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The Confusion Matrix Podcast

@theconfusionmatrix

Alex Loveless and Pete Hodge have lively and candid discussions about data, data science and AI in day to day life, business and beyond. Wherever you get your podcasts.

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17.03.2025
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Latest posts by The Confusion Matrix Podcast @theconfusionmatrix

Can using Generative AI for creativity ever be ethical?
Can using Generative AI for creativity ever be ethical? YouTube video by The Confusion Matrix

@alexlovelessartist.bsky.social and Pete grapple with the ethics of using generative AI in creative work—balancing utility against copyright theft, environmental impact, and career pressure whilst acknowledging there’s no easy resolution.
www.youtube.com/watch?v=6COo...

10.03.2026 21:29 👍 1 🔁 1 💬 0 📌 0
Will AI steal your job?
Will AI steal your job? YouTube video by The Confusion Matrix

alexlovelessartist.bsky.social and Pete examine whether AI will replace jobs within 18 months, discussing automation history, current limitations, and Microsoft’s predictions regarding workplace displacement. www.youtube.com/watch?v=IqbM...

24.02.2026 08:48 👍 1 🔁 1 💬 0 📌 0
Agent coding an LLM chat client – The aftermath
Agent coding an LLM chat client – The aftermath YouTube video by The Confusion Matrix

@alexlovelessartist.bsky.social and Pete discuss AI coding agent limitations after Alex’s LLM client build revealed bugs. They explore testing challenges, agent reliability, and liability concerns preventing enterprise adoption. Listen to the previous episode first.
www.youtube.com/watch?v=PlKf...

10.02.2026 08:40 👍 1 🔁 1 💬 0 📌 0
Agent coding an LLM chat client step-by-step
Agent coding an LLM chat client step-by-step YouTube video by The Confusion Matrix

Alex and Pete discuss Alex’s rebuild of his perma-regenerating LLM chat client. This time he did it properly! No messing, just hardcore, disciplined, systematic, agent-coding goodness. Join them as he walks Pete through the process in excruciating, step-by-step detail www.youtube.com/watch?v=A6RS...

27.01.2026 14:14 👍 0 🔁 0 💬 0 📌 0
Evals and Aliens – How model testing is not a binary affair
Evals and Aliens – How model testing is not a binary affair YouTube video by The Confusion Matrix

Pete and @alexlovelessartist.bsky.social examine AI model evaluation methodologies, comparing traditional machine learning metrics with the qualitative assessment challenges of large language models. Ada establishes that Alien is a horror movie rather than sci-fi.
www.youtube.com/watch?v=FS1B...

05.12.2025 10:20 👍 2 🔁 1 💬 0 📌 0

Pete and alexlovelessartist.bsky.social dig into cybersecurity risks with AI agents and systems. They cover two problems: people coding applications without security knowledge, and hackers exploiting AI. Despite this, they believe most vulnerabilities are manageable.
www.youtube.com/watch?v=KOsW...

18.11.2025 17:10 👍 0 🔁 0 💬 0 📌 0
GenAI, the state of it! Returns!
GenAI, the state of it! Returns! YouTube video by The Confusion Matrix

Pete and alexlovelessartist.bsky.social recap their AI discussions, covering why language model “hallucinations” are normal behaviour, how most AI proof-of-concepts fail due to poor ideas rather than technical issues, the impact on jobs and the rise of AI agents.
www.youtube.com/watch?v=06Jm...

04.11.2025 14:14 👍 1 🔁 1 💬 0 📌 0
No Surprises – Analysis of The GenAI Divide MIT Report
No Surprises – Analysis of The GenAI Divide MIT Report YouTube video by The Confusion Matrix

alexlovelessartist.bsky.social and Pete discuss MIT’s study revealing 95% of GenAI projects fail despite massive enterprise investment. They explore why companies struggle to scale beyond pilots, the “shadow AI economy” of personal AI tools, and practical strategies.
www.youtube.com/watch?v=Ushm...

28.10.2025 21:06 👍 3 🔁 1 💬 0 📌 0
Terminal Velocity – LLMs and The Inexorable March to Text First UIs
Terminal Velocity – LLMs and The Inexorable March to Text First UIs YouTube video by The Confusion Matrix

@alexlovelessartist.bsky.social explains his slow but unstoppable gravitation to text based interfaces and an “everything via the terminal” mentality. Pete and Alex take a ramble through the history of nerdy user interfaces, discuss why keyboard layouts are stupid.
www.youtube.com/watch?v=Mjw5...

16.10.2025 09:55 👍 1 🔁 1 💬 0 📌 0
Peak LLM = Peak Swiss Cheese
Peak LLM = Peak Swiss Cheese YouTube video by The Confusion Matrix

Pete and @alexlovelessartist.bsky.social ponder whether we are at the point where LLMs are as good as they are going to get, and what the implications of this are. This requires a dip into the murky depths of what businesses exist to do and how LLMs impact this.
www.youtube.com/watch?v=zk29...

07.10.2025 09:31 👍 1 🔁 1 💬 0 📌 0
AI Coded Personalised Software – Brave New World or Brand New Apocalypse
AI Coded Personalised Software – Brave New World or Brand New Apocalypse YouTube video by The Confusion Matrix

Join @alexlovelessartist.bsky.social and Pete as they discuss building software that suits only your needs and idiosyn-crazies using AI. Surely this is a good thing, and not just another apocalypse in disguise? There’s only one way to find out!
www.youtube.com/watch?v=GYIc...

