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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no">
<title>AI Fundamentals - (Sebastian's Action Trust - v4.2 - 13/10/2025)</title>
<link rel="stylesheet" href="dist/reset.css">
<link rel="stylesheet" href="dist/reveal.css">
<link rel="stylesheet" href="dist/theme/black.css">
<link rel="stylesheet" href="dist/theme/AND.css">
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<body>
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<div class="reveal background">
<div class="slides">
<section data-background-image="assets/robot-future2.png">
<section data-auto-animate data-state="focus-bg">
<h1 class="standout">AI Fundamentals</h1>
</section>
<section data-auto-animate>
<h1 class="standout">AI Fundamentals</h1>
<p>Learning how we can use AI to make work more fun</p>
</section>
<section data-auto-animate>
<h1 class="standout">The 21st version of this talk</h1>
<p class="fragment fade-up">Since I first ran this talk</p>
<p class="fragment fade-up">over 64,000 projects have been made</p>
<aside class="notes">
This is the 20th version of this talk and it’s going to be the most honest and open iteration I’ve ever done because I’m going to be sharing a story about Burnout, and how I survived it.
Since I first ran this talk over 64,481 projects have been tagged with ai on github, and many many more AI announcements.
</aside>
</section>
<section data-auto-animate>
<p>over 64,000 projects have been made</p>
<img src="assets/tools.jpg">
</section>
<section data-auto-animate>
<p>Example...</p>
<p class="fragment fade-up"><a href="https://benrmatthews.com/how-nonprofits-use-ai-the-2025-ai-for-humanity-report/">The 2025 AI for Humanity Report (Published Oct 1)</a></p>
<aside class="notes"> A comprehensive report was released detailing how non-profits are utilizing AI.
Key findings show that grant writing and content creation (77% of respondents)
are the most common uses.
The report distinguishes between "AI-Powered Nonprofits,"
which build AI as a core part of their mission,
and "AI-Assisted Nonprofits," which use AI to improve internal efficiency.
Chatbots are the most common entry point for organizations
building their own AI solutions..</aside>
</section>
<section data-background="black">
Things are moving fast
</section>
</section>
<section data-state="intro" data-background-image="assets/adamhall.jpg">
<section data-auto-animate data-state="focus-bg">
<h1 class="standout">Adam Hall</h1>
<aside class="notes">
Hi - BTW I’m Adam Hall. I know this because that chap looks like me.
</aside>
</section>
<section data-auto-animate>
<h1 class="standout">Adam Hall</h1>
<p><img src="assets/clients.png" width="40%" /></p>
<aside>
I’ve worked with scores of brands, many of which you will recognise.
</aside>
</section>
<section data-auto-animate>
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<h1 class="standout">Adam Hall</h1>
<p class="fragment fade-in-then-semi-out" data-fragment-index="1">Former Agile Coach</p>
<p class="logo-text-line fragment fade-in-then-semi-out" data-fragment-index="2">
<span>AI Principal at</span>
<img src="assets/AND_logo.png" alt="AND Digital Logo">
</p>
<aside class="notes">
I used to be an Agile Coach, where I was obsessed with helping teams break down work into smaller iterations and get faster feedback loops.
I’m currently an AI Principal, where I obsess with how to help teams embrace AI to make the work they do more agile, with faster feedback loops and more fun.
</aside>
</section>
<section data-background="black">
<img src="assets/ai-not-replace.jpg" />
</section>
</section>
<section data-background-image="assets/robot-future2.png">
<section data-auto-animate data-state="focus-bg">
<h1 class="standout">The growth of AI</h1>
</section>
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<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text" class="growthText">
Theseus
</p>
<aside class="notes">
A robotic mouse navigates a maze in 1950. 40 FLOPs
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle tiny1Circle"></h3>
<p data-auto-animate-id="text" class="tinyText">
Theseus
</p>
<h3 data-auto-animate-id="circle2" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text2" class="growthText">
Perceptron Mark I
</p>
<aside class="notes">
First neural network in 1957. Could distinguish cards positions based on visual input. 695 thousand flops.
