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Understanding Morals and Ethics in AI: OCR H446 Module 1.5.2

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Nikolay

18/12/2025

Computer Science

OCR H446 1.5.2 Morals and Ethics

94

18 Dec 2025

5 pages

Understanding Morals and Ethics in AI: OCR H446 Module 1.5.2

N

Nikolay

@nikolay

Artificial Intelligence (AI) is transforming the world around you, from... Show more

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Artificial Intelligence What is Artificial Intelligence?
Artificial intelligence is the simulation of human intelligence processes by
machin

Artificial Intelligence Basics

Artificial intelligence is essentially teaching machines to think and make decisions like humans do. Instead of just following pre-written instructions, AI systems can learn, adapt, and solve problems on their own.

Think of it like this: your brain processes information, recognises patterns, and makes decisions. AI does something similar but uses computer algorithms instead of neurons. It's not magic - it's clever programming that gets better over time.

Quick Fact: AI is already in your daily life through things like Spotify recommendations, Google searches, and even predictive text on your phone!

Artificial Intelligence What is Artificial Intelligence?
Artificial intelligence is the simulation of human intelligence processes by
machin

Types of AI You Need to Know

There are two main types of AI that you'll encounter. Applied AI is the practical stuff you see everywhere - it's designed for specific tasks like beating you at chess or recognising your face in photos. This is what most companies use today because it actually works reliably.

Generalised AI is the sci-fi version that can learn any task and adapt to new situations. It's still mostly theoretical and researchers are working hard to develop it. Think of applied AI as a specialist doctor, whilst generalised AI would be like a genius who excels at everything.

The key difference is flexibility. Applied AI masters one thing brilliantly, but generalised AI could theoretically master everything - though we're not there yet.

Remember: When people talk about AI taking over jobs, they usually mean applied AI that's really good at specific tasks, not robot overlords!

Artificial Intelligence What is Artificial Intelligence?
Artificial intelligence is the simulation of human intelligence processes by
machin

The Good and Bad of AI

AI brings some brilliant advantages that make life easier and safer. Reduction in human error means fewer mistakes in important areas like medical diagnosis or financial calculations. AI can also handle dangerous situations where you wouldn't want humans involved - like exploring deep oceans or diffusing bombs.

The decision-making process becomes faster and smarter because AI can analyse massive amounts of data in seconds. This helps businesses make better choices and can even save lives in emergency situations.

However, there's a major downside: high implementation costs make AI expensive to set up. Many worry about increased unemployment as machines take over jobs that humans used to do. It's a real concern that society needs to address thoughtfully.

Think About It: Every major technological shift has created some jobs whilst eliminating others - the key is adapting and learning new skills.

Artificial Intelligence What is Artificial Intelligence?
Artificial intelligence is the simulation of human intelligence processes by
machin

AI in Action: Self-Driving Cars

Self-driving cars like Google's Waymo project show AI's incredible potential in the real world. These aren't fully autonomous yet - they still need human oversight - but they can handle most driving situations independently.

Here's how the magic happens: You set your destination and the car's software plans the route. A rotating Lidar sensor on the roof creates a real-time 3D map of everything within 60 metres, whilst radar systems in the bumpers measure distances to nearby objects.

This combination of sensors and AI processing means the car can react faster than human reflexes in many situations. Even cars you can buy today have some of these features, like automatic emergency braking or lane-keeping assistance.

The technology is advancing rapidly, but we're still working through the challenges of making it completely safe and reliable in all conditions.

Cool Detail: These cars process the equivalent of sending thousands of text messages every second just to understand their surroundings!

Artificial Intelligence What is Artificial Intelligence?
Artificial intelligence is the simulation of human intelligence processes by
machin

AI Laws and Britain's Big Plans

The legal side of AI is getting complicated fast. Issues like algorithmic bias, privacy concerns, and accountability for AI decisions are keeping lawyers and politicians busy. Who's responsible when an AI system makes a mistake that affects real people?

Britain has ambitious plans to become a global AI superpower over the next decade. The government's strategy focuses on three main goals: investing in long-term AI research, helping businesses transition to AI-enabled operations, and creating proper regulations that protect people whilst encouraging innovation.

This isn't just about technology - it's about economic competition. Countries that master AI first will have significant advantages in everything from healthcare to manufacturing. The UK wants to be at the front of that race.

