product @roost.tools. just another extremely earnest and Very Online idealist. long time Trust & Safety person full of personal opinions like the skeets below she/her julietshen.online
How to Deploy AI Agents for Safety

GitHub - skywatch-bsky/claude-skills: A Claude marketplace containing skills for interacting with osprey rules
A Claude marketplace containing skills for interacting with osprey rules - skywatch-bsky/claude-skills
How Skywatch uses Osprey · roostorg osprey · Discussion #244
@julietshen had requested that I draft something on how Skywatch uses Osprey, so I've put together a quick summary and shared it here. In addition, I've linked the various sidecar modules t...
Empowering Industry to Combat Online Child Sexual Abuse with Expanded PhotoDNA Licensing
The Tech Coalition has expanded its sublicensing agreement with Microsoft to offer access to the PhotoDNA technology in combating child sexual abuse material online.

Trust & Safety Curriculum - Trust & Safety Professional Association
The Trust & Safety Curriculum defines core concepts, terms, & standard practices of body of knowledge we call “trust and safety.”

haileyok/phoebe
A trust and safety agent that interacts with Osprey for investigation, real-time analysis, and prevention implementations
Cleaning Up the Streets: Understanding Motivations, Mental Models, and Concerns of Users Flagging Social Media Content
Social media platforms offer flagging, a technical feature that empowers users to report inappropriate posts or bad actors to reduce online harm. The deceptively simple flagging interfaces on nearly all major social media platforms disguise complex underlying interactions among users, algorithms, and moderators. Through interviewing 25 social media users with prior flagging experience, most of whom belong to marginalized groups, we examine end-users’ understanding of flagging procedures, explore the factors that motivate them to flag, and surface their cognitive and privacy concerns. We found that a lack of procedural transparency in flagging mechanisms creates gaps in users’ mental models, yet they strongly believe that platforms must provide flagging options. Our findings highlight how flags raise critical questions about distributing labor and responsibility between platforms and users for addressing online harm. We recommend innovations in the flagging design space that enhance user comprehension, ensure privacy, and reduce cognitive burdens.
How Bluesky Transformed their Safety Operations with Osprey
Robust Open Online Safety Tools or ROOST is a new non-profit entity designed to address the urgent need for accessible, high-quality safety tools in the rapidly evolving digital landscape.

Four Functional Quadrants for Trust & Safety Tools: Detection, Investigation, Review & Enforcement (DIRE) <div> <br> </div>
Public discourse and regulatory debates about online trust and safety have long been dominated by a focus on rules, not tools: preoccupied mostly by the questio
Robustness of Practical Perceptual Hashing Algorithms to...
Perceptual hashing algorithms (PHAs) are widely used for identifying illegal online content and are thus integral to various sensitive applications. However, due to their hasty deployment in...

roostorg/coop
Review tool for online safety; provides a dashboard, queues, routing and automatic enforcement rules, and integrations.
google/longfellow-zk
Implementation of the Google Zero-Knowledge library for Identity Protocols.
EU Digital Identity Wallet Home - EU Digital Identity Wallet -
EU Digital Identity Wallets will provide a safe, reliable, and private means of digital identification for everyone in Europe. Every Member State will provide at least one wallet to all its citizens, residents, and businesses allowing them to prove who they are, and safely store, share and sign important digital documents.
Basic Online Safety Expectations | eSafety Commissioner
The Expectations are a key element of the Online Safety Act that help to protect Australians from online harm.