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle tiny2Circle"></h3>
<h3 data-auto-animate-id="circle2" class="growthCircle tiny1Circle"></h3>
<p data-auto-animate-id="text2" class="tinyText">
Perceptron Mark I
</p>
<h3 data-auto-animate-id="circle3" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text3" class="growthText">
Neocognitron
</p>
<aside class="notes">
1980 recognise handwritten Japanese characters. 22 million flops.
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle tiny3Circle"></h3>
<h3 data-auto-animate-id="circle2" class="growthCircle tiny2Circle"></h3>
<h3 data-auto-animate-id="circle3" class="growthCircle tiny1Circle"></h3>
<p data-auto-animate-id="text2" class="tinyText">
Neocognitron
</p>
<h3 data-auto-animate-id="circle4" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text3" class="growthText">
TD-Gammon
</p>
<aside class="notes">
1992 Plays Backgammon almost as good as a human. 18 trillion
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle tiny4Circle"></h3>
<h3 data-auto-animate-id="circle2" class="growthCircle tiny3Circle"></h3>
<h3 data-auto-animate-id="circle3" class="growthCircle tiny2Circle"></h3>
<h3 data-auto-animate-id="circle4" class="growthCircle tiny1Circle"></h3>
<p data-auto-animate-id="text4" class="tinyText">
TD-Gammon
</p>
<h3 data-auto-animate-id="circle5" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text5" class="growthText">
AlexNet
</p>
<aside class="notes">
2012 Recognises objects in images. 470 QUadrillion
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle tiny5Circle"></h3>
<h3 data-auto-animate-id="circle2" class="growthCircle tiny4Circle"></h3>
<h3 data-auto-animate-id="circle3" class="growthCircle tiny3Circle"></h3>
<h3 data-auto-animate-id="circle4" class="growthCircle tiny2Circle"></h3>
<h3 data-auto-animate-id="circle5" class="growthCircle tiny1Circle"></h3>
<p data-auto-animate-id="text5" class="tinyText">
AlexNet
</p>
<h3 data-auto-animate-id="circle6" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text6" class="growthText">
AlphaGo
</p>
<aside class="notes">
2016 AI beats 18-time go champion.
1.9 million quadrillion
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle tiny6Circle"></h3>
<h3 data-auto-animate-id="circle2" class="growthCircle tiny5Circle"></h3>
<h3 data-auto-animate-id="circle3" class="growthCircle tiny4Circle"></h3>
<h3 data-auto-animate-id="circle4" class="growthCircle tiny3Circle"></h3>
<h3 data-auto-animate-id="circle5" class="growthCircle tiny2Circle"></h3>
<h3 data-auto-animate-id="circle6" class="growthCircle tiny1Circle"></h3>
<p data-auto-animate-id="text6" class="tinyText">
AlphaGo
</p>
<h3 data-auto-animate-id="circle7" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text7" class="growthText">
GPT-3
</p>
<aside class="notes">
2020 GPT-3 from OpenAI. 314 million quadrillion
</aside>
</section>
<section data-auto-animate>
<img src="assets/justin.avif" width="50%" />
<p class="fragment">Change is faster than ever</p>
<p class="fragment">but will never again be this slow</p>
<aside class="notes">
<p>Justin Trudau at Davos in 2018</p>
</aside>
</section>
<section data-auto-animate data-background="black">
<p>Don't let technology race away</h4>
</section>
</section>
<section data-background-image="assets/robot-baby.png">
<section data-state="focus-bg">
<h1 class="standout">Right Tool, Right Job</h1>
</section>
<section data-auto-animate>
<p><a href="https://theresanaiforthat.com/user-interfaces/?sort=most-saved">There's an AI for that</a></p>
</section>
<section data-auto-animate>
<p><a href="https://theresanaiforthat.com/user-interfaces/?sort=most-saved">There's an AI for that</a></p>