The strategy aims to ensure AI benefits reach all regions and sectors, not just London tech companies. It's about building an AI-powered economy that creates opportunities across the entire country.

Your Future: These government plans could directly impact your career options, so understanding AI now gives you a head start in whatever field interests you.



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The app is very easy to use and well designed. I have found everything I was looking for so far and have been able to learn a lot from the presentations! I will definitely use the app for a class assignment! And of course it also helps a lot as an inspiration.

Stefan S

iOS user

This app is really great. There are so many study notes and help [...]. My problem subject is French, for example, and the app has so many options for help. Thanks to this app, I have improved my French. I would recommend it to anyone.

Samantha Klich

Android user

Wow, I am really amazed. I just tried the app because I've seen it advertised many times and was absolutely stunned. This app is THE HELP you want for school and above all, it offers so many things, such as workouts and fact sheets, which have been VERY helpful to me personally.

Anna

iOS user

Best app on earth! no words because it’s too good

Thomas R

iOS user

Just amazing. Let's me revise 10x better, this app is a quick 10/10. I highly recommend it to anyone. I can watch and search for notes. I can save them in the subject folder. I can revise it any time when I come back. If you haven't tried this app, you're really missing out.

Basil

Android user

This app has made me feel so much more confident in my exam prep, not only through boosting my own self confidence through the features that allow you to connect with others and feel less alone, but also through the way the app itself is centred around making you feel better. It is easy to navigate, fun to use, and helpful to anyone struggling in absolutely any way.

David K

iOS user

The app's just great! All I have to do is enter the topic in the search bar and I get the response real fast. I don't have to watch 10 YouTube videos to understand something, so I'm saving my time. Highly recommended!

Sudenaz Ocak

Android user

In school I was really bad at maths but thanks to the app, I am doing better now. I am so grateful that you made the app.

Greenlight Bonnie

Android user

very reliable app to help and grow your ideas of Maths, English and other related topics in your works. please use this app if your struggling in areas, this app is key for that. wish I'd of done a review before. and it's also free so don't worry about that.

Rohan U

Android user

I know a lot of apps use fake accounts to boost their reviews but this app deserves it all. Originally I was getting 4 in my English exams and this time I got a grade 7. I didn’t even know about this app three days until the exam and it has helped A LOT. Please actually trust me and use it as I’m sure you too will see developments.

Xander S

iOS user

THE QUIZES AND FLASHCARDS ARE SO USEFUL AND I LOVE THE SCHOOLGPT. IT ALSO IS LITREALLY LIKE CHATGPT BUT SMARTER!! HELPED ME WITH MY MASCARA PROBLEMS TOO!! AS WELL AS MY REAL SUBJECTS ! DUHHH 😍😁😲🤑💗✨🎀😮

Elisha

iOS user

This apps acc the goat. I find revision so boring but this app makes it so easy to organize it all and then you can ask the freeeee ai to test yourself so good and you can easily upload your own stuff. highly recommend as someone taking mocks now

Paul T

iOS user

The app is very easy to use and well designed. I have found everything I was looking for so far and have been able to learn a lot from the presentations! I will definitely use the app for a class assignment! And of course it also helps a lot as an inspiration.

Stefan S

iOS user

This app is really great. There are so many study notes and help [...]. My problem subject is French, for example, and the app has so many options for help. Thanks to this app, I have improved my French. I would recommend it to anyone.

Samantha Klich

Android user

Wow, I am really amazed. I just tried the app because I've seen it advertised many times and was absolutely stunned. This app is THE HELP you want for school and above all, it offers so many things, such as workouts and fact sheets, which have been VERY helpful to me personally.

Anna

iOS user

Best app on earth! no words because it’s too good

Thomas R

iOS user

Just amazing. Let's me revise 10x better, this app is a quick 10/10. I highly recommend it to anyone. I can watch and search for notes. I can save them in the subject folder. I can revise it any time when I come back. If you haven't tried this app, you're really missing out.

Basil

Android user

This app has made me feel so much more confident in my exam prep, not only through boosting my own self confidence through the features that allow you to connect with others and feel less alone, but also through the way the app itself is centred around making you feel better. It is easy to navigate, fun to use, and helpful to anyone struggling in absolutely any way.