29.09.2025 11:31 👍 1 🔁 1 💬 0 📌 0
LLM Quality Assurance Part 2 – Blowing Hot and Cold about Demand Side QA
LLM Quality Assurance Part 2 – Blowing Hot and Cold about Demand Side QA YouTube video by The Confusion Matrix

Pete and @alexlovelessartist.bsky.social discuss the challenges of deploying language models in end-user facing systems, the dilemma of diversity vs accuracy of output, and how all of this is a giant headache for data scientists and software engineers alike.

www.youtube.com/watch?v=u7XT...

24.09.2025 07:28 👍 1 🔁 1 💬 0 📌 1
LLM Quality Assurance Part 1 – Supply Side QA, model accuracy and why cheese is not a fruit
LLM Quality Assurance Part 1 – Supply Side QA, model accuracy and why cheese is not a fruit YouTube video by The Confusion Matrix

Pete and @alexlovelessartist.bsky.social discuss the challenges of training models for accuracy, reliability and capability, and various techniques that are being used to ensure these. Alex makes an impassioned case for why cheese should be considered a fruit!
www.youtube.com/watch?v=pnQK...

19.09.2025 10:51 👍 1 🔁 1 💬 0 📌 0
BI, the state of it!
BI, the state of it! YouTube video by The Confusion Matrix

@alexlovelessartist.bsky.social and Pete battle the demons of unruly technology to give you a brief history of Business Intelligence and their relationship with it. It all seems to still be about dashboards, why this sucks and offer alternatives. And yes, AI appears!
www.youtube.com/watch?v=Fmu_...

18.09.2025 15:26 👍 1 🔁 1 💬 0 📌 0
GenAI, the state of it!
GenAI, the state of it! YouTube video by The Confusion Matrix

Pete and @alexlovelessartist.bsky.social discuss the range of views on the impact of GenAI on jobs, the intractable situation that decision makers find themselves in regarding AI adoption, the marvels of modern enterprise procurement, and the AI pricing problem.

www.youtube.com/watch?v=qZjP...

16.09.2025 13:11 👍 1 🔁 1 💬 0 📌 0
Agents of Chaos – Deadlines and the Dangers of Delegating to AI Agents
Agents of Chaos – Deadlines and the Dangers of Delegating to AI Agents YouTube video by The Confusion Matrix

Alex recounts his harrowing tale of vibe coding hubris, a rogue AI agent, a busted deadline and a bruised ego. He and Pete discuss using AI agents in mission critical work, the need for actual tech skills, and how managing them is similar to managing humans.

www.youtube.com/watch?v=9rxR...

10.09.2025 10:13 👍 2 🔁 0 💬 0 📌 1
Eldritch Coding Vibes
Eldritch Coding Vibes YouTube video by The Confusion Matrix

The Confusion Matrix - Eldritch Coding Vibes

Alex’s attempts to converse with the Old Gods via the medium of coding leads to a lively discussion about the merits (and dangers) of vibe coding, the unreasonable effectiveness of Warp terminal, and how LLMs can help in education.

youtu.be/wJ1ydWVN6tM

06.06.2025 07:59 👍 0 🔁 0 💬 0 📌 1
LLMs – The Good, The Bad, and the Ugly
LLMs – The Good, The Bad, and the Ugly YouTube video by The Confusion Matrix

The Confusion Matrix episode 3 - When is a book not a book? When it’s an AI book!

Things get heated is Alex and Pete debate the merits of LLMs for authoring books, the dangers of using labels like “PhD level thinking” to models, and the limitations of the associated benchmarks

youtu.be/xWQDVKe7POQ

17.03.2025 17:43 👍 5 🔁 1 💬 0 📌 0
LLMs – The Good, The Bad, and the Ugly
LLMs – The Good, The Bad, and the Ugly YouTube video by The Confusion Matrix

The Confusion Matrix episode 2 - Confusion Matrices and Confusing Behaviour

Alex and Pete discuss the creation of their podcast’s visuals and soundtrack using AI tools, the concept of the confusion matrix in ML, and the importance of questioning overly accurate models.

youtu.be/xWQDVKe7POQ

17.03.2025 17:42 👍 1 🔁 1 💬 0 📌 0
LLMs – The Good, The Bad, and the Ugly
LLMs – The Good, The Bad, and the Ugly YouTube video by The Confusion Matrix

The Confusion Matrix, episode 1 - LLMs – The Good, The Bad, and the Ugly

Alex and Pete kick off their new podcast by dipping their toes in the murky waters of LLMs and how they seem to be insinuating their way in to all manner of aspects of their lives. Good or bad or ugly?

youtu.be/xWQDVKe7POQ

17.03.2025 17:40 👍 1 🔁 1 💬 0 📌 0
When is a book not a book? When it’s an AI book!
When is a book not a book? When it’s an AI book! YouTube video by The Confusion Matrix

Myself and Pete Hodge have a new podcast. It's called The Confusion Matrix where we have lively and candid discussions about data, data science and AI in day to day life, business and beyond.

Wherever you get your podcasts.

Here's the latest episode: youtu.be/vvfbv4MbaaY

17.03.2025 17:29 👍 2 🔁 2 💬 0 📌 0