Season 1.  Episode 11.  Unscripted with Manas Talukdar

Season 1. Episode 11. Unscripted with Manas Talukdar

Manas Talukdar has spent 19 years building the infrastructure underneath AI systems: the data backbone of the process industry, the platform behind one of the largest enterprise AI companies, and the training data systems behind modern language models.

In this conversation with Jeff Pedowitz, he argues that the model, the part everyone argues about, is actually the easy part. The hard part is the data engineering, context management, and system architecture surrounding it, and that's where most enterprise AI initiatives quietly fail, particularly on long horizon problems where accuracy degrades as workflows get longer regardless of how large the context window gets. Talukdar walks through why reliable, production-grade agent fleets barely exist yet despite how good the demos look, why the industry's shift from token maxing to token optimization is really an economics problem in disguise, and why intellectual property exposure, not just cost, is quietly shaping how enterprises think about feeding their proprietary knowledge into third-party models.

He closes with a concrete picture of what an AI-native company actually looks like in practice, and lays out where he believes durable competitive advantage will live once the models themselves are fully commoditized: proprietary data, deeply integrated workflows, and operational discipline.

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Episoder(23)

Unscripted with Terry Virts

Unscripted with Terry Virts

"I've been to space. I've seen Earth from the outside. And I'm more worried about what's happening down here than anything I saw up there." Colonel Terry Virts has flown 40 combat missions, piloted th...

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Episode 22.  Unscripted with Charlotte Dungan

Episode 22. Unscripted with Charlotte Dungan

Charlotte Duncan has been teaching AI since 2018 — before most people knew they should care. She wrote the first AI course in North Carolina. She helped build the first national K-12 AI guidelines. Sh...

24 Sep 38min

Season 1.  Episode 21.  Unscripted with Nico Ianeselli

Season 1. Episode 21. Unscripted with Nico Ianeselli

Nico Ianeselli wanted to be a doctor like his father until he heard it took 11 years, so he earned dual master's degrees in engineering and architecture instead. In this conversation with Jeff Pedowit...

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Season 1. Episode 20.  Unscripted with Jennifer Preston

Season 1. Episode 20. Unscripted with Jennifer Preston

Jennifer Preston is a biomedical engineer with a PhD who now leads AI strategy for the consultants shaping drug development and commercialization decisions across pharma and biotech. Her firm uses AI ...

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Season 1.  Episode 19.  Unscripted with Matthew Guggemos

Season 1. Episode 19. Unscripted with Matthew Guggemos

Matthew Guggemos spent more than 20 years as a speech-language pathologist teaching children to communicate — kids for whom language doesn't come free — and now builds AI at scale as CTO of iTherapy, ...

8 Aug 52min

Season 1.  Episode 18.  Unscripted with Camberley Bates

Season 1. Episode 18. Unscripted with Camberley Bates

Camberley Bates has spent 30-plus years as one of enterprise technology's most respected independent analysts, paid to cut through vendor hype and tell executives what's real. On this episode of Unscr...

27 Jul 46min

Season 1.  Episode 17.  Unscripted with Russ Wilcox

Season 1. Episode 17. Unscripted with Russ Wilcox

Russ Wilcox, CEO of ArtifexAI, went from a broken sewer decision in his Cape Cod hometown to advising the Pentagon and State Department on the US-China AI race. In this episode of Unscripted, he tells...

27 Jul 52min

Season 1.  Ep[isode 16.  Unscripted with Keith Pijanowski

Season 1. Ep[isode 16. Unscripted with Keith Pijanowski

Every impressive AI demo sits on an enormous, expensive, and very unglamorous foundation of data. Keith Pijanowski is one of the people who built it. After a decade-plus at Microsoft (where he helped ...

22 Jul 45min

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