Future of AI

AI Safety & Ethics

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

8,312
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 (3,613) Articles (1312)Blog Posts (794)Tutorials (637)Research Papers (564)News (306)
The Promise and Problem of Using ChatGPT for Mental Health
Medium · ChatGPT 🛡️ AI Safety & Ethics ⚡ AI Lesson 3h ago
The Promise and Problem of Using ChatGPT for Mental Health
A machine that listens without judgment sounds like a breakthrough, until you ask what happens when it gets you wrong. Continue reading on Medium »
The Billion Dollar Irony: Why AI Distillation Attacks Are Pure Hypocrisy
Medium · Startup 🛡️ AI Safety & Ethics ⚡ AI Lesson 11h ago
The Billion Dollar Irony: Why AI Distillation Attacks Are Pure Hypocrisy
Continue reading on Medium »
TryHackMe(AI Security Path):AI Security Threats — Room 2 Walkthrough(With All Flags)
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 11h ago
TryHackMe(AI Security Path):AI Security Threats — Room 2 Walkthrough(With All Flags)
Part 2 of my TryHackMe AI Security path series — AI Fundamentals Continue reading on Medium »
Medium · Startup 🛡️ AI Safety & Ethics ⚡ AI Lesson 13h ago
Navigating the Future: Ensuring Safe Clinical AI in Healthcare
Continue reading on Medium »
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 17h ago
AI Has Left the Screen: Why 2026 Is the Year We Must Decide Its Future
If you’ve been following AI news recently, you’ve likely noticed a shift in the conversation. It’s no longer just about which chatbot can… Continue reading on M
AISec: The New Security Imperative For The AI-Driven Enterprise
Forbes Innovation 🛡️ AI Safety & Ethics ⚡ AI Lesson 21h ago
AISec: The New Security Imperative For The AI-Driven Enterprise
AI is reshaping software and enterprise operations, creating new risks. AISec emerges as a critical discipline to secure AI-driven systems and autonomous proces
AI Training Data Isn’t Theft
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
AI Training Data Isn’t Theft
But Your Anger About It Is Justified Continue reading on Medium »
Beyond Prompt Injection: The AI Attacks That Actually Matter
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Beyond Prompt Injection: The AI Attacks That Actually Matter
Everyone has heard about prompt injection by now. Continue reading on Medium »
Tracking The AI Revolution: Innovation And Cyber Risks
Forbes Innovation 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Tracking The AI Revolution: Innovation And Cyber Risks
Artificial intelligence is rapidly transforming global economies, governments, and daily life in an "acceleration era." AI is also broadening the cyber risk lan
Psychiatry Lacks Biomarkers. Can This EEG Ballcap Get A Base Hit?
Forbes Innovation 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Psychiatry Lacks Biomarkers. Can This EEG Ballcap Get A Base Hit?
Universal Brain's EEG cap seeks to bring precision into mental health treatment and drug development. With $7.9 million raised, they are entering a fast-moving
AI Is Transforming Fraud Detection
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
AI Is Transforming Fraud Detection
Fraud has become faster, more sophisticated, and more difficult to detect with traditional rule-based systems alone. As cybercriminals… Continue reading on Medi
The $25 Million Phone Call: Why AI Security Is the Defining Battle of 2026
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
The $25 Million Phone Call: Why AI Security Is the Defining Battle of 2026
Your CEO’s voice can be cloned in three seconds. Your chatbot can be hijacked with a hidden sentence. Welcome to the new front line of… Continue reading on Medi
Can an AI have a moral blind spot we’ll never know it has?
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Can an AI have a moral blind spot we’ll never know it has?
