Articles

The Report Button Is a Placebo

Content moderation on social media is not failing. It never worked. And the people exploiting that fact are not trolls, they are states.

Why Our Anonymous Chat App Makes You Create an Account — StrangerChat

Anonymous to the person you’re talking to. Not anonymous to the moderation system. Here’s why we drew the line there — and what it costs…

Architecting Real-Time Moderation for Live Video

TL;DR

TikTok blâme une « erreur de modération » pour le live de Perez Hilton

AI Moderation Is Fast — But It Still Needs Humans to Clean Up

Speed can scale. Judgment still can’t.

Are Transparency Reports Actually Telling the Full Story?

What the numbers show — and the critical reality living inside the moderation queues that they don’t

A More Practical Shape for AI Content Moderation

Every app with user-generated content eventually runs into the same question: What do we do when people post things we do not want in the…

Moderation evaluates messages: players experience conversations

What competitive gaming reveals about the limits of moderation systems

Rails AI Image Generation: Job, Storage, Moderation

Wiring image generation through Active Storage with a moderation gate, so user prompts cannot push unsafe or off-brand output straight into…

Online abuse, offline silence

The response to online gender-based violence focuses on platforms and moderation, and it should. But the harm also happens in an offline…

The Era of AI Relationship Moderation Is Coming

AI safety is shifting from content moderation to emotional bonds

GoodDollar Crypto Academy

Module 25: GoodMarket, the GoodDollar Community App (Part 2 - Features - Complete Guide)

I’m High Key DONE With Everything Being Low Key

Moderation is important: A low key rant

Incompetent Content Moderation and Sexy Stuff

Every now and then Illuminati Ganga on various social media platforms gets a strike against it for being mean or antisocial or in the case…

Why Community Moderation Is Essential for Healthy Web3 Ecosystems

What Modules Should Your First Admin Panel Have

Many indie builders start building an admin panel very early: user management, roles, orders, content moderation, system configuration…

Can Diabetic Patients Eat Mangoes? Safe Consumption Guide

Yes, individuals with diabetes can enjoy mangoes in moderation as part of a healthy and balanced diet. Although mangoes naturally contain…

Content Moderation for Marketplace Seller Listings (Python)

On a marketplace, your catalog is built from images other people upload, whether from third-party sellers on a structured e-commerce site…

The Hidden Workers Holding the Internet Together Are Breaking Down

The psychological cost of content moderation that most people never see

The ACTIVATE Programme

A strategic framework for re-radicalising Muslims affected by moderation

The hidden threat of moderation

Nine warning signs every Islamist should know

Mastering Real-Time AI Chat Moderation: The 2026 Guide to App Store Compliance

Implementing AI chat moderation has become as critical as message delivery for today’s developers. For apps hosting user-generated content…

The Ethics of Erasure: How Nomi AI’s “No Judgment” Rule Masks a Culture of Concealment

When a technology platform removes a disturbing post from its official forum, it is usually interpreted as an act of responsible moderation…

The Moderation Gap: Detecting NCII on Gaming Platforms

Alice conducted a targeted review of eight major gaming forums, analyzing 238 instances of NCII and sextortion linked to gaming…

Content Moderation API: Screen User Uploads Beyond Nudity

The moment your product lets users upload images, profile photos, listing pictures, chat attachments, review photos, you inherit a Trust…

GoodDollar Crypto Academy

Module 24: GoodMarket, the GoodDollar Community App (Part 1 - Introduction)

AI Features Every Short Video App Must Have in 2026: Feed, Filters & Content Moderation

If your short video app doesn’t have AI working for it, it’s working against you. Here’s what the most-retained platforms are doing…

Regulatory Analysis: The Architecture of Digital Content Moderation and Interactive Software…

The enforcement of digital content censorship within the Malaysian multimedia ecosystem has increasingly intersected with the global…

AI in UX Research: accelerator, method and object.

Most conversations about AI in UX research focus on efficiency. Some debate AI as a method — synthetic users, AI moderation, automated…

IA em UX Research: aceleradora, método e objeto

A maioria das conversas sobre IA em UX research foca em eficiência. Algumas debatem IA como método — synthetic users, AI moderation…

AI Slop Is Also a Network Hygiene Problem

AI slop is annoying. But not every annoying post needs to become a moderation problem.

Gaming’s Biggest Safety Lie? Kids Bypass Age Verification Every Day

The gaming industry keeps arguing about moderation, toxicity, and safety while ignoring the giant hole sitting right in front of it: nobody…

When Reporting Spam Gets You Flagged: The Broken State of X Ads Moderation

X Ads is broken

NSFW Detection: API vs NudeNet for Content Moderation

Your platform accepts user-uploaded images. You need to filter out inappropriate content before it reaches other users. Two options…

Shadowbanned or Self-Censored?

How Meta’s Moderation Uncertainty Shapes Creator Behavior

How E-Commerce Companies Detect Fake Reviews Using AI

Fake reviews are no longer a small moderation problem.

The Internet Has Never Had a Platform That Governs Itself Transparently. We Built One.

Most platforms hide their moderation behind closed doors. Zyaku just launched three world-first systems that make information evolution…

Production-Level LLM Safety and Privacy Guardrails Family: GLiNER Guard (GLiGuard)

A unified encoder for safety moderation and PII detection in a single forward pass, built on top of GLiNER2.

Bacon “Healthy”? How to Think About It Like a Normal Person

Discover the truth about bacon nutrition, health risks, and moderation. Learn how bacon fits into a balanced diet, the impact of processed…

GoodDollar Crypto Academy

Module 23: GoodDollar Reserve on XDC

Market Equilibrium: Summit Valtorin Management Academy Evaluates Equity Flow Transitions

The global financial landscape is currently navigating a phase of recalibration. Recent data indicates a moderation in U.S. equity fund…

# The Externalized Economics of AI Labor: A Structural Analysis of Content Moderation and Corporate…

**Author:** Fermina (Independent Researcher) **ORCID:** 0009–0006–2830–5663 **Date:** April 2026

AI moderation as a research method, not a qualitative takeover

Character Lifecycle

Understanding Character States on wsup.ai: Dormancy, Moderation & Revival

Content Moderation in Short Video App Development Using AI

The explosive growth of short video platforms has transformed how people create, consume, and share content. From entertainment to…

GoodDollar Crypto Academy

Module 22: GoodDollar Community — The UBI World

From Content Moderation to Medical Triage: Real-World Applications of LLM Jury Deliberation

A practical guide to deploying confidence-based escalation across four industries — with code, configuration advice, and cost analysis

The Algorithm Doesn’t Like Anti-War Voices

What happens when social media moderation collides with human fear during wartime.

MANIPULÉE : cette vidéo montrant le Président rwandais Paul Kagame gravement malade sur un lit…

Une analyse sur Hive Moderation a indiqué que la vidéo a été générée par l’intelligence artificielle (IA).

Demystifying the winning solution for Reddit comment moderation competition on Kaggle using LLMs