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Steven AI Talk(English)

Steven

Steven AI Talk

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00:07:31

IBMT Python SDK and AI Agents for Data Pipelines

Steven AI Talk(English) ·

2025/11/02

The transcript from an IBM Technology YouTube video focuses on the utility of the Python Software Developer Kit (SDK) for modern data integration. It argues that while visual canvas tools are intuitive for quickly mapping data flows, they struggle with scaling and programmatic modification of numerous pipelines, which the Python SDK solves by allowing developers to manage data pipelines as code. This approach facilitates fast, scalable, and maintainable integration, enabling features like bulk

00:11:56

IBMT Python SDK and AI Agents for Data Pipelines

Steven AI Talk(English) ·

2025/11/02

00:07:34

IBMT DevOps CICD for Data Engineering Pipelines

Steven AI Talk(English) ·

2025/11/02

The provided source is a transcript excerpt from an IBM Technology YouTube video that explains the principles of DevOps, Continuous Integration (CI), and Continuous Delivery (CD) as applied to data engineering and AI pipelines. It uses an extended metaphor of a Michelin-starred restaurant kitchen to illustrate how these practices automate and streamline the development, testing, and deployment of data applications. The transcript details how CI (Continuous Integration) resembles food preparation and

00:12:01

IBMT DevOps CICD for Data Engineering Pipelines

Steven AI Talk(English) ·

2025/11/02

00:07:36

AI Agents Interns to Experts

Steven AI Talk(English) ·

2025/11/01

The discussion centers on the evolution and future of AI agents, moving beyond simple chat interfaces to autonomous systems performing background tasks. Initially, there's a playful comparison of early agents to "bad interns," but the conversation quickly progresses to the idea of agents becoming more "agentic" as they require less human intervention and can feed their outputs back into themselves as input. The speakers emphasize that the future likely involves a system of

00:06:41

The Forward Deployed Playbook

Steven AI Talk(English) ·

2025/10/31

The YouTube interview with Ben Shariffstein, Head of Product for Scale AI's enterprise application business, discusses the company's dual focus: data labeling for foundational AI models and building custom AI agents for enterprises and governments. Scale AI's "forward-deployed" model involves engineers, product managers, and machine learning specialists embedding with clients to create bespoke AI solutions, acknowledging that enterprises require unique, custom features that

00:06:30

Building AI That Works

Steven AI Talk(English) ·

2025/10/30

The source emphasizes that effective evaluations (evals) are critical for the success of AI applications, highlighting five key lessons. Firstly, evals should demonstrably provide value, enabling rapid product updates with new models and a clear path for incorporating user feedback to improve the product. Secondly, great evals must be engineered, meaning data sets and scoring functions shouldn't be generic but meticulously designed to reflect real-world user experiences. Thirdly, context is

00:06:31

Reducto AI s Accidental Fix

Steven AI Talk(English) ·

2025/10/29

The source provides excerpts from a video transcript featuring the founders of **Reducto**, Adit and Ronak, who discuss their company on the **YC Root Access** YouTube channel. Reducto specializes in converting complex documents—such as insurance claims and financial statements—into **clean, structured data** for **LLM-based use cases** like RAG and summarization. The founders explain that they pivoted to this idea after realizing that no existing solutions effectively solved the "boring"

00:05:18

Box s Journey to Agentic AI

Steven AI Talk(English) ·

2025/10/29

The YouTube video features Ben Kus, CTO of Box, discussing his company's journey into AI, specifically focusing on agentic platforms. Box, an unstructured content platform for large enterprises, initially faced challenges extracting structured data from the vast amount of unstructured data their clients held. While early generative AI models improved data extraction, they struggled with complex documents, diverse file formats, language barriers, and maintaining high accuracy for enterprise

