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Product builder vs forward deployed engineer vs forward deployed PM: who builds what?
Aakash Gupta (@aakashg0), host of The Growth Podcast and a product management coach, former VP of Product at Apollo.io, and author of the Product Growth newsletter, uses Product builders build the core product, like Claudeforce, for every customer. Forward deployed engineers and PMs sit with one customer and customize it.
On Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
Aakash Gupta (@aakashg0), host of The Growth Podcast and a product management coach, former VP of Product at Apollo.io, and author of the Product Growth newsletter, uses Product builders build the core product, like Claudeforce, for every customer. Forward deployed engineers and PMs sit with one customer and customize it.
On Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
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There is a reason why @mmurph is rated the #1 AI venture capitalist in the 2026 by the Strebulaev-Jackson Venture Ranking from @StanfordGSB professor @IlyaStrebulaev ! read on ππ
@MenloVentures has put out one of the best datasets out there, and I reviewed it.
β $177B isnβt AI going wide. Itβs going deep.
β Agent token counts are the new page views.
β SaaS isnβt dying. Itβs leaking.
β Blowing your budget 2.5x isnβt a flex. x.com/i/article/2118β¦
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Ctrl Alt Podcast With Vida Patil retweeted
Cisco's best move was a conversation in its own office. @@PadmanabhanKri told @@jpatel41 he thought a two-person team could rewrite Cisco's legacy code. Patel's response?
"I've given him unlimited tokens because he's going to refactor code." x.com/i/article/2117β¦
"I've given him unlimited tokens because he's going to refactor code." x.com/i/article/2117β¦
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Two companies, one week, both breached by AI agents. @okta 's CPO @ElyKahn told us exactly where to look first: "credentials". Check his warning from RSA conference earlier this year in video clip π
@CtrlAltpod with @Vidyangi520
Two crypto-industry companies disclosed they attribute to AI agents. Blockchain analytics firm Chainalysis said attackers using "offensive agentic techniques" reached its systems and internal tools in October, accessing some customer names, emails, user IDs and role labels; it took products including Reactor offline while outside experts review security (Help Net Security, Nov 2β3).
Documentation host GitBook said an attacker using AI agents got into some infrastructure credentials on Nov 2; it shut services down and revoked customer access tokens, and API tokens, integration and Git Sync secrets may have been exposed (Decrypt, Nov 3). Neither company has said exactly how the agents were used.
Source: Decrypt, Nov 3 (also Help Net Security, Nov 2)
@CtrlAltpod with @Vidyangi520
Two crypto-industry companies disclosed they attribute to AI agents. Blockchain analytics firm Chainalysis said attackers using "offensive agentic techniques" reached its systems and internal tools in October, accessing some customer names, emails, user IDs and role labels; it took products including Reactor offline while outside experts review security (Help Net Security, Nov 2β3).
Documentation host GitBook said an attacker using AI agents got into some infrastructure credentials on Nov 2; it shut services down and revoked customer access tokens, and API tokens, integration and Git Sync secrets may have been exposed (Decrypt, Nov 3). Neither company has said exactly how the agents were used.
Source: Decrypt, Nov 3 (also Help Net Security, Nov 2)
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Ctrl Alt Podcast With Vida Patil retweeted
@OpenAI India MD Prabhjeet Singh told ET that India is now ChatGPT's largest market by weekly active users, with the Indian user base doubling since January 2026 (OpenAI said in February India had 100M+ weekly users). OpenAI is expanding ChatGPT ads in India to support free and ngside paid plans, with Razorpay's Engage platform helping brands such as Tanishq and Fastrack advertise. Singh said advertisers won't get personal data and ads won't influence answers, and UPI/payments announcements are expected in the coming weeks.
Here is an interesting conversation I had with SVP and CMO @denodo Ravi Shankar on @ctrlaltpod about ads and revenue streams driven by Frontier LLMs.
Here is an interesting conversation I had with SVP and CMO @denodo Ravi Shankar on @ctrlaltpod about ads and revenue streams driven by Frontier LLMs.