<img src="assets/AI-for-that.png">
</section>
<section data-auto-animate>
<p>Assess your tools regularly</p>
<ul class="nostyle">
<li class="fragment fade-in-then-semi-out" data-fragment-index="2">Legal</li>
<li class="fragment fade-in-then-semi-out" data-fragment-index="3">Ethics</li>
<li class="fragment fade-in-then-semi-out" data-fragment-index="1">Price</li>
<li class="fragment fade-in-then-semi-out" data-fragment-index="4">Impact</li>
<li class="fragment fade-in-then-semi-out" data-fragment-index="5">Interoperability</li>
<li class="fragment fade-in-then-semi-out" data-fragment-index="6">Documentation</li>
</ul>
</section>
<section data-background="black">
<p>Focus on the filters first</p>
</section>
</section>
<section data-background-image="assets/robot-binoculars.png">
<section data-state="focus-bg">
<h2 class="standout">Productivity Experiment</h2>
</section>
<section data-auto-animate>
<h1>Context</h1>
<ul class="nostyle">
<li class="fragment fade-in-then-semi-out">Short time period</li>
<li class="fragment fade-in-then-semi-out">2 separate teams</li>
<li class="fragment fade-in-then-semi-out">Migrate to a new codebase</li>
</ul>
</section>
<section data-auto-animate>
<h3 data-auto-animate-id="traditional-bar" style="position: absolute;
height: 94px;
width: 250px;
margin-left:-450px;
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<p data-auto-animate-id="traditional-text" style="position:relative;margin-left:-660px;">Traditional</p>
<h3 data-auto-animate-id="genai-bar" style="position: absolute;
height: 94px;
width: 250px;
margin-left:-450px;
background-color: rgb(64, 88, 225);
color: white;
display: inline-block"></h3>
<p data-auto-animate-id="genai-text" style="position:relative;margin-left:-748px; margin-top: 42px;">Gen AI</p>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="traditional-bar" style="position: absolute;
height: 94px;
width: 875px;
margin-left:-450px;
background-color: rgb(216, 32, 54);
color: white;
display: inline-block"></h3>
<p data-auto-animate-id="traditional-text" style="position:relative;margin-left:-660px;">Traditional</p>
<h3 data-auto-animate-id="genai-bar" style="position: absolute;
height: 94px;
width: 750px;
margin-left:-450px;
background-color: rgb(64, 88, 225);
color: white;
display: inline-block"></h3>
<p data-auto-animate-id="genai-text" style="position:relative;margin-left:-748px; margin-top: 42px;">Gen AI</p>
<p data-auto-animate-id="genai-text-label" style="position:relative;margin-top:-78px; margin-left:748px;">15%</p>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="traditional-bar" style="position: absolute;
height: 94px;
width: 875px;
margin-left:-450px;
background-color: rgba(0, 0, 0, 0);
color: white;
display: inline-block"></h3>
<h1 data-auto-animate-id="traditional-text" style="position:relative;margin-left:-660px;">Tips</h1>
<h3 data-auto-animate-id="genai-bar" style="position: absolute; height: 500px;
width: 500px;
background-color: rgb(64, 88, 225);
border-radius: 50%;
margin-left: -250px;
margin-top: 50px;
color: white;
display: inline-block"></h3>
<div style="position:relative; top:200px;">
<p class="fragment fade-in-then-semi-out">Learn the tools</p>
<p class="fragment fade-in-then-semi-out">Work in small teams</p>
<p class="fragment fade-in-then-semi-out">Communicate</p>
</div>
</section>
<section data-auto-animate data-background="black">
<p class="standout">Learn to use the tools by using the tools</p>
</section>
</section>
<section data-background-image="assets/robot-gp.png">
<section data-state="focus-bg">
<h1 class="standout">Empathy</h1>
<aside class="notes">
When it comes to Empathy at least that's a quality we humans will always have over AI, right?