00:06:05

Hightouch Innovate or Die

Steven AI Talk(English) ·

2025/10/28

The source provides an overview of the company **Hightouch** through an interview with its founders, Kashish, Josh, and Tedas, detailing its journey from its inception in the challenging environment of March 2020 to its current status as a billion-dollar company. The founders discuss their initial pivot struggles, their eventual focus on **reverse ETL** to move data from warehouses to business teams, and their continuous need to **innovate** across three distinct phases of growth, culminating in

00:07:49

The Blind Spot of Brilliant AI

Steven AI Talk(English) ·

2025/10/28

Diego Rodriguez, co-founder of Krea.ai, discusses the challenges of evaluating AI-generated content, particularly concerning human perception and aesthetics. He highlights the current limitations of AI models in understanding subjective human reactions, contrasting them with how easily humans assess images, even those with obvious flaws. Rodriguez traces this issue back to how AI is trained on human data, including compressed images from the internet that already contain artifacts. He criticizes

00:06:48

Thinking Machines Lab-On-Policy Distillation:...

Steven AI Talk(English) ·

2025/10/28

The text from "On-Policy Distillation" introduces a method for training smaller "student" Language Models (LLMs) to achieve expert performance by combining the strengths of existing post-training techniques. The authors explain the traditional LLM training stages—pre-training, mid-training, and post-training—and compare two post-training approaches: on-policy training (like Reinforcement Learning, or RL, which offers sparse feedback) and off-policy training (like supervised fine-tuning/distillation,

00:06:57

Hacking the Pentagon

Steven AI Talk(English) ·

2025/10/27

This text provides excerpts from a YouTube video interview with Grant Demory, the co-founder of OneBrief, a company developing software to significantly accelerate military operational planning. Demory explains that traditional military planning relies heavily on Word and PowerPoint, a process that can take years for large operations, but OneBrief uses a card-based system to streamline collaboration and rapidly generate necessary documents like operations orders and plans. He details the

00:06:09

David AI Sound of Future

Steven AI Talk(English) ·

2025/10/27

The transcript features an interview with the founders of David AI, a company specializing in collecting and curating high-quality conversational audio data for voice AI models. The founders, Ben and Tor, discuss their journey through the Y Combinator accelerator, the challenge of finding high-quality, multi-track audio data that is separated at the source, and their subsequent Series A funding of $25 million. They explain that David AI acts as an audio data research lab, developing bespoke data

00:07:14

BlackRock s AI App Engine

Steven AI Talk(English) ·

2025/10/27

In a presentation from the "AI Engineer" YouTube channel, Infant and Vaibhav, engineering directors at BlackRock, explain their strategy for **scaling custom AI and knowledge applications** within the world's largest asset management firm. They highlight how **investment operations teams require complex internal tools** for various tasks, including document extraction, workflow automation, Q&A systems, and agentic systems. The speakers outline significant challenges in app

00:17:33

AI Agent Simulation of Human Behavior

Steven AI Talk(English) ·

2025/10/26

This presentation transcript from a Stanford Global Alumni Webinar details the emerging frontier of AI agent simulation designed to replicate and predict complex human behavior. The speaker argues that traditional decision-making often relies on incomplete data, leading to bad outcomes, and proposes that creating generative AI agents that act as digital twins of people can serve as a "what-if machine" to test strategies before deployment. The overview explains the architecture required for

00:09:17

AI Agent Simulation of Human Behavior

Steven AI Talk(English) ·

2025/10/26

00:13:44

Startup Business Models and Pricing Insights

Steven AI Talk(English) ·

2025/10/26

The video transcript from Y Combinator addresses fundamental aspects of startup business models and pricing, providing a framework for aspiring entrepreneurs. It identifies nine prevalent business models responsible for nearly all billion-dollar companies, noting that Software as a Service (SaaS), transactional businesses, and marketplaces represent the vast majority of successful ventures, especially within the YC Top 100 list. The discussion also stresses the importance of recurring revenue,

00:09:30

Startup Business Models and Pricing Insights

Steven AI Talk(English) ·

2025/10/26

00:09:17

AI Agent Simulation of Human Behavior

Steven AI Talk(English) ·

2025/10/26

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Steven AI Talk(English)

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