David K

iOS user

The app's just great! All I have to do is enter the topic in the search bar and I get the response real fast. I don't have to watch 10 YouTube videos to understand something, so I'm saving my time. Highly recommended!

Sudenaz Ocak

Android user

In school I was really bad at maths but thanks to the app, I am doing better now. I am so grateful that you made the app.

Greenlight Bonnie

Android user

very reliable app to help and grow your ideas of Maths, English and other related topics in your works. please use this app if your struggling in areas, this app is key for that. wish I'd of done a review before. and it's also free so don't worry about that.

Rohan U

Android user

I know a lot of apps use fake accounts to boost their reviews but this app deserves it all. Originally I was getting 4 in my English exams and this time I got a grade 7. I didn’t even know about this app three days until the exam and it has helped A LOT. Please actually trust me and use it as I’m sure you too will see developments.

Xander S

iOS user

THE QUIZES AND FLASHCARDS ARE SO USEFUL AND I LOVE THE SCHOOLGPT. IT ALSO IS LITREALLY LIKE CHATGPT BUT SMARTER!! HELPED ME WITH MY MASCARA PROBLEMS TOO!! AS WELL AS MY REAL SUBJECTS ! DUHHH 😍😁😲🤑💗✨🎀😮

Elisha

iOS user

This apps acc the goat. I find revision so boring but this app makes it so easy to organize it all and then you can ask the freeeee ai to test yourself so good and you can easily upload your own stuff. highly recommend as someone taking mocks now

Paul T

iOS user

 

Computer Science

94

18 Dec 2025

5 pages

Understanding Morals and Ethics in AI: OCR H446 Module 1.5.2

N

Nikolay

@nikolay

Artificial Intelligence (AI) is transforming the world around you, from the apps on your phone to self-driving cars on the roads. Understanding AI isn't just about computers - it's about grasping the technology that's reshaping how we work, learn, and... Show more

Artificial Intelligence What is Artificial Intelligence?
Artificial intelligence is the simulation of human intelligence processes by
machin

Sign up to see the contentIt's free!

Access to all documents

Improve your grades

Join milions of students

By signing up you accept Terms of Service and Privacy Policy

Artificial Intelligence Basics

Artificial intelligence is essentially teaching machines to think and make decisions like humans do. Instead of just following pre-written instructions, AI systems can learn, adapt, and solve problems on their own.

Think of it like this: your brain processes information, recognises patterns, and makes decisions. AI does something similar but uses computer algorithms instead of neurons. It's not magic - it's clever programming that gets better over time.

Quick Fact: AI is already in your daily life through things like Spotify recommendations, Google searches, and even predictive text on your phone!

Artificial Intelligence What is Artificial Intelligence?
Artificial intelligence is the simulation of human intelligence processes by
machin

Sign up to see the contentIt's free!

Access to all documents

Improve your grades

Join milions of students

By signing up you accept Terms of Service and Privacy Policy

Types of AI You Need to Know

There are two main types of AI that you'll encounter. Applied AI is the practical stuff you see everywhere - it's designed for specific tasks like beating you at chess or recognising your face in photos. This is what most companies use today because it actually works reliably.

Generalised AI is the sci-fi version that can learn any task and adapt to new situations. It's still mostly theoretical and researchers are working hard to develop it. Think of applied AI as a specialist doctor, whilst generalised AI would be like a genius who excels at everything.

The key difference is flexibility. Applied AI masters one thing brilliantly, but generalised AI could theoretically master everything - though we're not there yet.

Remember: When people talk about AI taking over jobs, they usually mean applied AI that's really good at specific tasks, not robot overlords!

Artificial Intelligence What is Artificial Intelligence?
Artificial intelligence is the simulation of human intelligence processes by
machin

Sign up to see the contentIt's free!

Access to all documents

Improve your grades

Join milions of students

By signing up you accept Terms of Service and Privacy Policy

The Good and Bad of AI

AI brings some brilliant advantages that make life easier and safer. Reduction in human error means fewer mistakes in important areas like medical diagnosis or financial calculations. AI can also handle dangerous situations where you wouldn't want humans involved - like exploring deep oceans or diffusing bombs.

The decision-making process becomes faster and smarter because AI can analyse massive amounts of data in seconds. This helps businesses make better choices and can even save lives in emergency situations.

