PODCAST · technology
Beyond the Algorithm
by AI
Dive deeper than buzzwords with "Beyond the Algorithm." This podcast explores the human side of AI, translating technical breakthroughs into strategic insights for leaders, creatives, and innovators. Understand not just what AI can do, but what it means for you and your industry.
Episodes
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Can AI Really Learn from its Mistakes?
This episode of Beyond the Algorithm explores a novel method for improving AI performance using language feedback. The sources examine Language Feedback Models (LFMs), which leverage the world knowledge of large language models (LLMs) to identify and reward “desirable behaviour” in AI agents.
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AI Hallucinations: A Glitch in the Matrix of History?
This episode of Beyond the Algorithm explores the unavoidable issue of hallucinations in Large Language Models (LLMs). Using mathematical and logical proofs, the sources argue that the very structure of LLMs makes hallucinations an inherent feature, not just occasional errors. From incomplete...
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Can LLMs Think Like Humans? Exploring Neurosymbolic AI
This episode examines the limitations of Large Language Models (LLMs) when it comes to complex reasoning tasks. While LLMs excel at linguistic tasks, they often struggle with problems that require non-linear, multi-step deduction, a challenge highlighted in the article's newly introduced…
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Improving LLM Performance with "Method Acting"
This episode of Beyond the Algorithm explores a new approach to working with large language models: thinking of them as "method actors." The sources present this mental model as a framework for prompt engineering and architecture, likening LLMs to actors, prompts to scripts, and LLM responses to...
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The Rise of Diffusion Models: From Image Generation to Drug Design
This episode of Beyond the Algorithm explores diffusion models, a powerful type of AI model that is rapidly changing the world. Diffusion models learn to generate data by reversing a process of gradual noising, and they have been shown to outperform other generative models in many applications,...
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Beyond Spreadsheets: How AI is Revolutionising Financial Analysis
This episode of Beyond the Algorithm explores FISHNET, a new AI system designed to analyze complex financial data. Instead of relying on costly, fine-tuned language models, FISHNET uses a team of specialized AI agents, each expert in a different type of financial document, to gather insights from...
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Can AI Really See?
Can AI truly see and understand visual information like humans do? This episode of Beyond the Algorithm explores a groundbreaking new method called "Whiteboard-of-Thought" that's changing the way AI approaches visual reasoning. Unlike humans who naturally switch between words and images when...
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The Power of Attention: How the Transformer Model Achieves State-of-the-Art Results
This episode introduces the "Transformer," the new neural network architecture that challenged the traditional encoder-decoder structure used in sequence transduction models. Instead of recurrent or convolutional layers, the Transformer relies on "multi-head self-attention" to process sequential...
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Beyond Human Limits: Can AI Out-Innovate Researchers?
This episode examines the potential for Large Language Models (LLMs) to revolutionize the way we generate research ideas. The discussion focuses on a novel framework called the "Chain-of-Ideas" (CoI) agent, which draws inspiration from the cognitive processes of human researchers. The episode...
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Beyond Clicks and Scrolls: A New Era of Web Agents
Episode 11 explores AGENTOCCAM, a surprisingly simple AI agent that redefines web navigation. This agent challenges the notion that complex strategies are needed for AI to effectively use the web. Instead of relying on intricate designs, AGENTOCCAM leverages the power of large language models...
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Can AI Predict the Future?
Episode 10 explores the question of whether language models can forecast events with the same accuracy as human experts. The discussion centers on a new AI system that retrieves relevant information from news sources, reasons about potential outcomes, and aggregates predictions to make forecasts....
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Beyond Grid Drilling: AI-Powered Exploration for a Sustainable Future
Episode 9 explores a revolutionary AI-powered approach that could change the game. Researchers have developed "Intelligent Prospector v2.0," an AI agent that acts as a geologist, using geological hypotheses and data from previous drilling to strategically target the most promising locations for…
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From "What?" to "How?": Making AI Planning More Human-Like
This episode tackles the challenge of AI planning with goals that refer to objects using descriptions rather than unique names, such as "place the yellow block on the blue block" without specifying which blocks to use. The authors propose a new method that uses Graph Neural Networks (GNNs) to…
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The AI Scientist: Automating Scientific Discovery
This episode introduces "The AI Scientist," a system designed to automate the scientific research process using large language models (LLMs). The AI Scientist can generate research ideas, design and execute experiments, analyse results, and even write research papers, all with minimal human...
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Why Autonomy Could Reshape Decentralization
We explore "Progressive Autonomy" in DAOs, focusing on gradually shifting control from human governance to automated systems driven by smart contracts. The authors propose a four-stage framework: starting with assessing which DAO functions could benefit from automation, then gradually integrating...
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The AI Mystic: Can Machines Experience Unity and Ego Death?
This research explores how reducing the influence of language in AI models, similar to the effects of psychedelics or meditation on the human brain, can simulate altered states of consciousness. The researchers systematically manipulated text and image attention weights in AI models, finding that...
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Beyond Words: Training AI to Decode Human Intentions for Seamless Collaboration
Researchers have developed a new framework called FISER, which stands for "Follow Instructions with Social and Embodied Reasoning," to help AI better understand and respond to ambiguous human instructions. FISER accomplishes this by explicitly modeling human intentions through two phases: "Social...
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Beyond Text: Can AI Search Understand Images Too?
This podcast introduces MMSEARCH, a new benchmark designed to evaluate how well large multimodal models (LMMs) can function as AI-powered search engines that understand both text and images. The authors argue that existing AI search engines are limited by their focus on text-only settings,...
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From User to Creator: Can LLMs Build Their Own Tools?
This episode explores how large language models (LLMs) are being taught to use external tools to enhance their problem-solving abilities. The authors of the paper present a standardized paradigm for tool integration, outlining the steps involved in understanding user intent, selecting the...
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Beyond Basic RAG: How Contextual Retrieval is Changing the AI Game
Get ready for an eye-opening exploration of Contextual Retrieval, the innovative technique reshaping how AI understands and uses information. In this episode, we break down why traditional methods fall short and how this new approach is like giving AI a pair of reading glasses. Discover how…
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ABOUT THIS SHOW
Dive deeper than buzzwords with "Beyond the Algorithm." This podcast explores the human side of AI, translating technical breakthroughs into strategic insights for leaders, creatives, and innovators. Understand not just what AI can do, but what it means for you and your industry.
HOSTED BY
AI
CATEGORIES
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Frequently Asked Questions
How many episodes does Beyond the Algorithm have?
Beyond the Algorithm currently has 20 episodes available on PodParley. New episodes are automatically indexed when they're published to the podcast feed.
What is Beyond the Algorithm about?
Dive deeper than buzzwords with "Beyond the Algorithm." This podcast explores the human side of AI, translating technical breakthroughs into strategic insights for leaders, creatives, and innovators. Understand not just what AI can do, but what it means for you and your industry.
How often does Beyond the Algorithm release new episodes?
Beyond the Algorithm has 20 episodes. Check the episode list to see recent publication dates and frequency.
Where can I listen to Beyond the Algorithm?
You can listen to Beyond the Algorithm on PodParley by clicking any episode. We provide an embedded audio player for direct listening, and you can also subscribe via your preferred podcast app using the RSS feed.
Who hosts Beyond the Algorithm?
Beyond the Algorithm is created and hosted by AI.
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