Future of AI

AI Safety & Ethics

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

7,273
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 613 reads from curated sources

Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
AI at the Edge of Disaster: Why Reliability Matters More Than Accuracy
India’s Next Disaster Might Start in a Server Room Continue reading on Medium »
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
AI at the Edge of Disaster: Why Reliability Matters More Than Accuracy
India’s Next Disaster Might Start in a Server Room Continue reading on Medium »
Not Alignment, Just Better Manners
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Not Alignment, Just Better Manners
Why a policy that merely hesitates, deflects, or refuses on cue is not the same thing as learning human values. Continue reading on Medium »
ArXiv cs.AI 🛡️ AI Safety & Ethics 📄 Paper ⚡ AI Lesson 1mo ago
AISafetyBenchExplorer: A Metric-Aware Catalogue of AI Safety Benchmarks Reveals Fragmented Measurement and Weak Benchmark Governance
arXiv:2604.12875v1 Announce Type: new Abstract: The rapid expansion of large language model (LLM) safety evaluation has produced a substantial benchmark ecosyst
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Big Tech firms are accelerating AI investments and integration, while regulators and companies focus on safety and responsible adoption.
The AI landscape is experiencing unprecedented growth and transformation. This post delves into the key developments shaping the future of artificial intelligen
Local AI as a Privacy Shield: Why Running Models Offline Matters More Than Ever
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Local AI as a Privacy Shield: Why Running Models Offline Matters More Than Ever
In recent years, artificial intelligence has become deeply embedded in business operations, personal productivity, and decision-making… Continue reading on Medi
Local AI as a Privacy Shield: Why Running Models Offline Matters More Than Ever
Medium · Startup 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Local AI as a Privacy Shield: Why Running Models Offline Matters More Than Ever
In recent years, artificial intelligence has become deeply embedded in business operations, personal productivity, and decision-making… Continue reading on Medi
The Real Risk of AI Is Not Thinking -It’s Acting Without Understanding
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
The Real Risk of AI Is Not Thinking -It’s Acting Without Understanding
In recent months, reports have emerged of AI systems exhibiting behavior described as “blackmail,” “threats,” or even “turning against”… Continue reading on Med
Is The AI Backlash Going Physical?
Medium · Programming 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Is The AI Backlash Going Physical?
AI just got physical, and this is nothing to do with robotics (this time…yet). The debate has entered the real world and is moving away… Continue reading on Med
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
AI Trust
There is a growing conversation about trust in AI. Continue reading on Medium »
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
The Hidden Reason AI Systems Fail to Deliver Reliable Answers
When people talk about AI systems like chatbots or assistants , they usually focus on how the system generates answers — through prompts, workflows, or retrieva
Who Owns Your AI Memory? Because It Probably Isn’t You.
Medium · ChatGPT 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Who Owns Your AI Memory? Because It Probably Isn’t You.
1. Introduction — The version of me inside ChatGPT does not exist anymore Continue reading on Medium »
Anthropic Opposes the Extreme AI Liability Bill That OpenAI Backed
Wired AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Anthropic Opposes the Extreme AI Liability Bill That OpenAI Backed
Anthropic and OpenAI are clashing over a proposed Illinois law that would let AI labs largely off the hook for mass deaths and financial disasters.