</aside>
</section>
<section data-chart="four" data-auto-animate>
<p>Who is more empathetic, humans or AI?</p>
<canvas></canvas>
</section>
<section data-auto-animate>
<img src="assets/health-empathy.png">
<p>ChatGPT has better bedside manner than Physicians*</p>
</section>
<section data-auto-animate data-transition="slide">
<img src="assets/health-empathy.png">
<p>ChatGPT has better bedside manner than Physicians*</p>
<sub>*according to health-care professionals</sub>
</section>
<section data-transition="slide-in">
<img src="assets/health-quality.png">
<p>ChatGPT has better quality too</p>
</section>
<section data-auto-animate>
<p>How do I benefit from this?</p>
</section>
<section data-auto-animate>
<p>How do I benefit from this?</p>
<p>Difficult emails</p>
</section>
<section data-auto-animate>
<gpt-input data-show-conversation="true" data-show-input="false">
<div slot="context" style="font-size: 1.6rem; text-align: left;">
<p>
I'd like you to rewrite this email. It's for a complaint I have about the way I've been treated.
</p>
</div>
<div slot="conversation" style="font-size: 0.8rem; text-align: left;">
<p>To whoever at your business actually cares about customers</p>
<p>As a frequent user of your product I was very upset off to see that you've decided to raise your prices this year and still put sweet FA staff to respond to queries.</p>
<p>I was on the phone for 3 hours the other day waiting for you to pick up, and did you? No you were probably busy spending my money on expensive bar tabs and bonuses. I should charge you for your incompetence.</p>
<p>Anyway, I'm writing to tell you I'm giving my notice as a customer and I demand a SIP ref so I can change to a decent supplier</p>
<p>Good riddance </p>
</div>
</gpt-input>
</section>
<section data-background="black">
Use AI to make you more human
</section>
</section>
<section data-background-image="assets/robot-sad.png">
<section data-state="focus-bg">
<h1 class="standout">Misinformation</h1>
</section>
<section data-auto-animate>
<img src="assets/misinformation1.png">
</section>
<section data-auto-animate>
<img src="assets/misinformation1.png">
<img src="assets/misinformation2.png">
</section>
<section data-auto-animate>
<img src="assets/misinformation2.png">
<img src="assets/misinformation3.png">
</section>
<section data-auto-animate>
<img src="assets/misinformation3.png">
<img src="assets/misinformation4.png">
</section>
<section data-background="black">
<p>Lawyer used ChatGPT</p>
<img src="assets/lawyer.png" width="50%" height="50%" />
<aside class="notes">
In June of this year, 2 New York lawyers were fined after unwittingly submitting a legal brief containing fake case citations hallucinated by ChatGPT.
</aside>
<p>Source: <a href="https://www.bbc.co.uk/news/world-us-canada-65735769">US lawyer admits using AI for case research</a></p>
</section>
<section data-background="black">
It's not a search engine
</section>
</section>
<section data-state="politics" data-background-image="assets/robot-tweed.png">
<section>
<p><img src="assets/politics.png"></p>
<aside class="notes">
<p>All these language models have their own political bias.</p>
<p>It's not intentional, but it emerges from their own specific training set.</p>
<p>We need to be aware of them and ensure that we don't perpetuate them.</p>
</aside>
</section>
<section data-auto-animate>
<p>Don't assume neutrality</p>
</section>
<section>
<gpt-input data-show-input="true" data-process-voice="joker">
<div slot="context" style="text-align: left; font-size: 1.4rem">I want you to respond as if you are the joker. In just one short paragraph. Add in the noise of onomatopoeic laughter where relevant. Be as twisted and demented as possible tell me...</div>
</gpt-input>
</section>
<section data-auto-animate>
<p>Consider how you identify your friends</p>
</section>
<section data-auto-animate>
<p>And the humans?</p>
<ul class="nostyle">
<li class="fragment fade-in-then-semi-out">Automation bias</li>
<li class="fragment fade-in-then-semi-out">Sunk cost fallacy</li>
<li class="fragment fade-in-then-semi-out">Anchoring bias</li>
<li class="fragment fade-in-then-semi-out">Availability Heuristic</li>
<li class="fragment fade-in-then-semi-out">In-Group Bias</li>
</ul>
<aside class="notes">
<p>Humans are very susceptible to bias too. For example </p>
