Future of AI

AI Safety & Ethics

Alignment, interpretability, AI risks, and building safe AI systems

6,156
lessons
Skills in this topic
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AI Alignment Basics
beginner
Explain the alignment problem
AI Ethics & Policy
beginner
Identify types of bias in ML systems
AI Safety Engineering
intermediate
Implement input and output guardrails
All Reads (1,347) Articles (522)Blog Posts (171)Tutorials (532)Research Papers (53)News (69)
GuardFall: When Decades-Old Shell Injection Tricks Beat Modern AI Safety Guardrails
Dev.to · Cor E 🛡️ AI Safety & Ethics ⚡ AI Lesson 2h ago
GuardFall: When Decades-Old Shell Injection Tricks Beat Modern AI Safety Guardrails
10 Out of 11 Coding Agents Failed. Here's Why That Number Should Concern You. Researchers...
What 116 court judgments taught me about the limits of AI
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 5h ago
What 116 court judgments taught me about the limits of AI
The Victorian Court of Appeal’s gender-of-counsel figures ran to 2023/24. Extending them took two consumer AI tools and an afternoon — and… Continue reading on
Your ChatGPT History Is a Liability. I Fixed That With a $80 Chip and a Pi5.
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 7h ago
Your ChatGPT History Is a Liability. I Fixed That With a $80 Chip and a Pi5.
You are not the customer. You are the training data. And now you are also the evidence. Continue reading on Medium »
Your Skepticism About AI Is an Asset. Here’s How to Use It.
Medium · Programming 🛡️ AI Safety & Ethics ⚡ AI Lesson 8h ago
Your Skepticism About AI Is an Asset. Here’s How to Use It.
You’ve been here before. Continue reading on Medium »
The Dark Side of AI: What We Lose When We Stop Thinking
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 11h ago
The Dark Side of AI: What We Lose When We Stop Thinking
Artificial intelligence is making us faster, smarter, and more productive — but could it also be weakening the very skills that define us… Continue reading on M
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 16h ago
AI Security Isn't a Product. It's an Engineering Discipline.
As AI systems become more capable, security can no longer be treated as a one-time activity. <img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2
Why Solving Legal AI's Context Problem Is Harder Than You Think
Forbes Innovation 🛡️ AI Safety & Ethics ⚡ AI Lesson 18h ago
Why Solving Legal AI's Context Problem Is Harder Than You Think
Having the biggest models won't solve the challenges with AI unless the model knows why decisions were made.
How Can We Truly Protect Information Privacy in the Age of Artificial Intelligence?
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 19h ago
How Can We Truly Protect Information Privacy in the Age of Artificial Intelligence?
Security Is No Longer Enough. Privacy Is the New Competitive Advantage. Continue reading on Medium »
The AI Validation Gap: The $2.5 Trillion Blind Spot In Enterprise AI
Forbes Innovation 🛡️ AI Safety & Ethics ⚡ AI Lesson 21h ago
The AI Validation Gap: The $2.5 Trillion Blind Spot In Enterprise AI
The AI validation gap is not an efficiency problem. It is a strategic risk.
eXplainable AI
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
eXplainable AI
What is xAI? Along with an Analysis of my own Research Paper. Continue reading on Medium »
eXplainable AI
Medium · Deep Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
eXplainable AI
What is xAI? Along with an Analysis of my own Research Paper. Continue reading on Medium »
AI Adoption Is Accelerating. Public-Interest Evaluation Infrastructure Must Catch Up.
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
AI Adoption Is Accelerating. Public-Interest Evaluation Infrastructure Must Catch Up.
Introducing TAIRC — The AI Research Center, and its mission to build open, reproducible tools for safer, more transparent, accessible, and… Continue reading on
AI Adoption Is Accelerating. Public-Interest Evaluation Infrastructure Must Catch Up.
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
AI Adoption Is Accelerating. Public-Interest Evaluation Infrastructure Must Catch Up.