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"LinkedIn is the most powerful job searching platform on the planet"
Aakash Gupta (@aakashgupta), host of The Growth Podcast and a product management coach, and author of the Product Growth newsletter, on why executives should post on LinkedIn instead of X, and what to post: the f promotion. The payoff, in his words, is more "surface area of luck" for the next job.
On Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
Aakash Gupta (@aakashgupta), host of The Growth Podcast and a product management coach, and author of the Product Growth newsletter, on why executives should post on LinkedIn instead of X, and what to post: the f promotion. The payoff, in his words, is more "surface area of luck" for the next job.
On Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
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What stops enterprise AI from moving into fourth and fifth gear?
Senior Advisor at Infiligence Kuno van der Post (@kunosaby) with CEO at Infiligence Ram Sathiya (@RamSathia) on why companies do not have a data volume problem, they have an evidence problem.
Out now on Ctrl Alt (@Vidyangi520).
Senior Advisor at Infiligence Kuno van der Post (@kunosaby) with CEO at Infiligence Ram Sathiya (@RamSathia) on why companies do not have a data volume problem, they have an evidence problem.
Out now on Ctrl Alt (@Vidyangi520).
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Cost per token is the wrong way to judge AI
CFOs judge it by the cost of the outcome and the total cost of ownership, says Kuno van der Post, Senior Advisor at Infiligence, an AI native platform engineering company for healthcare and life sciences. That total runs high at the everything is built from the ground up.
With Ram Sathia, CEO of Infiligence.
on Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
CFOs judge it by the cost of the outcome and the total cost of ownership, says Kuno van der Post, Senior Advisor at Infiligence, an AI native platform engineering company for healthcare and life sciences. That total runs high at the everything is built from the ground up.
With Ram Sathia, CEO of Infiligence.
on Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
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Ctrl Alt Podcast With Vida Patil retweeted
Google Cloud doubled its revenue. Wall Street sold the stock anyway.
And honestly? I can't stop thinking about what that says about where we are in AI. x.com/i/article/2116β¦
And honestly? I can't stop thinking about what that says about where we are in AI. x.com/i/article/2116β¦
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Healthcare data is abundant but unsorted... What fixes the plumbing?
Ram Sathia (@RamSathia) , CEO of Infiligence, an AI native platform engineering company for healthcare and life sciences, on why regulatory data and analytical data are collected for different purposes, and how wledge runtime brings data from many sources together.
With Kuno van der Post, Senior Advisor at Infiligence,
on Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
Ram Sathia (@RamSathia) , CEO of Infiligence, an AI native platform engineering company for healthcare and life sciences, on why regulatory data and analytical data are collected for different purposes, and how wledge runtime brings data from many sources together.
With Kuno van der Post, Senior Advisor at Infiligence,
on Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
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"We've got to put ourselves out of a job as fast as possible. That should be the dream of this industry"
Kuno van der Post, Senior Advisor at Infiligence, an AI native platform engineering company for healthcare and life sciences, on why AI in pharma and life sciences cannot be The goal is speed: getting remedies to patients faster than people and technical debt allow today.
With Ram Sathia (@RamSathia) , CEO of Infiligence, on Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
Kuno van der Post, Senior Advisor at Infiligence, an AI native platform engineering company for healthcare and life sciences, on why AI in pharma and life sciences cannot be The goal is speed: getting remedies to patients faster than people and technical debt allow today.
With Ram Sathia (@RamSathia) , CEO of Infiligence, on Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
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Ctrl Alt Podcast With Vida Patil retweeted
In my latest sit down for the FDE in life sciences and clinical trial series on @CtrlAltpod we deep dive on the role of the FDE. AI Frontier Labs used to sell the model. Now they sell the people who sit inside your company and make the model work. @AnthropicAI + Hg β European edded engineers. Aiming >$10B in 5 years. @Accenture β4%+ the day the news hit. Thatβs the Forward Deployed Engineer model, productized.@RamSathia on @Ctrlaltpod on what an FDE actually does (and why most consulting doesnβt):
What is a forward deployed engineer?
A forward deployed engineer (FDE) works shoulder to shoulder with a customer to build the AI outcome their business needs...