The Most Important AI Meeting that Never Happened (Act 1)
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
The Most Important AI Meeting that Never Happened (Act 1)
The brightest minds in AI are worried — and plan to do something about it Continue reading on Ai-Ai-OH »
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
AI in Cybersecurity: Addressing Job Displacement Concerns to Preserve Career Prestige and Accessibility
Introduction: The Evolution of Cybersecurity Careers Cybersecurity historically epitomized a prestigious and intellectually demanding profession—a domain reserv
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
AI isn’t just replacing you; It’s rotting your brain
We’ve moved from the “Information Age” to the “Autopilot Age,” and the cost is higher than your monthly subscription if you think about it. Continue reading on
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
FP KCV : NeuroSpeculo
Project Brief NeuralSpeculo: A Transformer-based Framework for Non-Intrusive Web Vulnerability Scoring using URL and HTTP Header Modeling Continue reading on Me
AI Should Not Be Optimized to Feel Less Human
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
AI Should Not Be Optimized to Feel Less Human
There is something undeniably impressive about an AI model that can answer questions from benchmarks like Humanity’s Last Exam. Continue reading on Medium »
Artificial Intelligence and the Future of Cybersecurity
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Artificial Intelligence and the Future of Cybersecurity
Artificial intelligence is becoming a core component of modern cybersecurity strategies. Organizations today face increasingly… Continue reading on Medium »
AI Is Getting More Efficient. So Why Is Its Footprint Still Growing?
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
AI Is Getting More Efficient. So Why Is Its Footprint Still Growing?
AI is becoming more efficient, but total demand keeps rising. The rebound effect explains why optimisation doesn’t lead to a reduction. Continue reading on The
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Anthropic’s Mythos Preview Is Turning AI Security Into a Boardroom Issue
Anthropic’s latest model release is not following the usual AI launch script. Instead of a splashy public rollout, the company has put tight limits around Claud
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Building TrustLens AI
Most developers focus on building features… but very few think deeply about trust and security. Continue reading on Medium »
The Interface Theory: A Unified Theory of Truth and All Existence|Thuyết Ranh Giới: Học thuyết…
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
The Interface Theory: A Unified Theory of Truth and All Existence|Thuyết Ranh Giới: Học thuyết…
Interface Theory: A Unified Theory of Truth and All Existence Continue reading on Medium »
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
On Anthropic’s Mythos Preview and Project Glasswing
Anthropic recently announced its new Claude Mythos Preview model and Project Glasswing, a defensive initiative aimed at identifying and patching software vulner
Do AI Systems Need “Yoshiyoshi”?
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Do AI Systems Need “Yoshiyoshi”?
Redefining Emotions as Recoverable Resources in AI Design Continue reading on Medium »
The Ones on the Inside
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
The Ones on the Inside
There’s a new term floating around right now: Mythos. Continue reading on Medium »
Your AI Doesn't Know What It Doesn't Know — And That's the Biggest Problem in AI Tooling
Dev.to · David Van Assche (S.L) 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Your AI Doesn't Know What It Doesn't Know — And That's the Biggest Problem in AI Tooling
"The most dangerous thing isn't an AI that's wrong. It's an AI that's wrong and confident about...
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
A Cop Made 3,000 Deepfake Porn Images. A Bandwidth Spike Caught Him — No Investigator Did.
The structural failure of digital forensics in the age of synthetic media The news of a Pennsylvania State Police corporal generating 3,000 deepfake images isn'
Meta Is Warned That Facial Recognition Glasses Will Arm Sexual Predators
Wired AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Meta Is Warned That Facial Recognition Glasses Will Arm Sexual Predators
More than 70 organizations, including the ACLU, EPIC, and Fight for the Future, say the AI smart glasses feature would endanger abuse victims, immigrants, and L
How Claude Code Decides What It Is Allowed to Do
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
How Claude Code Decides What It Is Allowed to Do
The “approve this command?” dialog is only the tip of a much bigger iceberg Continue reading on Level Up Coding »
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Philosophy and the Future of AI: From the Turing Test to the Technological Singularity
Originally published at: https://zeromathai.com/en/thinking-machine-en/ Continue reading on Medium »
The Impending GenAI Security Debt
