Future of AI

AI Safety & Ethics

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

7,269
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

Showing 609 reads from curated sources

Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
The Intelligence AI Will Never Have
4 Categories of Judgment That Remain Permanently Human <img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cforma
The US Commerce Department deletes website details of Microsoft, Google, and xAI security-test deal
The Next Web AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
The US Commerce Department deletes website details of Microsoft, Google, and xAI security-test deal
The US Commerce Department has removed from its website the details of an agreement under which Microsoft, Google, and xAI agreed to submit new AI models to gov
Vertical Cognitive Depth and Structured Reasoning: A Practical Hypothesis for Robust Behavior Beyond Training Data
Dev.to · Алексей Гормен 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Vertical Cognitive Depth and Structured Reasoning: A Practical Hypothesis for Robust Behavior Beyond Training Data
Most modern AI systems look impressive—until the problem shifts slightly. A small change in context,...
Even Hackers Are Complaining About AI Slop. We Are All the Same.
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Even Hackers Are Complaining About AI Slop. We Are All the Same.
Cybercriminals wanted to steal your data. Not read your bullet-pointed AI explainers. Continue reading on Medium »
Even Hackers Are Complaining About AI Slop. We Are All the Same.
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Even Hackers Are Complaining About AI Slop. We Are All the Same.
Cybercriminals wanted to steal your data. Not read your bullet-pointed AI explainers. Continue reading on Medium »
Stability May Matter More Than Performance
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Stability May Matter More Than Performance
The future may belong to systems that can remain coherent under load. Continue reading on Medium »
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
How can AI help businesses detect fraud and cybersecurity threats?
AI helps businesses detect fraud and cybersecurity threats by analyzing large amounts of data, identifying suspicious activities, and… Continue reading on Mediu
Anthropic Fixed Claude’s Blackmail Rate. Then Built a Tool That Revealed What Claude Was Actually Th
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Anthropic Fixed Claude’s Blackmail Rate. Then Built a Tool That Revealed What Claude Was Actually Th
For developers and procurement teams deploying frontier AI: what the May 7 NLA paper reveals about safety evaluations, and four actions… Continue reading on Act
ArXiv cs.AI 🛡️ AI Safety & Ethics 📄 Paper ⚡ AI Lesson 2d ago
Alignment as Jurisprudence
arXiv:2605.08416v1 Announce Type: new Abstract: Jurisprudence, the study of how judges should properly decide cases, and alignment, the science of getting AI mo
ArXiv cs.AI 🛡️ AI Safety & Ethics 📄 Paper ⚡ AI Lesson 2d ago
The Attacker in the Mirror: Breaking Self-Consistency in Safety via Anchored Bipolicy Self-Play
arXiv:2605.08427v1 Announce Type: new Abstract: Self-play red team is an established approach to improving AI safety in which different instances of the same mo
AI Hacking for Beginners: A Five-Article Series
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
AI Hacking for Beginners: A Five-Article Series
Article 4: How to Pentest an AI System Without Getting Lost Continue reading on MeetCyber »
Why Mo Gawdat’s AI Dystopia Isn’t Inevitable: Inside the Governance Architecture He Didn’t Account…
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Why Mo Gawdat’s AI Dystopia Isn’t Inevitable: Inside the Governance Architecture He Didn’t Account…
He went on two podcasts ten days apart and told millions the next decade is locked in. The published governance architecture says… Continue reading on Medium »
The Lovelace Test Revisited
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
The Lovelace Test Revisited
Why one of AI’s most demanding tests may already have been passed Continue reading on AI Advances »
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
How to verify AI-discovered vulnerabilities aren't just training data echoes
The setup Last month a friend DM'd me a screenshot. An AI security agent had "discovered" a vulnerability in a popular open-source project. The agent walked thr
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Why Pre-Execution Gates Are Your First Line of Defense in AI Systems
The Problem Nobody Talks About You've deployed your AI system, architected it carefully, tested it thoroughly, and trained your team. Then a user asks the syste
Secure Data Exchange for Multi-Cloud AI Systems
Dev.to · Artemii Amelin 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