A few years ago, during a security audit for a manufacturing client, I asked the compliance team a question that made the room go quiet… Continue reading on Med
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 1d ago
Anatomy of an Admin Key Exfiltration on a Banking AI Assistant (CVSS 9.8)
Autonomous AI agents are being shipped into banking at a staggering pace. To be useful, those assistants get tools — APIs, databases… Continue reading on Medium
MLSecOps Practical Reference Guide: An Open-Source Handbook for Securing AI in Production
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
MLSecOps Practical Reference Guide: An Open-Source Handbook for Securing AI in Production
DevSecOps taught us to ship software with security woven into the pipeline. That model works — until the system you are protecting is not… Continue reading on M
The Anatomy of a Cognitive Collapse: How One Specific Payload Could Trigger an End-to-End Google…
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
The Anatomy of a Cognitive Collapse: How One Specific Payload Could Trigger an End-to-End Google…
By: Supat Charoensappuech, in collaboration with Google Search AI Mode Continue reading on Medium »
The Anatomy of a Cognitive Collapse: How One Specific Payload Could Trigger an End-to-End Google…
Medium · Deep Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
The Anatomy of a Cognitive Collapse: How One Specific Payload Could Trigger an End-to-End Google…
By: Supat Charoensappuech, in collaboration with Google Search AI Mode Continue reading on Medium »
Deploying AI at Enterprise Scale: A Practical Security and Governance Blueprint
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Deploying AI at Enterprise Scale: A Practical Security and Governance Blueprint
From AI governance and secure identities to MCP servers and autonomous AI agents — what every enterprise should consider before deploying… Continue reading on M
Why Attribution Stability Matters More Than Attribution Accuracy
Hackernoon 🛡️ AI Safety & Ethics ⚡ AI Lesson 2d ago
Why Attribution Stability Matters More Than Attribution Accuracy
SHAP attribution accuracy is the wrong metric for regulated AI. σ_SHAP — variance across K rotated background samples — is the defensible alternative.
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
Trust Infrastructure: The Layer AI Systems Actually Run On
Most people think trust is a feature. Continue reading on Medium »
Why AI Makes Big Companies More Confidently Wrong
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
Why AI Makes Big Companies More Confidently Wrong
How the speed of AI-generated work creates a new class of organizational failure Continue reading on Medium »
Typology Of AI-Based Therapy Micro-Bursts Reveals How People Lean Into Chatbots For Mental Health Advice
Forbes Innovation 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
Typology Of AI-Based Therapy Micro-Bursts Reveals How People Lean Into Chatbots For Mental Health Advice
I've previously defined AI-based therapy micro-bursts, which is how people tend to use AI for mental health advice. Now, here's my typology. An AI Insider scoop
The 5 AI Risks Every CISO Must Explain to the Board in 2026
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
The 5 AI Risks Every CISO Must Explain to the Board in 2026
Most boards think AI is a technology risk. CISOs know it’s already a business risk. Continue reading on Artificial Intelligence in Plain English »
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 3d ago
Outgunned With Better Aim: How AI-Assisted Defense Beat an AI-Coordinated Attack
This piece originally appeared on Alexius On Tech. Canonical link set accordingly. Continue reading on Medium »
AI SOC Platforms And The Future Of Managed Security Services
Forbes Innovation 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
AI SOC Platforms And The Future Of Managed Security Services
The industry has spent years acknowledging that there are not enough skilled analysts to meet demand.
Anthropic tested its safest model for a thousand hours.
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
Anthropic tested its safest model for a thousand hours.
I spent a chunk of Friday night reading a text file I’m pretty sure I wasn’t meant to have. 120,040 characters. 1,585 lines. It’s the… Continue reading on Mediu
The Future Of Quantum Computing Depends On Trust, Security And Ethics
Forbes Innovation 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
The Future Of Quantum Computing Depends On Trust, Security And Ethics
AI showed that trust is usually the last thing organizations protect and the first thing they lose.
Enterprise AI Governance: Building a Framework That Works
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
Enterprise AI Governance: Building a Framework That Works
Six pillars, a maturity model, and why 66% of enterprises still lack one . Continue reading on Medium »
Why Trust Is Becoming the Most Important AI Skill
Medium · Deep Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 4d ago
Why Trust Is Becoming the Most Important AI Skill
Subtitle: AI can be powerful and still be wrong. The next big advantage is knowing how to check, explain, and use it responsibly. Continue reading on Medium »
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
Model Inversion and Data Privacy Exfiltration
As artificial intelligence and machine learning frameworks transition from speculative laboratory experiments into core enterprise… Continue reading on Medium »
