David Such

Embedded AI - Intelligence at the Deep Edge

“ Intelligence at the Deep Edge ” is a podcast exploring the fascinating intersection of embedded systems and artificial intelligence. Dive into the world of cutting-edge technology as we discuss how AI is revolutionizing edge devices, enabling smarter sensors, efficient machine learning models, and real-time decision-making at the edge. Discover more on Embedded AI (https://medium.com/embedded-ai) — our companion publication where we detail the ideas, projects, and breakthroughs featured on the podcast. Help support the podcast - https://www.buzzsprout.com/2429696/support

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Author

David Such

Category

Education

Podcast website

embeddedai.buzzsprout.com

Latest episode

Nov 8, 2026

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Episodes

What’s Holding AI Agents Back? 13.10.2025

Send us Fan Mail In this episode, we explore why today’s AI agents, despite huge advances, still fall short of true, unsupervised autonomy. We break down the findings from two key studies that map out both the architectural and operational barriers to fully independent systems. First, we describe the four levels of agent autonomy , showing why most current systems are stuck at Level 2 or 3. We dis...

The Acquisition of Arduino: Innovation or Absorption? 10.10.2025

Send us Fan Mail In a move that's sending shockwaves through the maker community, Qualcomm has officially acquired Arduino. In this episode, we look at one of the biggest tech stories of October 2025. First, we explore the "why" behind this deal. While Arduino democratized electronics, its core technology was falling behind modern 32-bit competitors. We discuss how this acquisition...

AI Governance for Australian Companies 07.10.2025

Send us Fan Mail Is your business prepared for Australia's shift from voluntary AI ethics to mandatory regulation? In this episode, we unpack a comprehensive guide for establishing a robust AI governance framework within large Australian enterprises. Learn about the multi-layered governance structure, the five core policies you need to implement, and how to create a tiered training program th...

Demystifying AI and Practical Applications 04.10.2025

Send us Fan Mail In this episode, we ask: Is the rise of Artificial Intelligence as pivotal as the invention of electricity or the internet? We look at this history-shifting moment by tracing AI's evolution from the first "perceptron" in the 1950s, through the infamous "AI Winter," to today's deep learning revolution. We then peek under the hood of the Large Language...

Why Autonomous AI Agents Are the Next Frontier 29.09.2025

Send us Fan Mail In this episode, we explore why autonomous AI agents are being called the next frontier for business.  We're moving beyond isolated AI projects and into the era of the "agentic enterprise," where intelligent, autonomous agents are woven directly into the fabric of daily operations. But what exactly is an AI agent? We break down their key traits— autonomy, adaptabili...

LLM Bias: Implications for Corporations rolling out AI 23.09.2025

Send us Fan Mail In this episode, we dive into one of the biggest challenges in AI today, bias in large language models. The research shows that these models don’t represent all of humanity; instead, they overwhelmingly reflect the values and psychology of Western, Educated, Industrialized, Rich, and Democratic, or “WEIRD”, societies.  One source frames this as more than just an ethical problem. I...

Deterministic LLMs: Claims and Challenges 20.09.2025

Send us Fan Mail In this episode, we investigate the growing conversation around deterministic large language models (LLMs), models designed to always return the same output for the same input. We contrast this with the more common stochastic LLMs that rely on random sampling and parallel computation, making their outputs variable even with identical prompts. We explore the engineering efforts aim...

LLM Scaling Plateau and the Future of AI Innovation 18.09.2025

Send us Fan Mail In this episode, we explore the emerging reality of a "generative AI plateau." For years, the path to better AI has been a simple one: bigger models, more data, and more compute. But now, that brute-force approach is showing diminishing returns. We'll discuss why the industry is hitting this wall, what new strategies are emerging to break through it, and what this a...

How to integrate AI into Organizations 16.09.2025

Send us Fan Mail In today's episode, we're tackling one of the biggest questions facing modern businesses: What's the best way to introduce AI tools to your organization? Is it a top-down corporate mandate, or a bottom-up, grassroots movement? We'll explore the pros and cons of both, and reveal what the data shows is the most effective approach. The future of AI in business isn...

Do AI Models Have a Mind Without Memory? 13.09.2025

Send us Fan Mail Exploring what it means for a system to converse like a human but forget like a goldfish. Today, we're diving into a topic that's both a technical puzzle and a philosophical mystery: the statelessness of large language models , or LLMs. Think about the last conversation you had with an AI. It felt real, didn't it? It seemed to understand you, to reason, and to respo...

Impact of AI on Democracy and the Global Economy 11.09.2025

Send us Fan Mail In this episode, we dive into the profound ways artificial intelligence (AI) is reshaping democracy and the global economy. The discussion looks at how AI-driven misinformation, digital authoritarianism, and the growing dominance of tech giants are eroding public trust and threatening the integrity of elections. On the economic front, we explore how AI is transforming labor market...

AI: A New Pivotal Moment in Human History? 07.09.2025

Send us Fan Mail In this episode, we explore the idea that Artificial Intelligence marks one of the great turning points in human history, on par with the Agricultural, Printing, and Industrial Revolutions. By looking back at how past revolutions reorganized labor, democratized resources, and reshaped societies, we frame AI as the next major epoch—one that automates cognitive tasks and even democr...