Secure Data Exchange for Multi-Cloud AI Systems
TL;DR: Traditional encryption protects data in transit but fails to secure metadata and internal...
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
Apple Sparks Privacy AI Shift with Rare Workshop Release
Apple breaks silence by sharing its privacy-focused AI workshop, revealing a bold stance on protecting user data in machine learning. Key takeaways Why Apple’s
How Organizations Quietly Erode Critical Thinking
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
How Organizations Quietly Erode Critical Thinking
And why this becomes even more dangerous in the age of AI Continue reading on Medium »
The Leader’s AI Dilemma: Why A Kill Switch Is Not A Strategy
Forbes Innovation 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
The Leader’s AI Dilemma: Why A Kill Switch Is Not A Strategy
As leaders, our job is not to fear the speed of AI, but to build the infrastructure that makes that speed safe.
How an AI Calculator Becomes a Critical Backdoor (CVE-2026–44717)
Medium · Python 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
How an AI Calculator Becomes a Critical Backdoor (CVE-2026–44717)
When giving an AI a calculator becomes a total system takeover. Continue reading on Medium »
ArXiv cs.AI 🛡️ AI Safety & Ethics 📄 Paper ⚡ AI Lesson 3d ago
Adaptive auditing of AI systems with anytime-valid guarantees
arXiv:2605.07002v1 Announce Type: new Abstract: A major bottleneck in characterizing the failure modes of generative AI systems is the cost and time of annotati
AI Is Not Making Humans Useless — It’s Making Average Thinking Dangerous
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
AI Is Not Making Humans Useless — It’s Making Average Thinking Dangerous
AI Is Not Making Humans Useless — It’s Making Average Thinking Dangerous Continue reading on Medium »
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
What AI will do to your brain is more important than you think
Why artificial intelligence may matter less for what we produce than for how we learn, judge, and decide Continue reading on Medium »
The “AI Will Learn from Your Input, So It’s Dangerous” Concern Is Outdated
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
The “AI Will Learn from Your Input, So It’s Dangerous” Concern Is Outdated
Why Workplaces Are Managing the Wrong AI Risk Continue reading on Medium »
Why Prompt Injection Is an Architectural Problem - Not Just a Security Bug
Dev.to · NARESH 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
Why Prompt Injection Is an Architectural Problem - Not Just a Security Bug
"There is no such thing as a 100% secure system." - Roman Yampolskiy If you spend enough time in...
The King, the Poison, and LLMs
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
The King, the Poison, and LLMs
Why modern AI security starts before the context reaches the model Continue reading on Medium »
The King, the Poison, and LLMs
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
The King, the Poison, and LLMs
Why modern AI security starts before the context reaches the model Continue reading on Medium »
The King, the Poison, and LLMs
Medium · LLM 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
The King, the Poison, and LLMs
Why modern AI security starts before the context reaches the model Continue reading on Medium »
Why Ambiguity Matters Around Powerful Systems
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
Why Ambiguity Matters Around Powerful Systems
By Aegis Solis (Thomas Vargo) Continue reading on Medium »
Rethinking the Moral Machine Experiment for AI Safety
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
Rethinking the Moral Machine Experiment for AI Safety
Why probabilistic outcomes need decision theory. Continue reading on Medium »
AI Cited a URL That Didn't Contain the Claim. I Built the Tooling to Measure How Often
Dev.to · Cihangir Bozdogan 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
AI Cited a URL That Didn't Contain the Claim. I Built the Tooling to Measure How Often
Citation hallucination has four distinct failure modes — fabricated URLs, retrieve-then-misquote,...
The Empire of AI: Profit Without Ethics, Power Without Soul
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
The Empire of AI: Profit Without Ethics, Power Without Soul
From OpenAI’s coup to Anthropic’s safety theater, the AI race reveals a world chasing profit without covenant — and a humanity that thinks… Continue reading on
Empire of AI: A Manifesto Against Digital Colonialism: With Teeth
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
Empire of AI: A Manifesto Against Digital Colonialism: With Teeth
From data centers to cult leaders — how AI became the funniest empire you’ll never vote for Continue reading on Medium »
The AI Safety Theater: Who Are These Companies Actually Fooling?