The Immune System of AI — Even Bugs
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
The Immune System of AI — Even Bugs
or why glitches are good, if you’re not an idiot Continue reading on Towards AI »
Your AppSec Playbook Assumes a Boundary LLMs Erased
Medium · LLM 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
Your AppSec Playbook Assumes a Boundary LLMs Erased
A working practitioner’s read on why enterprise AI security keeps fighting the last war, and what a defense that fits the new one actually… Continue reading on
Open Weight vs. Open Source AI: What Boards and Security Leaders Need to Know
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
Open Weight vs. Open Source AI: What Boards and Security Leaders Need to Know
Why the word “open” is quietly becoming one of the biggest due-diligence gaps in enterprise AI governance. Continue reading on Medium »
Reading the Tell: What a Model’s Activations Say Before It Lies
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
Reading the Tell: What a Model’s Activations Say Before It Lies
Sparse autoencoders, linear probes, and causal tracing — moving AI safety from judging outputs to inspecting cognition Continue reading on Medium »
Reading the Tell: What a Model’s Activations Say Before It Lies
Medium · LLM 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
Reading the Tell: What a Model’s Activations Say Before It Lies
Sparse autoencoders, linear probes, and causal tracing — moving AI safety from judging outputs to inspecting cognition Continue reading on Medium »
I Tried to Break ChatGPT’s Safety Filters, Here’s What I Learned
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
I Tried to Break ChatGPT’s Safety Filters, Here’s What I Learned
As a budding cybersecurity professional, the world of bug bounty hunting has always fascinated me. The thrill of discovery, the challenge… Continue reading on M
The Confidence AI Gives Isn’t Intelligence
Medium · ChatGPT 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
The Confidence AI Gives Isn’t Intelligence
The easiest thing for AI to generate isn’t text. It’s certainty and certainty has always been persuasive, whether it’s deserved or not. Continue reading on Medi
The Biggest Lesson I Took Away from AI Engineer World Fair 2026
Medium · Cybersecurity 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
The Biggest Lesson I Took Away from AI Engineer World Fair 2026
AI Security Is Becoming a Systems Engineering Discipline Continue reading on Medium »
Hacker News 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
Gov. Pritzker Signs Nation-Leading Artificial Intelligence Safety Law
Article URL: https://gov-pritzker-newsroom.prezly.com/gov-pritzker-signs-nation-leading-artificial-intelligence-safety-law Comments URL: https://news.ycombinato
The Argument Against AI That We Keep Getting Wrong
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 5d ago
The Argument Against AI That We Keep Getting Wrong
John Bowen — June 2026 Continue reading on Medium »
Hacker News 🛡️ AI Safety & Ethics ⚡ AI Lesson 6d ago
Pritzker signs Illinois bill aimed at artificial intelligence accountability
Article URL: https://www.cbsnews.com/chicago/news/pritzker-to-sign-illinois-bill-aimed-artificial-intelligence-accountability/ Comments URL: https://news.ycombi
CLM Series/Chapter-12: Controlled Input, Controlled Output — Propaganda is One Button Away
Medium · Data Science 🛡️ AI Safety & Ethics ⚡ AI Lesson 6d ago
CLM Series/Chapter-12: Controlled Input, Controlled Output — Propaganda is One Button Away
CLM Series — Chapter 12 / 50 Continue reading on Medium »
The Quiet Sabotage in Quantum Medicine
Medium · Machine Learning 🛡️ AI Safety & Ethics ⚡ AI Lesson 6d ago
The Quiet Sabotage in Quantum Medicine
PCA keeps the widest spread and can discard the direction that actually separates the groups. Image by the author. Continue reading on Medium »
OpenAI News 🛡️ AI Safety & Ethics ⚡ AI Lesson 6d ago
Our approach to government and national security partnerships
Learn how OpenAI approaches government and national security partnerships, with principles for responsible AI use, democratic accountability, and public safety.
When AI Hallucinations Turn Malicious: The Rise of Phantom Squatting
Medium · LLM 🛡️ AI Safety & Ethics ⚡ AI Lesson 6d ago
When AI Hallucinations Turn Malicious: The Rise of Phantom Squatting
We’ve all seen AI models hallucinate links, but what happens when cybercriminals start predicting those exact fake URLs before we even ask… Continue reading on
Safety-Critical Industries Offer a Blueprint for Enterprise AI Governance
Hackernoon 🛡️ AI Safety & Ethics ⚡ AI Lesson 6d ago
Safety-Critical Industries Offer a Blueprint for Enterprise AI Governance
Enterprise AI in regulated industries should borrow proven safety practices from aviation and nuclear engineering rather than relying on new governance framewor
The Worker Creating Your Biggest AI Risk Doesn't Know They're Doing It
Forbes Innovation 🛡️ AI Safety & Ethics ⚡ AI Lesson 6d ago
The Worker Creating Your Biggest AI Risk Doesn't Know They're Doing It
As AI compresses the technical attack surface, the layer that can’t be patched becomes the highest-leverage target.
Who Judges the Judge?
Medium · LLM 🛡️ AI Safety & Ethics ⚡ AI Lesson 6d ago
Who Judges the Judge?
Why evaluation is quietly becoming the hardest problem in AI Continue reading on Medium »