However, there's a major downside: high implementation costs make AI expensive to set up. Many worry about increased unemployment as machines take over jobs that humans used to do. It's a real concern that society needs to address thoughtfully.

Think About It: Every major technological shift has created some jobs whilst eliminating others - the key is adapting and learning new skills.

Artificial Intelligence What is Artificial Intelligence?
Artificial intelligence is the simulation of human intelligence processes by
machin

Sign up to see the contentIt's free!

Access to all documents

Improve your grades

Join milions of students

By signing up you accept Terms of Service and Privacy Policy

AI in Action: Self-Driving Cars

Self-driving cars like Google's Waymo project show AI's incredible potential in the real world. These aren't fully autonomous yet - they still need human oversight - but they can handle most driving situations independently.

Here's how the magic happens: You set your destination and the car's software plans the route. A rotating Lidar sensor on the roof creates a real-time 3D map of everything within 60 metres, whilst radar systems in the bumpers measure distances to nearby objects.

This combination of sensors and AI processing means the car can react faster than human reflexes in many situations. Even cars you can buy today have some of these features, like automatic emergency braking or lane-keeping assistance.

The technology is advancing rapidly, but we're still working through the challenges of making it completely safe and reliable in all conditions.

Cool Detail: These cars process the equivalent of sending thousands of text messages every second just to understand their surroundings!

Artificial Intelligence What is Artificial Intelligence?
Artificial intelligence is the simulation of human intelligence processes by
machin

Sign up to see the contentIt's free!

Access to all documents

Improve your grades

Join milions of students

By signing up you accept Terms of Service and Privacy Policy

AI Laws and Britain's Big Plans

The legal side of AI is getting complicated fast. Issues like algorithmic bias, privacy concerns, and accountability for AI decisions are keeping lawyers and politicians busy. Who's responsible when an AI system makes a mistake that affects real people?

Britain has ambitious plans to become a global AI superpower over the next decade. The government's strategy focuses on three main goals: investing in long-term AI research, helping businesses transition to AI-enabled operations, and creating proper regulations that protect people whilst encouraging innovation.

This isn't just about technology - it's about economic competition. Countries that master AI first will have significant advantages in everything from healthcare to manufacturing. The UK wants to be at the front of that race.

The strategy aims to ensure AI benefits reach all regions and sectors, not just London tech companies. It's about building an AI-powered economy that creates opportunities across the entire country.

Your Future: These government plans could directly impact your career options, so understanding AI now gives you a head start in whatever field interests you.

We thought you’d never ask...

What is the Knowunity AI companion?

Our AI Companion is a student-focused AI tool that offers more than just answers. Built on millions of Knowunity resources, it provides relevant information, personalised study plans, quizzes, and content directly in the chat, adapting to your individual learning journey.

Where can I download the Knowunity app?

You can download the app from Google Play Store and Apple App Store.

Is Knowunity really free of charge?

That's right! Enjoy free access to study content, connect with fellow students, and get instant help – all at your fingertips.

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Most popular content in Computer Science

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English - inspector calls quotes and analysis

Quotes from every main character

English LiteratureEnglish Literature
10

Can't find what you're looking for? Explore other subjects.

Students love us — and so will you.

4.9/5

App Store

4.8/5

Google Play

The app is very easy to use and well designed. I have found everything I was looking for so far and have been able to learn a lot from the presentations! I will definitely use the app for a class assignment! And of course it also helps a lot as an inspiration.

Stefan S

iOS user

This app is really great. There are so many study notes and help [...]. My problem subject is French, for example, and the app has so many options for help. Thanks to this app, I have improved my French. I would recommend it to anyone.

Samantha Klich

Android user

Wow, I am really amazed. I just tried the app because I've seen it advertised many times and was absolutely stunned. This app is THE HELP you want for school and above all, it offers so many things, such as workouts and fact sheets, which have been VERY helpful to me personally.

Anna

iOS user

Best app on earth! no words because it’s too good

Thomas R

iOS user

Just amazing. Let's me revise 10x better, this app is a quick 10/10. I highly recommend it to anyone. I can watch and search for notes. I can save them in the subject folder. I can revise it any time when I come back. If you haven't tried this app, you're really missing out.

Basil

Android user

This app has made me feel so much more confident in my exam prep, not only through boosting my own self confidence through the features that allow you to connect with others and feel less alone, but also through the way the app itself is centred around making you feel better. It is easy to navigate, fun to use, and helpful to anyone struggling in absolutely any way.