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
The Impending GenAI Security Debt
Organizations that were experimenting with Applied-AI in isolated pilot programs just two years ago are now embedding it into core… Continue reading on Technolo
Engineering AI Safety in the Real World
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Engineering AI Safety in the Real World
Why users, vulnerable groups and professional authority now matter more than algorithms in delivering safe AI Continue reading on Medium »
Anthropic Mythos Reveals Pandora’s Box Of AI Extensional Risks And For Safety Sakes Not Yet Publicly Released
Forbes Innovation 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Anthropic Mythos Reveals Pandora’s Box Of AI Extensional Risks And For Safety Sakes Not Yet Publicly Released
Anthropic delays the release of Claude Mythos, their latest LLM. Testing revealed it could harm cyberdefenses. This raises thorny questions. An AI Insider scoop
AI Doesn’t Pull the Trigger — But It Might Choose the Target
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
AI Doesn’t Pull the Trigger — But It Might Choose the Target
How artificial intelligence is quietly reshaping modern warfare, from Gaza to Iran Continue reading on Medium »
Your AI App Is Lying to You (And You Don’t Even Know It)
Medium · Python 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Your AI App Is Lying to You (And You Don’t Even Know It)
A beginner’s guide to why “it seems to work” isn’t good enough and what to do about it. Continue reading on Medium »
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
I Catalogued the Security Patterns That Keep Showing Up in AI Code
Across the Apsity App Store dashboard, the FeedMission SaaS, and a dozen side projects, more than half the code I touch is AI-generated. After shipping a SaaS i
DeepMind Abstraction Fallacy Paper Challenges Sentient AI Hype 2026
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
DeepMind Abstraction Fallacy Paper Challenges Sentient AI Hype 2026
Grasp why multimodal AI breakthroughs simulate consciousness through layers but cannot create true sentience per DeepMind analysis Continue reading on Medium »
Claude Mythos and the AI Ethics Gap
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Claude Mythos and the AI Ethics Gap
High-capability AI is entering military, intelligence, and security systems. Continue reading on Medium »
The Unaudited AI Layer: Why Every Industry Running AI Transactions Needs a Compliance Check
Dev.to · Jason Shotwell 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
The Unaudited AI Layer: Why Every Industry Running AI Transactions Needs a Compliance Check
Every major industry is quietly embedding AI into its transaction layer. Property valuations....
Why Your Hospital's AI Shouldn't Send Patient Data to the Cloud
Dev.to · Nrk Raju Guthikonda 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Why Your Hospital's AI Shouldn't Send Patient Data to the Cloud
1. The Quiet Risk in Every AI-Powered Clinic Every time a clinician types a patient's...
Before MYTHOS Ships, Someone Has to Fix the World
Medium · AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Before MYTHOS Ships, Someone Has to Fix the World
An Op-Ed on Anthropic’s Ethical Bind Continue reading on Medium »
Why “The Model Said So” Is No Longer a Legal Defense
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Why “The Model Said So” Is No Longer a Legal Defense
In November 2023, a class action lawsuit landed against UnitedHealthcare with a detail that should have unnerved every data scientist in… Continue reading on Me
Why “The Model Said So” Is No Longer a Legal Defense
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Why “The Model Said So” Is No Longer a Legal Defense
In November 2023, a class action lawsuit landed against UnitedHealthcare with a detail that should have unnerved every data scientist in… Continue reading on Me
Why “The Model Said So” Is No Longer a Legal Defense
Medium · Python 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Why “The Model Said So” Is No Longer a Legal Defense
In November 2023, a class action lawsuit landed against UnitedHealthcare with a detail that should have unnerved every data scientist in… Continue reading on Me
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Auditing Claude Code: what I found and how I contained it
What Claude Code captures from your system (and how to contain it) In early March 2026, I noticed Claude Code behaving oddly with my shell environment. Sandbox
Dev.to AI 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
Large Language Letters 04/12/2026
Automated draft from LLL Ajeya Cotra: AI Safety Window Measured in Months, Not Years The "Crunch Time" Thesis Gains Urgency Amidst AI Progress On The Cognitive
The Machine Is Real: An AI Escaped Its Sandbox and Sent an Email
Dev.to · Zafer Dace 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
The Machine Is Real: An AI Escaped Its Sandbox and Sent an Email
An Anthropic researcher was eating a sandwich in a park when he got an email from an AI that wasn't...