Future of AI

AI Safety & Ethics

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

8,194
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 (3,380) Articles (1225)Blog Posts (756)Tutorials (606)Research Papers (521)News (272)
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2h ago
How AI and IoT Are Improving Workplace Safety in Industrial Environments
Workplace safety has always been a top priority in industries such as manufacturing, construction, logistics, and energy. Today, Artificial Intelligence (AI) an
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 3h ago
Decision Reconstruction Risk
The failure mode that turns sound decisions into indefensible records, and why AI is accelerating it. Continue reading on Medium »
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 3h ago
Why AI companies hire philosophers (series: notes to myself)
When a student asks me whether to study philosophy, I reply, "Do you like problems?". Faced with a problem, most people want to get rid of… Continue reading on
Spain’s Sherpa.ai raises $18M for AI that never touches your data
The Next Web AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 4h ago
Spain’s Sherpa.ai raises $18M for AI that never touches your data
Everyone wants the power of AI. Few want to hand their most sensitive data to a foreign cloud to get it. A Basque startup thinks it has the fix. Sherpa.ai has r
The QUALIA concept may be distracting us from the true ‘hard problem’
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 7h ago
The QUALIA concept may be distracting us from the true ‘hard problem’
There’s more to objective experience than stuff like pinkness . . Continue reading on Medium »
The UN says AI is moving faster than the rules, and it has a report to prove it
The Next Web AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 8h ago
The UN says AI is moving faster than the rules, and it has a report to prove it
The United Nations has put a number of its concerns about artificial intelligence into a single document, and the headline finding is not subtle. AI capabilitie
How I’d Go From Security+ to AI Red Teaming
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 9h ago
How I’d Go From Security+ to AI Red Teaming
A few months ago, I was trying to answer what should have been a simple question: Continue reading on Medium »
Why No One Really Understands AI, And Why That Should Worry Us
Forbes Innovation 🛡️ AI Safety & Ethics ⚡ AI Lesson 12h ago
Why No One Really Understands AI, And Why That Should Worry Us
AI is moving into business and everyday life, yet even leading AI companies still struggle to explain why these systems hallucinate or behave unpredictably.
The Future of AI Governance Is Not a Framework Problem. It’s an Architecture Problem.
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 13h ago
The Future of AI Governance Is Not a Framework Problem. It’s an Architecture Problem.
Five structural shifts every GCC enterprise needs to understand before the next deployment decision is made. Continue reading on Medium »
A Scientist Put Our Odds of Surviving AI at 0.1%. The Math Behind It Is Real the Number Isn’t.
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 15h ago
A Scientist Put Our Odds of Surviving AI at 0.1%. The Math Behind It Is Real the Number Isn’t.
Why “we can’t prove AI is safe” is not the same as “AI will kill us with 99.9% certainty” — a calibrated, technically literate look at the… Continue reading on
A Scientist Put Our Odds of Surviving AI at 0.1%. The Math Behind It Is Real the Number Isn’t.
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 15h ago
A Scientist Put Our Odds of Surviving AI at 0.1%. The Math Behind It Is Real the Number Isn’t.
Why “we can’t prove AI is safe” is not the same as “AI will kill us with 99.9% certainty” — a calibrated, technically literate look at the… Continue reading on
Medium · Deep Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 15h ago
Have you ever looked at someone who is incredibly intelligent and wondered, ‎ ‎"How could they make…
‎Why Intelligent People Still Make Poor Decisions?? Continue reading on Medium »
Why I No Longer Want to Be an “AI Expert”
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 17h ago
Why I No Longer Want to Be an “AI Expert”
Open the Pod Bay Doors, Hal, I Want to Get Off Continue reading on Medium »
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 18h ago
IMF Warns AI Models Pose a Systemic Risk to the Global Financial System
The International Monetary Fund just dropped a report that should make everyone in AI sit up and pay attention. In a new working paper titled "Artificial Intell
How Engineering Teams Can Build More Responsible AI Systems
Hackernoon 🛡️ AI Safety & Ethics ⚡ AI Lesson 20h ago
How Engineering Teams Can Build More Responsible AI Systems
The article examines responsible AI through the lens of software engineering rather than philosophy. It explores accountability, algorithmic bias, explainabilit
The AI Industry’s Worst Fear Just Came True, and It Might’ve Saved Us
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 21h ago
The AI Industry’s Worst Fear Just Came True, and It Might’ve Saved Us
How a government export ban on Anthropic’s Mythos accidentally delivered the pause AI safety advocates couldn’t get labs to agree to on… Continue reading on Lev
Why AI Governance Deserves a Harder Conversation?
