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PODCAST

Smart Enterprises: AI Frontiers

Welcome to Smart Enterprises: AI Frontiers, where we explore the cutting-edge of AI technology and its impact on enterprise and business transformation. Join us as we dive into the latest innovations, strategies, and success stories, helping businesses harness the power of AI to stay competitive in an ever-evolving market. Whether you"re an industry leader or just getting started with AI, this podcast is your go-to resource for actionable insights and expert analysis.

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All Episodes

00:22:29

Agent-as-a-Judge: The Future of Evaluating AI Systems

Smart Enterprises: AI Frontiers ·

2024/10/24

In this episode of Smart Enterprises: AI Frontiers, we dive into the innovative framework of 'Agent-as-a-Judge,' where AI agents are used to evaluate other AI systems. Drawing from the latest research, we explore how this new evaluation method surpasses traditional benchmarks and human evaluations in assessing agentic systems. We discuss the significance of this development for code generation tasks and the introduction of the DevAI dataset, which is transforming the way we assess AI's performance

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00:18:02

Optimizing AI Pretraining Data: The Power of...

Smart Enterprises: AI Frontiers ·

2024/10/24

In this episode of Smart Enterprises: AI Frontiers, we explore a groundbreaking approach to improving large language model (LLM) performance by selecting high-quality pretraining data using perplexity correlations. We delve into the research that demonstrates how measuring the correlation between LLM losses and downstream benchmark performance can help businesses optimize pretraining data without the need for costly retraining. Join us as we unpack this efficient method and its potential to

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00:16:59

Thinking LLMs: Revolutionizing Instruction Following...

Smart Enterprises: AI Frontiers ·

2024/10/24

In this episode of Smart Enterprises: AI Frontiers, we delve into the groundbreaking concept of 'Thinking LLMs,' which introduces internal thought generation as a core mechanism for enhancing instruction following in large language models. This new approach empowers LLMs to 'think' before responding, leading to improved performance across complex reasoning, problem-solving, and even creative tasks. Join us as we explore how this innovative technique, called Thought Preference Optimization, works,

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00:17:30

Token Bias in AI: Are Large Language Models Real...

Smart Enterprises: AI Frontiers ·

2024/10/24

In this episode of Smart Enterprises: AI Frontiers, we dive into the fascinating world of token bias and its implications for AI reasoning. Drawing from the latest research, we explore whether large language models like GPT-4 genuinely understand logical reasoning or simply rely on superficial token patterns. We discuss the experimental results that reveal critical limitations in AI's reasoning abilities, highlighting how token bias affects performance on tasks such as the conjunction fallacy. Join

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00:15:08

Automating Data Engineering with AI: Overcoming...

Smart Enterprises: AI Frontiers ·

2024/10/24

In this episode of Smart Enterprises: AI Frontiers, we explore the complexities of automating data engineering tasks in large enterprises using Large Language Models (LLMs). Drawing from a real-world case study on matching payments to invoices, we discuss the unique challenges that arise when working with complex enterprise data, including multi-matches, scattered tables, and human errors. Join us as we break down how LLMs are revolutionizing data engineering, the limitations they still face, and

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00:11:59

Mathematics in AI: Breaking Through Limitations

Smart Enterprises: AI Frontiers ·

2024/10/24

In this episode of Smart Enterprises: AI Frontiers, we explore the intriguing findings from the research on GSM-Symbolic, a new benchmark designed to evaluate the mathematical reasoning capabilities of large language models (LLMs). As AI advances, its ability to handle formal reasoning and complex math has been a major challenge. We discuss how the GSM-Symbolic benchmark uncovers critical flaws in AI's problem-solving, highlighting performance drops and revealing that models struggle with

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00:18:36

Chain-of-Thought: Unlocking AI’s Mathematical and...

Smart Enterprises: AI Frontiers ·

2024/10/24

In this episode of Smart Enterprises: AI Frontiers, we dive deep into the cutting-edge research on the Chain-of-Thought (CoT) prompting technique and its effectiveness in enhancing AI's problem-solving capabilities. Drawing from the latest paper, To CoT or Not to CoT?, we explore how CoT helps AI excel in math, logic, and symbolic reasoning, while providing limited improvements in other areas. Join us as we break down the key findings, discuss real-world applications, and explore the future of

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00:09:56

Machines of Loving Grace: AI’s Path to a Positive Future

Smart Enterprises: AI Frontiers ·

2024/10/24

In this episode of Smart Enterprises: AI Frontiers, we dive into Dario Amodei’s insightful vision of a world where AI not only mitigates risks but transforms humanity for the better. Drawing from his essay Machines of Loving Grace, we explore the radical potential of AI in fields like biology, neuroscience, economic development, and governance. Amodei challenges us to think beyond dystopian fears, envisioning a future where powerful AI systems revolutionize health, solve complex global issues, and

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00:28:34

State of AI - AIR STREET CAPITAL REPORT

Smart Enterprises: AI Frontiers ·

2024/10/24

In this episode of Smart Enterprises: AI Frontiers, we explore the latest findings from the 2024 State of AI report, diving into the most significant breakthroughs, challenges, and predictions in the AI landscape. From cutting-edge research in generative AI and multimodal models to the evolving industry dynamics shaped by NVIDIA’s dominance, we examine the intersection of AI, business, and technology. We also explore the geopolitical and safety considerations around AI regulation and its impact on

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00:26:18

The State of AI - Navigating the present and promise...

Smart Enterprises: AI Frontiers ·

2024/10/23

Welcome to Smart Enterprises: AI Frontiers, where we explore the transformative impact of AI on enterprise and business operations. In this episode, we delve into the latest insights from the September 2024 State of AI report by ICONIQ Analytics, examining how large enterprises are navigating generative AI adoption. From improving productivity to boosting operational efficiency, we discuss key challenges, ROI expectations, and strategies for integrating AI into existing infrastructures. Join us as

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