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Tag Archives: Artificial Intelligence

Deep Learning, Shallow Understanding – Unplugged

09 Tue Dec 2025

Posted by Martyn Jones in Inform, educate and entertain.

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Tags

AI, Artificial Intelligence, chatgpt, machine learning, technology


Why Our AI Hypecycle Keeps Eating Itself

By Martyn Rhisiart Jones
For Energy Unplugged
– a Cambriano partner


Walk through any tech conference today, and you can feel it: the hum of inevitability. AI will cure diseases. It will drive cars and write novels. AI will run governments. If you believe the BS booth graphics, it will probably solve loneliness, too.

The problem is, we’ve been here before.

Artificial intelligence has been promising to change everything since the 1950s. And every decade or so, we rediscover the same fundamental truth: machines don’t magically create wisdom. They just scale whatever understanding, or misunderstanding, we feed them.

I know this because I spent years building the early stuff. Neural networks, parallel distributed processing, and automatic feature extraction. The “deep learning” of 1987 with less RAM and worse haircuts. The technology was exciting, even miraculous. But back then, as now, it struggled to live up to the grand claims that surrounded it.

And today, the hype is louder than ever.

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The Seven Horsemen of the Techpocalypse

08 Mon Dec 2025

Posted by Martyn Jones in Inform, educate and entertain.

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Tags

AI, Artificial Intelligence, boom, burn, Business, bust, chatgpt, crash, tech, technology, wreck


Martyn Rhisiart Jones

Galicia, Spain. 7th December 2025.

A Late-2025 Update from the Edge of the Abyss

Darlings, it’s December 2025 and the party is now officially sweaty. The champagne has gone warm. Someone’s been sick in the ficus. The DJ is playing the same four AI remixes on loop. He is frantically checking the fire exits. Here is your updated field guide to the seven trends. These were going to “reshape humanity.” Now they are mostly reshaping venture capitalists’ therapy bills.

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Adopt These Top 5 Business Trends for 2026 or Else

08 Mon Dec 2025

Posted by Martyn Jones in Inform, educate and entertain.

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Tags

AI, Artificial Intelligence, chatgpt, technology, writing


The Christmas Special Editorial Team

Madrid, 8th December 2025

Imagine the stage is almost completely dark. One spotlight, maybe two. Our favourite standup philosopher stands perfectly still for eight full seconds. He just breathes through his nose. It’s like a man who’s just found a half-eaten kebab in his coat pocket from 2009. Then, very slowly, he begins.

Thank you… thank you for coming… to our Good Strat and LinkedIn dog and pony show.

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Essential AI Terms Defined: A Comprehensive Guide

06 Sat Dec 2025

Posted by Martyn Jones in Inform, educate and entertain.

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AI, Artificial Intelligence, chatgpt, llm, technology, terms


Martyn Rhisiart Jones

A Coruña, 6th December 2025

Here is the full content of Popular AI Terms Explained, transcribed as clean, readable text tables, organised by section.

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Why Old-School Logic is Key for AI Reliability

06 Sat Dec 2025

Posted by Martyn Jones in Inform, educate and entertain.

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Tags

AI, Artificial Intelligence, blackboard-system, Business Rules, chatgpt, expert system, explainability, intelligent-actors, llm, MAPPER/ESD, modus-ponens, production rules, rule-set-management, rule-sets, rules, technology, Unisys


Martyn Rhisiart Jones, Sir Afilonius Rex, Lile de Alba and our agentic intelligent actor, Selina Savant.

Spain, 6th December 2025.

The Logic Layer: Why Old-School Rules Are the New Guardrails for Generative AI

A hybrid renaissance is quietly rewriting the future of trustworthy artificial intelligence. The great folks here at Good Strat humbly champion this movement. In the fevered race to build ever-larger language models, a counterintuitive truth has begun to emerge from the labs. Surprisingly, sometimes the best way to make AI smarter is to shackle it with centuries-old logic. Modus ponens is that dusty Latin phrase from Aristotelian syllogism (“if P then Q; P, therefore Q”). It is enjoying an unexpected second act. It has become one of the most promising tools for keeping generative AI honest. It helps make AI coherent and, dare one say, responsible.