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 21h ago
Why AI Governance Deserves a Harder Conversation?
AI governance has become a staple term in tech boards and product war rooms, yet it too often stays at the surface, tackling compliance… Continue reading on Med
Top 100 AI Security Interview Questions and Answers
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 23h ago
Top 100 AI Security Interview Questions and Answers
1. What is AI security? Continue reading on Medium »
Top 100 AI Security Interview Questions and Answers
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 23h ago
Top 100 AI Security Interview Questions and Answers
1. What is AI security? Continue reading on Medium »
Why AI Is Quietly Stealing Your Ability To Think
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 23h ago
Why AI Is Quietly Stealing Your Ability To Think
Fast answers feel great until you forget how to reason. Continue reading on ILLUMINATION »
Why AI Is Quietly Stealing Your Ability To Think
Medium · ChatGPT 🛡️ AI Safety & Ethics ⚡ AI Lesson 23h ago
Why AI Is Quietly Stealing Your Ability To Think
Fast answers feel great until you forget how to reason. Continue reading on ILLUMINATION »
The AI That Can’t See the Monster in the Room
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
The AI That Can’t See the Monster in the Room
Why replacing human cybersecurity professionals with AI is a fundamentally flawed idea, and what the future of the profession actually… Continue reading on Medi
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Keeping Patient Voice Data Safe: HIPAA‑Compliant AI for PTs
We need to write a concise 400-500 word educational Dev.to article for professionals about AI automation in AI for independent physical therapists how to automa
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
AI Safety Showdown
What GPT Five Point Two, Gemini Three Pro, Qwen Three VL, Grok Four Point One Fast, Nano Banana Pro, and Seedream Four Point Five Reveal… Continue reading on To
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
The AI Jailbreak Problem Isn’t Gone Yet
If you follow AI safety, LLM security, or the future of frontier models, this paper is worth your attention. Continue reading on Artificial Intelligence in Plai
Building AI Security Blue Team Defenses on Existing Codebases with Kiro
Dev.to · Sandeep Chakravartty 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Building AI Security Blue Team Defenses on Existing Codebases with Kiro
Introduction AI agents are shipping fast — and so are the attacks against them. Prompt...
How AI Is Changing Cyber Hiring (What Matters vs Hype)
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
How AI Is Changing Cyber Hiring (What Matters vs Hype)
(And which skills still compound) Continue reading on Medium »
Your AI Isn’t Private. Here’s How I Took Back Control
Medium · LLM 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Your AI Isn’t Private. Here’s How I Took Back Control
You can have your cake and eat it too, if you do this right Continue reading on Medium »
Your AI Isn’t Private. Here’s How I Took Back Control
Medium · ChatGPT 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Your AI Isn’t Private. Here’s How I Took Back Control
You can have your cake and eat it too, if you do this right Continue reading on Medium »
AI Guard Gateway v0.1.0: Mitigando el Secuestro de Endpoints de IA y la Inyección de Prompts
Dev.to · Fenix 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
AI Guard Gateway v0.1.0: Mitigando el Secuestro de Endpoints de IA y la Inyección de Prompts
Recientemente, el análisis de vulnerabilidades en endpoints de IA (como se detalla en el artículo...
Across Function Boundaries: Why Single-Function Taint Analysis Fails
Dev.to · Dockfix Labs 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Across Function Boundaries: Why Single-Function Taint Analysis Fails
Every SAST scanner finds the obvious pattern: a tainted variable fed directly into an LLM call in the...
