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Are You Actually Learning from AI — Or Just Outsourcing Your Thinking?
Blog distinguishing between active and passive use of AI - active helps you think and learn. Passive outsources your thinking.
Andy Neely
Feb 203 min read


Agentic AI Systems Are Real—But Don't Get Swamped by the Hype
Agentic AI systems are no longer science fiction. They're here, they're capable, and they're rapidly being deployed across industries. But before you rush to implement them, there's a reality check we need to have: the challenges are real, and they're significant. Let me walk you through the seven critical problems that organizations are grappling with right now. 1. Reliability & Control: The "Will It Behave?" Problem Agentic systems: they can go off the rails in ways traditi
Andy Neely
Jan 274 min read


Your 30-Minute AI Research System: A Practical Guide
Blog about how to use multiple AI tools to create new research insights
Andy Neely
Nov 25, 20255 min read


The Four Modes of Using Generative AI: A Practical Guide
If you've been using ChatGPT or Claude as just a fancy search engine, you're only scratching the surface. Understanding the four distinct modes of working with generative AI can fundamentally transform how you approach problems, create content, and amplify your capabilities. Let me walk you through each mode, when to use them, and how to get the most value from each approach. Mode 1: Advanced Search Tool This is where most people start, and it's a natural entry point. You hav
Andy Neely
Nov 3, 20254 min read


I thought it was interesting - issue 3
Some things I've picked up over the last few weeks that caught my eye. Been spending a lot of time recently looking at the impact of AI on employment. Some really interesting studies coming out that raise questions about the implications for entry level jobs and the importance of separating between tasks and jobs - AI might not replace jobs, but it will replace tasks. Its clearly early days and its still an evolving picture, but good to see data and evidence appearing to info
Andy Neely
Oct 13, 20252 min read


I thought it was interesting - issue 2
Continuing with the theme of interesting developments in AI. Recent developments in AI include major product upgrades, new research insights, and even a historic political appointment. Anthropic rolled out transformative features to Claude, including file creation, contextual memory, and privacy controls, while Albania appointed the world’s first AI-powered government minister. Research highlighted both the promise and risks of AI, from reducing nondeterminism in LLM inferenc
Andy Neely
Sep 13, 20252 min read


I thought it was interesting - issue 1
I've decided to experiment with a summary of interesting AI related stuff that I've come across this week. Would welcome feedback and comments. What's useful? What's not? Only criteria for selection at the moment is that I thought it was interesting! Hence the title. Summary This week brings robust observational and survey-based evidence on generative AI’s labor-market and productivity effects. A Stanford study finds a 13%–20% decline in employment among young U.S. workers i
Andy Neely
Aug 30, 20252 min read


Large Language Models: The Ultimate Improv Partners (With a Parrot Twist)
What are the best metaphors for LLMs? Are the great improv artists? Are they parrots? Or are they something else entirely?
Andy Neely
Aug 4, 20252 min read


The Great AI Experiment: Dependency or Augmentation?
Inspired by a speech I gave recently at Oxford University I started thinking about the tradeoff between humans being dependent on AI and humans being enhanced by AI. Which will it be?
Andy Neely
Jul 9, 20252 min read


AI's Dirty Secret: A "Neutral" Technology Riddled with Bias
I asked ChatGPT to generate a simple image: a doctor and a nurse. What I got back was a white male doctor standing beside a white female nurse. Standard. Predictable. Problematic. I posted the image to LinkedIn with a single observation: AI models have biases we need to acknowledge. The response was explosive. Tens of thousands of impressions. Hundreds of comments. Battle lines drawn faster than you could say "machine learning." One camp insisted AI simply reflects reality—ne
Andy Neely
Jun 2, 20253 min read


AI as a Thought Partner: Beyond the Laziness Myth
Using AI as a thought partner to stretch your own thinking I've seen a few posts on LinkedIn recently suggesting that AI tools will make us intellectually lazy and diminish our critical thinking abilities. This perspective, while understandable, oversimplifies a complex relationship. The impact of AI on our cognitive processes isn't predetermined—it depends entirely on how we choose to engage with these tools. Rather than replacing thinking, AI can enhance it when used though
Andy Neely
May 17, 20252 min read


The Three Phases of Building a Truly AI-First Culture
Thoughts on how you build an AI-first culture in an organisation. Critical challenge initially is simply getting people to use AI.
Andy Neely
May 6, 20252 min read


AI Training Is Dead: Why Experimentation Is the Only Way Forward
Traditional approaches to AI education are becoming obsolete almost as quickly as they're implemented. By the time comprehensive training materials are developed, distributed, and absorbed, the AI landscape has already shifted dramatically. The solution? Stop treating AI education like a fixed curriculum and start fostering a culture of active experimentation. Organisations that thrive in the AI era won't be those with the most structured training programmes but those tha
Andy Neely
May 2, 20252 min read
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