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Holy shit! Understanding Goal-Directed Autonomous AI Systems

05 Fri Dec 2025

Posted by Martyn Jones in Inform, educate and entertain.

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Tags

AI, ai-hype, ai-shysters, Artificial Intelligence, chatgpt, machine learning, technology


The Emergence of Goal-Directed Autonomous AI Systems: An Evidence-Based Enterprise Framework

Sir Horatio Pollox with the collaboration of Martyn Rhisiart Jones, Lila de Alba and Sir Afilonius Rex

London, Paris, New York and A Coruña, 5th December 2025

Autonomous AI agents are goal-directed systems. They show planning, tool-use, long-horizon reasoning, and continuous execution. This signifies a phase transition in the capabilities of artificial intelligence.

Recent benchmarking (e.g., GAGA-MAGA, GAIA&GAIA, WebSerena, and AgentBotch) shows state-of-the-art agents now outperform human baselines on multi-step, real-world tasks by margins exceeding 1040 %.

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The Future of Data Warehousing: Boring Yet Effective

05 Fri Dec 2025

Posted by Martyn Jones in Inform, educate and entertain.

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Tags

AI, Architecture, Artificial Intelligence, cloud, Data Warehouse, data-strategy, technology


Why Data Warehousing Is the Boring, Brutal, Beautiful Future of Data

Martyn Rhisiart Jones

A Coruña, 5/12/2025

The modern enterprise data stack looks less like technology and more like cyberpunk plumbing. Pipes are rerouted through pipes. Valves are attached to valves. Layers are placed on top of each other until the whole thing resembles a drawing. It’s like a creation made by a caffeinated child let loose on a whiteboard. Data lakes are here. A data mesh is over there. A lakehouse is balanced precariously on top. It resembles a loft extension built by someone who learnt carpentry from TikTok.

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The Tech Industry Has Become a Vending Machine for Bullshit

04 Thu Dec 2025

Posted by Martyn Jones in Inform, educate and entertain.

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Tags

AI, Artificial Intelligence, bullshit, Business, chatgpt, technology


The Tech Industry’s Illusion of Innovation

Martyn Rhisiart Jones

Oza-Cesuras, 4th December 2025

There’s a moment in every hype cycle when reality taps the industry on the shoulder and whispers, “This isn‘t working.“ And every time that moment arrives, tech responds with the grace of a cornered raccoon.

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An Abridged Guide to Agentic AI (With a Side of Existential Dread)

03 Wed Dec 2025

Posted by Martyn Jones in Inform, educate and entertain.

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Tags

AI, Artificial Intelligence, chatgpt, technology, writing


Martyn Rhisiart Jones and Lila de Alba

What is Agentic AI?

It’s not your obedient chatbot anymore. It’s a proactive and goal-driven system. It plans and reasons. It uses tools like browsers, APIs, and code editors. It keeps working until the job is done. Often, it requires zero human hand-holding.

Think: a tireless, hyper-competent underling who takes care of everything. They book your Provençal villa and negotiate the rate. They also curate restaurants and arrange transfers, all while you’re already on the rosé.

Continue reading →

How Agentic AI Is Reshaping Work and Life Balance

02 Tue Dec 2025

Posted by Martyn Jones in AI, All Data, Analytics, anthropology, Architecture, Artificial Intelligence, Ask Martyn

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Tags

AI, Artificial Intelligence, chatgpt, machine learning, technology


Martyn Rhisiart Jones

A Coruña, 2nd December 2025

Agentic AI – The 007 of Computer Bonding

Introduction

Agentic AI refers to advanced AI agents. They are capable of independently chasing ambitious, open-ended objectives. These agents break tasks into steps and reason iteratively. They wield tools and persist through obstacles with minimal human guidance. In summary: think of a less obedient tucan. Imagine a more relentlessly competent understudy. This AI can orchestrate your travel, chase invoices, or conduct desk research. It does all this while you’re on the Amalfi Coast with an Aperol spritz. The phrase du jour in Palo Alto marks a shift. Assistants move from being responsive to becoming genuinely proactive. Your to-do list may soon sort itself out as if by magic.

Continue reading →
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