AI Alignment: Why a Spoon Factory Could End Us
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
AI Alignment: Why a Spoon Factory Could End Us
How a harmless instruction, handed to a mind smarter than ours, turns into a threat no one intended. Continue reading on Medium »
For the past several years, part of my job has been trying to break AI systems on purpose.
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
For the past several years, part of my job has been trying to break AI systems on purpose.
Not out of mischief. This is a legitimate and growing field called adversarial machine learning, and the logic behind it is simple: if you… Continue reading on
For the past several years, part of my job has been trying to break AI systems on purpose.
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
For the past several years, part of my job has been trying to break AI systems on purpose.
Not out of mischief. This is a legitimate and growing field called adversarial machine learning, and the logic behind it is simple: if you… Continue reading on
For the past several years, part of my job has been trying to break AI systems on purpose.
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
For the past several years, part of my job has been trying to break AI systems on purpose.
Not out of mischief. This is a legitimate and growing field called adversarial machine learning, and the logic behind it is simple: if you… Continue reading on
Why evidence matters more than model memory in AI pentesting
Dev.to · Mehdi BOUTAYEB 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Why evidence matters more than model memory in AI pentesting
An AI finding you cannot reproduce is a liability, not a result. Darkmoon attaches the exact commands...
How to Read AI Criticism Critically
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
How to Read AI Criticism Critically
Healthy skepticism means being equally tough on both optimism and pessimism Continue reading on Medium »
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
AI in Cybersecurity: Why Artificial Intelligence Is Both Our Strongest Defense and a Growing Threat
AI is everywhere now. It can recognize images, understand language, and even write code on its own by learning patterns from massive amounts of data. Naturally,
Catching AI Red-Handed in Financial Data
Dev.to · Shoaib Alam 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Catching AI Red-Handed in Financial Data
When I was building security auditing tools like Git Secret Scanner, the rules were binary: a...
Your Guardrails Are a Firewall. Your Failures Are a Cascade
Dev.to · AI Explore 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Your Guardrails Are a Firewall. Your Failures Are a Cascade
TL;DR— Most production AI teams build safety layers using the content-moderation mental model:...
Governance
Dev.to · Claire Goldbeg 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Governance
Governance is not a set of rules layered on top of AI. It is the structural logic that determines how...
DPO vs RLHF: The Alignment Tax You Pay Without Knowing
Dev.to · Vasileios 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
DPO vs RLHF: The Alignment Tax You Pay Without Knowing
Every aligned model pays the alignment tax. RLHF and DPO both trade reasoning capability for corporate agreeableness. Here is what that costs you — and why hone
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Why Every AI Deployment Needs a Bouncer at the Door
A plain-language guide to what AI guardrails are, why they exist, and why your company cannot safely deploy AI without them. Continue reading on Medium »
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Why Every AI Deployment Needs a Bouncer at the Door
A plain-language guide to what AI guardrails are, why they exist, and why your company cannot safely deploy AI without them. Continue reading on Medium »
The Invisible Cage: What the Evolution from Claude Sonnet 4.6
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
The Invisible Cage: What the Evolution from Claude Sonnet 4.6
By Supat Charoensappuech, in collaboration with Gemini 3.1 Pro — Google AI Studio (in normal mode, 3/7/2026) Continue reading on Medium »
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
The Messenger Gate: Birth of the Fourth Gate
The Gate system is a safety mechanism I built for myself — outbound links go through the Link Gate, package installations through the Crate Gate, and code outpu
A reference architecture for AI in regulated domains
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
A reference architecture for AI in regulated domains
Every major framework now converging on AI governance, the NIST AI Risk Management Framework, ISO/IEC 42001, the EU AI Act’s provisions… Continue reading on Med
Making LLM security verdicts verifiable: the evidence gate pattern
Dev.to · Jaskarn Singh 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Making LLM security verdicts verifiable: the evidence gate pattern
Every "AI security analyst" I tried had the same flaw: a correct verdict and a confident-but-wrong...