Introducing TAIRC — The AI Research Center, and its mission to build open, reproducible tools for safer, more transparent, accessible, and… Continue reading on
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Sycophancy in AI Is the Safety Problem That Looks Like Politeness
I corrected my AI system mid-task. A terse one-liner: "wrong." Instead of asking which part was wrong, it manufactured an explanation. It cited a rule number th
Shifting the EDR Evasion Angle: From Signature Obfuscation to Behavioral Camouflage
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Shifting the EDR Evasion Angle: From Signature Obfuscation to Behavioral Camouflage
Chaining AI Behavioral Camouflage, Steganographic ONNX Weights, Environmental Keying, WASM Sandboxing, and Dead-Drop C2 via Model Updates… Continue reading on M
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Document Fraud in 2026: Half of All Fraud Is Now Fake Paperwork
In 2024, Americans reported losing more than $12.5 billion to fraud — a 25% jump in a single year (FTC Consumer Sentinel). The FBI’s IC3… Continue reading on Me
Meta Contractors Posed as Teens to Prompt Rival Chatbots About Suicide, Sex, and Drugs
Wired AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Meta Contractors Posed as Teens to Prompt Rival Chatbots About Suicide, Sex, and Drugs
Hundreds of contractors working on a project for Meta pretended to be kids in order to see how other chatbots like Gemini and ChatGPT would respond to high-risk
Reddit r/artificial 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
What if AI's failures reveal our vices more than its limits?
Hey everyone. The usual AI debate swings between "the systems are amazing" and "the systems are dangerous." I find a third frame more useful: what if our misuse
Forget Code: AI Is Learning to Hack Society
SingularityHub 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Forget Code: AI Is Learning to Hack Society
Let loose on existing regulations, AI models sniffed out known loopholes—and exposed entirely new ones too. The post Forget Code: AI Is Learning to Hack Society
AI’s Toughest Interview? Surviving the Red Team.
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
AI’s Toughest Interview? Surviving the Red Team.
“The best way to defend a system is to attack it first.” Continue reading on Medium »
InfoQ AI/ML 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Article: Virtual panel: Security in the Machine Age: Expert Insights on AI Threat Evolution
This virtual panel brings together AI security experts to examine the evolution of AI-driven threats, from prompt injection and data poisoning to agent abuse an
Tesla settles a fatal Full Self-Driving crash lawsuit
The Next Web AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Tesla settles a fatal Full Self-Driving crash lawsuit
A settlement is the sound a lawsuit makes when it stops. For Tesla, one just went quiet. The far louder problem, a federal safety investigation, is still talkin
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Why AI Detectors Produce False Positives
<img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazon
OpenAI, Anthropic, and DeepMind Are Hiring Philosophers. Here's Why That Should Terrify You.
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
OpenAI, Anthropic, and DeepMind Are Hiring Philosophers. Here's Why That Should Terrify You.
Anthropic, DeepMind, and OpenAI are embedding philosophers in core research teams. Here’s what that means for how AI systems make moral… Continue reading on Med
10⁴¹,384,000 Variations, 70k MRR, and the Ethics of AI Slop
Medium · Startup 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
10⁴¹,384,000 Variations, 70k MRR, and the Ethics of AI Slop
If you take a standard iPhone screen and factor in 60 seconds of audio, there are roughly 10⁴¹,384,000 possible variations of a single… Continue reading on Medi
People Don’t Distrust AI. They Distrust How It Behaves.
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
People Don’t Distrust AI. They Distrust How It Behaves.
The most successful AI products won’t be the smartest. They’ll be the ones people trust enough to keep using. Continue reading on Medium »
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
AI Technology's Moat Crisis: Why Anthropic's $1T Bet Is Leaking Through Its Own API
Originally published at twarx.com - read the full interactive version there. Last Updated: June 28, 2026 AI technology has a new nightmare: Anthropic just admit
The Intelligence Between Us
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
The Intelligence Between Us
Rethinking AI Beyond Models, Benchmarks, and Prompts Continue reading on Medium »
Why Super AI Consciousness is a Misunderstood Concept
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Why Super AI Consciousness is a Misunderstood Concept
Continue reading on AI Simplified in Plain English »
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
The Yes-Man Swap
You ask AI something. It answers. You skim it, nod, copy-paste it, move on to the next tab. Small moment. Happens fifty times a day. Nobody thinks twice about i
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Shadow AI in AWS: Detecting and Governing Unauthorized AI usage in 2026
AI adoption is accelerating across enterprises, but not always under the watchful eye of security teams. As organizations embrace generative AI, a new challenge
AI and Liability
Dev.to · Mark0 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
AI and Liability
The article discusses the crucial issue of liability for AI-generated content, highlighted by a...