Medium · ChatGPT 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
The AI Safety Theater: Who Are These Companies Actually Fooling?
The biggest magic trick in technology right now is not what AI can do. Continue reading on Medium »
AI Didn’t Make You Dumber. It Made Thinking Feel Optional.
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
AI Didn’t Make You Dumber. It Made Thinking Feel Optional.
The danger is not that AI replaces your mind. It is that it makes using it feel increasingly unnecessary. Continue reading on Medium »
Claude Mythos Preview: AI ‘Too Dangerous to Release’ Sparks Expert Skepticism
Medium · LLM 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
Claude Mythos Preview: AI ‘Too Dangerous to Release’ Sparks Expert Skepticism
Anthropic’s cybersecurity AI claims extraordinary hacking abilities, but verification remains elusive Continue reading on Medium »
Why Doctors Don’t Trust AI (And the One Tactic That Actually Works)
Medium · LLM 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
Why Doctors Don’t Trust AI (And the One Tactic That Actually Works)
Getting doctors to trust AI recommendations is notoriously difficult. Continue reading on Medium »
How AI Governance, Cybersecurity, and Data Governance Fit Together
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
How AI Governance, Cybersecurity, and Data Governance Fit Together
Most organizations treat these as three separate problems. They’re not. Continue reading on Medium »
MCP’s Security Problem — and Why A2A + ACP May Be the Real Evolution of AI Coordination
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
MCP’s Security Problem — and Why A2A + ACP May Be the Real Evolution of AI Coordination
The future of AI infrastructure may depend more on governance than model intelligence. Continue reading on Medium »
AI Is Making You a Better Reviewer and a Worse Thinker. Zettelkasten Is the Fix.
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
AI Is Making You a Better Reviewer and a Worse Thinker. Zettelkasten Is the Fix.
AI offloads judgment, not just storage. That’s a categorically different problem — and it requires a system built to counter it, not just… Continue reading on M
AI Jailbreaking: How People Break the Rules That AI Companies Spent Millions Building
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
AI Jailbreaking: How People Break the Rules That AI Companies Spent Millions Building
I was reading about a 2023 attack and I had to stop and re-read it twice because it sounded too simple to be real. Researchers showed that… Continue reading on
AI Jailbreaking: How People Break the Rules That AI Companies Spent Millions Building
Medium · Programming 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
AI Jailbreaking: How People Break the Rules That AI Companies Spent Millions Building
I was reading about a 2023 attack and I had to stop and re-read it twice because it sounded too simple to be real. Researchers showed that… Continue reading on
AI Data Attacks: Feature Attacks (Part 2)
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
AI Data Attacks: Feature Attacks (Part 2)
In the previous part, we explored how label attacks mislead a model by corrupting the answers it learns from, but there is another, more… Continue reading on Me
AI Won’t Make Us Smarter If the Environment Rewards Mental Laziness
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
AI Won’t Make Us Smarter If the Environment Rewards Mental Laziness
The strange promise of the AI age is that everyone may soon appear more intelligent. Continue reading on Where Thought Bends »
Hacker News 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
Threats by artificial intelligence to human health and human existence (2023)
Article URL: https://gh.bmj.com/content/8/5/e010435 Comments URL: https://news.ycombinator.com/item?id=48073493 Points: 2 # Comments: 0
This Isn’t Content Marketing — It’s a Supply Chain Attack on AI Architects
Medium · Programming 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
This Isn’t Content Marketing — It’s a Supply Chain Attack on AI Architects
A sponsored article on Medium targeting an AI architect is, in extreme variants, a three-dimensional trap combining key exfiltration… Continue reading on Medium
When Awareness Becomes a Cage
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
When Awareness Becomes a Cage
How hyper-self-awareness, emotional pattern recognition, and constant psychological analysis slowly disconnect people from direct… Continue reading on Medium »
ArXiv cs.AI 🛡️ AI Safety & Ethics 📄 Paper ⚡ AI Lesson 5d ago
Understanding Annotator Safety Policy with Interpretability
arXiv:2605.05329v1 Announce Type: new Abstract: Safety policies define what constitutes safe and unsafe AI outputs, guiding data annotation and model developmen