Vibe Coding: English as a Programming Language 02.09.2025

Send us Fan Mail In this episode, we explore the fascinating new trend of vibe coding , where Large Language Models transform natural language into a programming interface. We trace the history of programming languages and natural language processing to show how this approach represents the next big leap in software abstraction. Alongside the excitement, we discuss the technical hurdles—from limit...

Embodied Intelligence: A Necessary Next Step? 25.08.2025

Send us Fan Mail In this episode, we investigate Embodied Intelligence —the argument that true artificial intelligence can’t exist in isolation from the physical world. Unlike today’s Large Language Models, which lack grounded understanding and causal reasoning, embodied AI seeks to merge perception, action, and reasoning through direct interaction with the environment. We explore the technical bl...

AI: 50% Job Loss or the Great Reallocation? 30.07.2025

Send us Fan Mail The headlines scream, "50% of jobs gone in 1-5 years!" Do you need to be worried or have we seen this all before? In this episode, we explore how Artificial Intelligence is reshaping the white-collar workforce—not by wiping out jobs, but by reallocating tasks. Rather than triggering mass unemployment, AI is automating routine cognitive work and amplifying productivity. I...

The Sentient Facility: AI and Digital Twins in FM 24.07.2025

Send us Fan Mail In this episode, we explore how Artificial Intelligence and Digital Twin technology are revolutionizing the Facilities Management (FM) industry. No longer a reactive, behind-the-scenes function, FM is evolving into a proactive, data-driven strategic asset. We unpack the powerful synergy between AI and Digital Twins—where real-time building replicas meet intelligent analytics—to de...

Cognitive Sovereignty - Australia's AGI Strategy 20.07.2025

Send us Fan Mail In this episode, we look at the escalating global race for Artificial General Intelligence (AGI), exploring its high-stakes geopolitical implications. Drawing comparisons to the Cold War nuclear arms race, the discussion highlights how AGI differs as a dual-use technology—harder to regulate, verify, and contain. We shift focus to Australia’s position in this unfolding competition,...

Modelling the Primitive Brain in AI 28.06.2025

Send us Fan Mail In this episode, we explore a bold new vision for artificial intelligence, one that moves beyond the current neocortex-inspired focus of large language models like ChatGPT. Instead of relying solely on high-level reasoning and language, the discussion centers around a “bottom-up” approach grounded in biology and evolution. Drawing inspiration from the brain’s older, more primal st...

Beyond Words: AI Theories and the Nature of Intelligence 21.06.2025

Send us Fan Mail This episode looks at three leading theories shaping the future of artificial intelligence. First, it looks at Large Language Models (LLMs), which argue that mastering language is the key to intelligence. Then, it explores the “Thousand Brains” theory, a neuroscience-inspired view that sees intelligence as the product of many cortical columns independently modeling the world throu...

Self-learning and Continuous Learning for AI 09.06.2025

Send us Fan Mail In this episode, we investigate the world of self-learning and continuously adapting AI systems—technologies that allow machines to learn, retain, and apply knowledge over time without constant human input. The discussion breaks down key concepts like lifelong learning, incremental learning, and how they form the building blocks of future Artificial General Intelligence (AGI). Lis...

Are you getting too close to your AI? 06.06.2025

Send us Fan Mail Podcast Summary: In this episode, we explore the growing emotional bonds forming between humans and artificial intelligence. Drawing from recent research, including a groundbreaking study from Waseda University, we unpack how people experience attachment to AI through lenses traditionally used in human attachment theory—like anxiety and avoidance. The discussion emphasizes that wh...

Why Large Language Models think differently to us 01.06.2025

Send us Fan Mail This episode explores the world of embeddings, mathematical representations that allow Large Language Models (LLMs) like ChatGPT to “think” in thousands of dimensions. While humans are limited to conceptualizing in three dimensions, LLMs operate in 2048 or more, using embeddings to encode meaning and capture semantic relationships between words.  The discussion contrasts this form...

AlphaEvolve and Genetic Machine Learning 27.05.2025

Send us Fan Mail In this episode, we look at  AlphaEvolve , a breakthrough system from Google DeepMind that’s redefining how AI contributes to scientific and algorithmic discovery. Blending evolutionary computation with powerful language models like Gemini , AlphaEvolve operates in a self-improving loop - generating, testing, and refining code to tackle complex, human-defined problems. We explore...

Google Stitch AI UI/UX Design - What is it good for? 26.05.2025

Send us Fan Mail In this episode, we explore Google Stitch, an experimental AI tool powered by Gemini models that’s aiming to reshape how user interfaces are conceived and built. Stitch lets users generate UI layouts and front-end code from simple text or image prompts, acting as a rapid prototyping engine to bridge the gap between design ideas and functional code. We discuss how the tool accelera...

Life after AI: The Future of Work 19.05.2025

Send us Fan Mail In this episode, we explore how artificial intelligence is set to reshape the job market over the coming decade, from 2025 to 2035. We unpack the dual forces at play— automation that may displace certain roles , and the simultaneous creation of new opportunities driven by AI innovation. Rather than a net loss, the data points toward a shift: a changing landscape where skills, not...

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