Ram Sathia (@RamSathia) , CEO of Infiligence, an AI native platform engineering company for healthcare and life der Post, Senior Advisor at Infiligence.
on Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
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What is a forward deployed engineer?
A forward deployed engineer (FDE) works shoulder to shoulder with a customer to build the AI outcome their business needs...
Ram Sathia (@RamSathia) , CEO of Infiligence, an AI native platform engineering company for healthcare and life der Post, Senior Advisor at Infiligence.
on Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
A forward deployed engineer (FDE) works shoulder to shoulder with a customer to build the AI outcome their business needs...
Ram Sathia (@RamSathia) , CEO of Infiligence, an AI native platform engineering company for healthcare and life der Post, Senior Advisor at Infiligence.
on Ctrl Alt Podcast with Vida Patil (@Vidyangi520)
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Life sciences already went through one big tech shift.
When Kuno van der Post started selling EDC, his biggest competitor was paper. Then the FDA's SDTM mandate came along, and paper was finished. AI is the next shift. The bottleneck isn't the data anymore, it's the evidence.
ation with Infiligence team.
How do you move from AI pilots to real enterprise transformation? From Forward Deployed Engineers to knowledge graphs, agentic AI, and clinical trials, we unpack the architecture of AI-native enterprises.
ποΈ EPISODE TIMESTAMPS | Ctrl Alt Podcast
People First. Process Next. Platform Always.
β±οΈ CHAPTERS
β Introduction
β The Uber Eats analogy: Integration explained
β AI transformation: Setting the stage
β Interoperability: The biggest AI bottleneck
β Workflow efficiency and AI roles
β The rise of Forward Deployed Engineers
β FDEs: Collaboration and vision
β How FDEs transform enterprise sales
β Selling into complex enterprises
β Reducing the onboarding and integration tax
β Hiring for curiosity in enterprise sales
β People β Process β Technology
β Lessons from FinTech and data contextualization
β The data plumbing behind AI
β Knowledge graphs and prompt-driven insights
β Agent vs. Copilot: Which one wins?
β Dry labs and the agentic AI debate
β Evaluating AI: Safety and business value
β The roadmap to AI-native enterprises
β Why clinical trials move so slowly
β Building platforms for agentic AI
β AI optimism and market outlook
β AI as a phenomenal liberator
β Closing thoughts
#LifeSciences #AgenticAI #CtrlAltPodcast #AgenticAI #EnterpriseAI #LifeSciencesAI @RamSathia
When Kuno van der Post started selling EDC, his biggest competitor was paper. Then the FDA's SDTM mandate came along, and paper was finished. AI is the next shift. The bottleneck isn't the data anymore, it's the evidence.
ation with Infiligence team.
How do you move from AI pilots to real enterprise transformation? From Forward Deployed Engineers to knowledge graphs, agentic AI, and clinical trials, we unpack the architecture of AI-native enterprises.
ποΈ EPISODE TIMESTAMPS | Ctrl Alt Podcast
People First. Process Next. Platform Always.
β±οΈ CHAPTERS
β Introduction
β The Uber Eats analogy: Integration explained
β AI transformation: Setting the stage
β Interoperability: The biggest AI bottleneck
β Workflow efficiency and AI roles
β The rise of Forward Deployed Engineers
β FDEs: Collaboration and vision
β How FDEs transform enterprise sales
β Selling into complex enterprises
β Reducing the onboarding and integration tax
β Hiring for curiosity in enterprise sales
β People β Process β Technology
β Lessons from FinTech and data contextualization
β The data plumbing behind AI
β Knowledge graphs and prompt-driven insights
β Agent vs. Copilot: Which one wins?
β Dry labs and the agentic AI debate
β Evaluating AI: Safety and business value
β The roadmap to AI-native enterprises
β Why clinical trials move so slowly
β Building platforms for agentic AI
β AI optimism and market outlook
β AI as a phenomenal liberator
β Closing thoughts
#LifeSciences #AgenticAI #CtrlAltPodcast #AgenticAI #EnterpriseAI #LifeSciencesAI @RamSathia
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