Consistency vs Fairness: The Hidden Conflict in Moderation
Same rules, different realities In Trust and Safety, one principle is repeated everywhere: “Be consistent.” Apply the policy the same…
Are Children Actually Safe on Social Media?
From someone working inside Trust & Safety I work in Trust and Safety. So when someone asks me, “Are children…
Are Smaller Countries Treated Differently in Content Moderation? Inside the Uneven Reality of Global Enforcement
This is one of those questions people rarely ask publicly. But inside Trust and Safety discussions, it comes up more…
Why Do Most People Not Know What Trust & Safety Teams Do?
When people ask what I do for a living, I usually say, “I work in Trust & Safety.” Most of…
What Mistakes Do New Content Moderators Usually Make?
When someone joins a Trust & Safety team for the first time, the expectation is usually simple: review content, follow…
Should Platforms Publish Model Accuracy Rates Publicly?
Working in Trust and Safety changes the way you see social media. Most people experience platforms as users. They scroll,…
Will Trust & Safety Become a Board-Level Function?
When I first started working in Trust & Safety, the function sat far from the boardroom. Moderation teams focused on…
Is Trust & Safety Underfunded in Big Tech Companies?
When people think about large technology companies, they often imagine massive engineering teams, billion-dollar research budgets, and cutting-edge artificial intelligence…
Will AI Moderation Ever Become Fully Accurate?
Every few months, a new headline appears claiming that artificial intelligence will soon solve the internet’s moderation problem. Better models.Smarter…
Will AI Replace Human Moderators? Inside the Real Future of Trust & Safety
Every few months, a new headline appears claiming that artificial intelligence will soon replace human moderators completely. The argument usually…
What Happens When AI Starts Moderating AI-Generated Content?
Not long ago, most content moderators were reviewing things created by humans. Photos.Videos.Posts.Comments. But the internet is changing quickly. Today,…
Could Decentralised Platforms Make Moderation Impossible?
When people talk about the future of social media, decentralisation often comes up as the solution to many platform problems.…
How Should Platforms Measure Harm?
When people talk about harmful content online, the conversation usually focuses on what should be removed. But from inside Trust…
Can One Moderation Policy Work Across 100+ Cultures?
When people think about content moderation, they often imagine a simple system: a set of rules applied equally to everyone.…
How Fuel Shortage Rumours Spread on Social Media
The first time I reviewed a “fuel shortage” rumour, it didn’t look dangerous. It was a simple post. A blurry…
From War to WhatsApp: How Global Conflict Turns Into Local Panic
It Looked Like a Normal Post One post I reviewed during a fuel panic stayed with me. A blurry image…
The Moderation Crisis No One Talks About During Wars
It Started Like Any Other Shift Then within minutes, it wasn’t. My dashboard started filling up with war-related content. Videos…
Trust & Safety vs Speed: Who Wins During Breaking News?
When News Breaks, Everything Accelerates The moment breaking news hits, platforms change instantly. I remember logging in during a major…
Does Society Heal Faster Than the Internet?
The Day Things Started Feeling Normal Again I remember stepping out after weeks of monitoring crisis-related content. Shops were open.…
A 5-Layer Model for Trust & Safety During Armed Conflict
What You See vs. What We Handle When people think about Trust & Safety during war, they often imagine content…
From Ukraine to Iran: Why Every War Becomes a Platform Problem
It Didn’t Matter Where the War Was The first time I handled war-related content at scale, it was tied to…
From Telegram to TikTok: How War Narratives Are Algorithmically Amplified
It Didn’t Start on TikTok The first time I tracked a viral war narrative, it didn’t begin on a mainstream…
Trust & Safety in a World with 100+ Conflicts: Scaling Ethics
It’s Never Just One Conflict Most people assume Trust & Safety teams deal with one major crisis at a time.…
The Decision That Keeps Me Up: When Policy and Reality Don’t Match
The Case That Didn’t Fit the Rule There’s one type of moment in Trust & Safety that doesn’t leave you…
What’s the Most Misunderstood Part of Content Moderation?
When people talk about content moderation, the conversation usually goes in two directions. Either platforms are accused of censoring too…
Why Do Some Influencers Never Get Banned?
From someone working in Trust & Safety This is probably one of the most common questions people ask about content…
The Future of Automated Content Filtering
From someone working at the intersection of AI and enforcement When people talk about automated content filtering, the conversation usually…
How to Get a Job in Trust & Safety
What I wish someone told me before I entered the field Every week, someone asks me the same question: “How…
Why Protecting Minors Online Is Harder Than People Think
From inside Trust & Safety On the surface, protecting minors online sounds straightforward. Detect harmful content. Remove it. Ban bad…
Why Some Accounts Get Suspended Unfairly
From someone working in Trust & Safety If you’ve ever had your account suspended and thought, “This makes no sense,”…
What Actually Happens Before an Account Gets Banned? Inside the Reality of Platform Enforcement
When an account gets banned online, reactions are usually immediate. Some people say: “Finally. That account should’ve been removed long…
How AI Moderation Actually Fails
(From Someone Who Works in Trust & Safety) AI moderation is often described as scalable, efficient, and objective. And to…
In Trust & Safety, Every Click Carries Weight
In Trust & Safety, most decisions are made in minutes. But their impact can last much longer. A single click…
Social Media Doesn’t Run on Algorithms. It Runs on People.
Most people think social media runs on algorithms. It doesn’t. It runs on people. Real people who review content, make…