sustainability at Nebius, and Val Bercovici, Chief AI Officer at WEKA. weka, agentic ai, ai inference, ai data center, deep geeks podcast, sustainable ai, ai infrastructure, nebius, ai energy consumption, ai sustainability false full 1 87685d1d-7e89-4244-815a-3934ffe6996e Welcome to Deep Geeks Are you tired of hype, hot takes, and headlines that overpromise and under-explain?

I’m Dr. Serena Huang, and this is The Deep Geeks Podcast, where we go beyond the noise and into what actually matters in AI. In every episode, I sit down with the people who are shaping the future — builders, operators, and enterprise leaders — to unpack the ideas and innovations transforming the field.

Clear thinking. Real expertise. Conversations that actually make you smarter. Because the future doesn’t belong to shallow thinking, it belongs to Deep Geeks.

This podcast is brought to you by WEKA, the AI storage company building the foundation for enterprise and agentic AI innovation.


Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

]]> Tue, 2 Jun 2026 09:00:00 +0000 meredith@caspianstudios.com (Serena Huang) https://deep-geeks.simplecast.com/episodes/welcome-to-deep-geeks-yb7vrYQF Are you tired of hype, hot takes, and headlines that overpromise and under-explain?

I’m Dr. Serena Huang, and this is The Deep Geeks Podcast, where we go beyond the noise and into what actually matters in AI. In every episode, I sit down with the people who are shaping the future — builders, operators, and enterprise leaders — to unpack the ideas and innovations transforming the field.

Clear thinking. Real expertise. Conversations that actually make you smarter. Because the future doesn’t belong to shallow thinking, it belongs to Deep Geeks.

This podcast is brought to you by WEKA, the AI storage company building the foundation for enterprise and agentic AI innovation.


Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

]]> Welcome to Deep Geeks Serena Huang 00:00:49 Are you tired of hype, hot takes, and headlines that overpromise and under-explain? I’m Dr. Serena Huang, and this is The Deep Geeks Podcast, where we go beyond the noise and into what actually matters in AI. In every episode, I sit down with the people who are shaping the future — builders, operators, and enterprise leaders — to unpack the ideas and innovations transforming the field. Clear thinking. Real expertise. Conversations that actually make you smarter. Because the future doesn’t belong to shallow thinking, it belongs to Deep Geeks. This podcast is brought to you by WEKA, the AI storage company building the foundation for enterprise and agentic AI innovation. Are you tired of hype, hot takes, and headlines that overpromise and under-explain? I’m Dr. Serena Huang, and this is The Deep Geeks Podcast, where we go beyond the noise and into what actually matters in AI. In every episode, I sit down with the people who are shaping the future — builders, operators, and enterprise leaders — to unpack the ideas and innovations transforming the field. Clear thinking. Real expertise. Conversations that actually make you smarter. Because the future doesn’t belong to shallow thinking, it belongs to Deep Geeks. This podcast is brought to you by WEKA, the AI storage company building the foundation for enterprise and agentic AI innovation. serena huang, ai insights, ai, practical ai, ai innovation false trailer