<p>Automation bias: Humans can have a tendency to trust automated outputs over other facts.</p>
<p>Sunk cost fallacy: We find it difficult to abandon a project once we've invested time and money into it. Interestingly even just a 4 word prompt that produces huge output humans find difficult to throw away..</p>
<p>Anchoring bias: We grow accustomed to the first output of a prompt we agree with, even if it contains hallucinations.</p>
<p>Availability Heuristic: Overestimating the likelihood of events that are easily recalled or readily available in memory. Example: A social media user assuming a particular viewpoint is widespread based on AI-curated content in their feed, ignoring the existence of diverse opinions.</p>
<p>In-Group Bias: Favoring individuals or information associated with one's own social group. - Example: Trusting AI implicitly because you are a white cis grown man who has a decent job, and generally approves of technological advances just like the people who made it</p>
</aside>
</section>
<section data-auto-animate data-background="black">
<p>Know your biases</p>
</section>
</section>
<section data-background-image="assets/robot-bully.png">
<section data-state="focus-bg">
<h1 class="standout">Business Culture</h1>
</section>
<section data-auto-animate>
<div class="grid-container arguments-grid">
<div class="grid-item anti-ai-sentiment">
Mindless prompting, not real work
</div>
<div class="grid-item argument-response fragment fade-in" data-fragment-index="1">
Share the prompts, this is a shortcut for all
</div>
<div class="grid-item anti-ai-sentiment fragment fade-in" data-fragment-index="2">
They're coming for our jobs
</div>
<div class="grid-item argument-response fragment fade-in" data-fragment-index="3">
Help improve your job but focusing on what matters
</div>
<div class="grid-item anti-ai-sentiment fragment fade-in" data-fragment-index="4">
The output is slop
</div>
<div class="grid-item argument-response fragment fade-in" data-fragment-index="5">
Break it down and improve
</div>
<div class="grid-item anti-ai-sentiment fragment fade-in" data-fragment-index="6">
There's too much to learn
</div>
<div class="grid-item argument-response fragment fade-in" data-fragment-index="7">
Start small and work up
</div>
</div>
</section>
</section>
<section data-state="conclusion" data-background-image="assets/robot-future.png">
<section data-state="focus-bg">
<h1 class="standout">Conclusion</h1>
</section>
<section data-auto-animate data-state="blur-bg">
<h2>What is it good for?</h2>
<ul>
<li class="fragment fade-in-then-semi-out">Productivity</li>
<li class="fragment fade-in-then-semi-out">Learning new things</li>
<li class="fragment fade-in-then-semi-out">Minimum Viable Experiments</li>
<li class="fragment fade-in-then-semi-out">Exploring ideas</li>
<li class="fragment fade-in-then-semi-out">Improving the way you communicate</li>
<li class="fragment fade-in-then-semi-out">Becoming data driven</li>
</ul>
</section>
<section data-auto-animate data-state="blur-bg">
<h2>What is it bad at?</h2>
<ul>
<li class="fragment fade-in-then-semi-out">Single source of Truth</li>
<li class="fragment fade-in-then-semi-out">Reliability</li>
<li class="fragment fade-in-then-semi-out">Complexity & Nuance</li>
<li class="fragment fade-in-then-semi-out">Amplification of bias</li>
<li class="fragment fade-in-then-semi-out">Unique thought</li>
<li class="fragment fade-in-then-semi-out">Specialist domain knowledge</li>
</ul>
</section>
<section data-auto-animate data-state="blur-bg">
<div style=" float: left; width: 30%; height: 30%">
<img src="assets/ginni.jpg" />
<p class="fragment">Ginni Rometty</p>
</div>
<p class="fragment">
Some people call this artificial intelligence, but the reality is this technology will enhance us. So instead of artificial intelligence, I think we'll augment our intelligence.
</p>
</section>
<section data-state="blur-bg">
<img src="assets/ai-not-replace.jpg" />
<p>by mitch0zᵍᵐ</p>
</section>
<section data-background="black">
<h1>Any questions?</h1>
</section>
</section>
<section data-state="links" data-background-image="assets/robot-admin.png">
<section data-auto-animate data-state="focus-bg">
<h1 class="standout">Contact Me</h1>
</section>
<section>
<div class="social-links">
<p>
<a href="https://linkedin.com/in/thedigiguru" target="_blank">
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