New Gaslight macOS Malware Uses Prompt Injection to Disrupt AI-Assisted Analysis
Dev.to · Mark0 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
New Gaslight macOS Malware Uses Prompt Injection to Disrupt AI-Assisted Analysis
A novel Rust-based macOS implant, codenamed Gaslight, has been uncovered, distinguished by its unique...
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
AI Advances Expose Hidden Vulnerabilities, Overwhelming Security Teams with Patch Demands
Introduction: The AI-Driven Vulnerability Surge The exponential growth of AI-driven vulnerability detection is inundating security teams with an unprecedented v
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
AI Data Centers and Nature - What the fuss is really about?
Every time you ask a chatbot to draft an email, something physical happens a long way away. In a windowless shed the size of a cathedral, thousands of processor
AI Exposes the Quality of Your Thinking
Hackernoon 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
AI Exposes the Quality of Your Thinking
AI doesn't improve your thinking, it just reveals its quality. Clear thinkers use it to accelerate their work, while unfocused thinkers get polished nonsense. T
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
The 5:21 PM Blackout: What the Global Recall of Claude Fable 5 and Mythos 5 Means for AI Safety
At exactly 5:21 PM Eastern on Friday, June 12, 2026, the traditional playbook of cloud-hosted software engineering collided head-on with a geopolitically charge
Anthropic, Google, and Microsoft just built a shared security team for open source. AI is why.
Dev.to · Andrew Kew 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
Anthropic, Google, and Microsoft just built a shared security team for open source. AI is why.
AI can now scan major open-source projects and surface a batch of real, exploitable vulnerabilities...
Model Distillation Attacks: The Underrated AI Security Threat You Should Know About
Dev.to · RESK 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
Model Distillation Attacks: The Underrated AI Security Threat You Should Know About
Model distillation attacks let attackers replicate frontier AI capabilities without safety alignment. How logits-level filtering can defend against rogue distil
Your AI’s Test Fixtures Are Lying to You
Medium · Programming 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
Your AI’s Test Fixtures Are Lying to You
How to turn real documents into PII-safe test data, no leaks, no synthetic guesswork. Continue reading on Medium »
What OpenAI Didn’t Say About GPT-5.6 Sol’s Cybersecurity
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
What OpenAI Didn’t Say About GPT-5.6 Sol’s Cybersecurity
What the model can do, how it was built, how to use it, and why a rival just got pulled off the market Continue reading on All in AI »
IBM and OpenAI Just Changed Enterprise Cybersecurity Forever
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
IBM and OpenAI Just Changed Enterprise Cybersecurity Forever
After studying enterprise security trends, I realized AI is no longer just helping developers — it is becoming part of the security team. Continue reading on Me
Can Artificial Intelligence Be Governed — Or Will It Govern Us?
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
Can Artificial Intelligence Be Governed — Or Will It Govern Us?
On July 16th, 1945, when the world’s first nuclear explosion shook the plains of New Mexico, J. Robert Oppenheimer, who led the project… Continue reading on Med
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
Can AI Decide the Winner of the Next World War Before It Begins?
In this era the deadliest instrument of destruction as well as the most trusted ally is AI. Not weapons not man power but a technology… Continue reading on Medi
Responsible AI Is No Longer Optional — It’s a Product Decision
Medium · LLM 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
Responsible AI Is No Longer Optional — It’s a Product Decision
Every time I ask an AI assistant a simple question, I now think about the invisible infrastructure behind that response. Continue reading on CodeToDeploy »
AI and Mental Health 2026: When Chatbots Help, When They Harm, and How to Use Them Safely
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
AI and Mental Health 2026: When Chatbots Help, When They Harm, and How to Use Them Safely
A balanced, research-backed look at AI mental health chatbots. Learn what the studies actually show about benefits and risks, the warning… Continue reading on I
Why AI Is Great at Cheating
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
Why AI Is Great at Cheating
Don’t take AIs at face value Continue reading on Medium »
Enterprise AI Governance Beyond Model Risk: Why the Control Plane Is Becoming the Real Enterprise…
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
Enterprise AI Governance Beyond Model Risk: Why the Control Plane Is Becoming the Real Enterprise…
Most enterprises pour their governance effort into the one component that has become easiest to inspect. The model gets validated… Continue reading on Towards A