David K

iOS user

The app's just great! All I have to do is enter the topic in the search bar and I get the response real fast. I don't have to watch 10 YouTube videos to understand something, so I'm saving my time. Highly recommended!

Sudenaz Ocak

Android user

In school I was really bad at maths but thanks to the app, I am doing better now. I am so grateful that you made the app.

Greenlight Bonnie

Android user

very reliable app to help and grow your ideas of Maths, English and other related topics in your works. please use this app if your struggling in areas, this app is key for that. wish I'd of done a review before. and it's also free so don't worry about that.

Rohan U

Android user

I know a lot of apps use fake accounts to boost their reviews but this app deserves it all. Originally I was getting 4 in my English exams and this time I got a grade 7. I didn’t even know about this app three days until the exam and it has helped A LOT. Please actually trust me and use it as I’m sure you too will see developments.

Xander S

iOS user

THE QUIZES AND FLASHCARDS ARE SO USEFUL AND I LOVE THE SCHOOLGPT. IT ALSO IS LITREALLY LIKE CHATGPT BUT SMARTER!! HELPED ME WITH MY MASCARA PROBLEMS TOO!! AS WELL AS MY REAL SUBJECTS ! DUHHH 😍😁😲🤑💗✨🎀😮

Elisha

iOS user

This apps acc the goat. I find revision so boring but this app makes it so easy to organize it all and then you can ask the freeeee ai to test yourself so good and you can easily upload your own stuff. highly recommend as someone taking mocks now

Paul T

iOS user

The app is very easy to use and well designed. I have found everything I was looking for so far and have been able to learn a lot from the presentations! I will definitely use the app for a class assignment! And of course it also helps a lot as an inspiration.

Stefan S

iOS user

This app is really great. There are so many study notes and help [...]. My problem subject is French, for example, and the app has so many options for help. Thanks to this app, I have improved my French. I would recommend it to anyone.

Samantha Klich

Android user

Wow, I am really amazed. I just tried the app because I've seen it advertised many times and was absolutely stunned. This app is THE HELP you want for school and above all, it offers so many things, such as workouts and fact sheets, which have been VERY helpful to me personally.

Anna

iOS user

Best app on earth! no words because it’s too good

Thomas R

iOS user

Just amazing. Let's me revise 10x better, this app is a quick 10/10. I highly recommend it to anyone. I can watch and search for notes. I can save them in the subject folder. I can revise it any time when I come back. If you haven't tried this app, you're really missing out.

Basil

Android user

This app has made me feel so much more confident in my exam prep, not only through boosting my own self confidence through the features that allow you to connect with others and feel less alone, but also through the way the app itself is centred around making you feel better. It is easy to navigate, fun to use, and helpful to anyone struggling in absolutely any way.

David K

iOS user

The app's just great! All I have to do is enter the topic in the search bar and I get the response real fast. I don't have to watch 10 YouTube videos to understand something, so I'm saving my time. Highly recommended!

Sudenaz Ocak

Android user

In school I was really bad at maths but thanks to the app, I am doing better now. I am so grateful that you made the app.

Greenlight Bonnie

Android user

very reliable app to help and grow your ideas of Maths, English and other related topics in your works. please use this app if your struggling in areas, this app is key for that. wish I'd of done a review before. and it's also free so don't worry about that.

Rohan U

Android user

I know a lot of apps use fake accounts to boost their reviews but this app deserves it all. Originally I was getting 4 in my English exams and this time I got a grade 7. I didn’t even know about this app three days until the exam and it has helped A LOT. Please actually trust me and use it as I’m sure you too will see developments.

Xander S

iOS user

THE QUIZES AND FLASHCARDS ARE SO USEFUL AND I LOVE THE SCHOOLGPT. IT ALSO IS LITREALLY LIKE CHATGPT BUT SMARTER!! HELPED ME WITH MY MASCARA PROBLEMS TOO!! AS WELL AS MY REAL SUBJECTS ! DUHHH 😍😁😲🤑💗✨🎀😮

Elisha

iOS user

This apps acc the goat. I find revision so boring but this app makes it so easy to organize it all and then you can ask the freeeee ai to test yourself so good and you can easily upload your own stuff. highly recommend as someone taking mocks now

Paul T

iOS user