Myceliary

A research project exploring anti-capitalist frameworks and patterns in AI/ML

Safety Systems for Community Platforms

Building community alternatives requires protecting vulnerable users from harassment, stalking, and abuse. This section provides practical guidance on implementing multi-layered safety systems based on extensive research and real-world experience.

Core Safety Principles

1. Multi-Layered Protection

No single safety feature can protect all users. Effective protection requires multiple complementary systems working together.

2. User Agency

Users must have control over their safety settings to make informed trade-offs based on their specific risk profile.

3. Community Involvement

Safety works best when community members participate in monitoring and enforcement, not just platform administrators.

4. Privacy and Safety Together

Privacy and safety are mutually reinforcing - protecting user data protects users from harm.

5. Context Matters

Safety systems must be tailored to specific community contexts rather than one-size-fits-all solutions.

Essential Safety Components

Reputation Systems

Build trust through community-based reputation tracking that balances transparency with privacy protection.

Identity Verification

Verify users while protecting those who cannot safely provide government identification.

Whisper Networks

Formalize informal safety networks while addressing legal and fairness concerns.

Location Safety

Enable safety check-ins without creating stalking vulnerabilities.

Content Moderation

Community-driven approaches that go beyond automated filtering.

Emergency Response

Rapid response systems for immediate threats and crisis situations.

Implementation Guide

Phase 1: Foundation (Before Launch)

1. Risk Assessment

2. Core Safety Architecture

3. Community Engagement

Phase 2: Essential Features

Reporting Systems

Response Protocols

User Controls

Phase 3: Advanced Protection

Reputation Integration

Technical Safeguards

Phase 4: Community Systems

Whisper Network Formalization

Safety Education

Avoiding Common Pitfalls

1. Over-Centralization

Problem: Centralizing safety data creates attractive targets for breaches. Solution: Distribute sensitive information using cryptographic techniques.

2. Permission Creep

Problem: Users grant excessive permissions without ongoing review. Solution: Regular permission audits and clear explanations of data use.

3. Exclusion Through Verification

Problem: Strict ID requirements exclude vulnerable populations. Solution: Multiple verification paths including community vouching.

4. Feature Weaponization

Problem: Safety features being turned against vulnerable users. Solution: Second-order effects analysis for all features.

Problem: Platforms face defamation claims for warning systems. Solution: Clear policies, legal consultation, and community governance.

Special Considerations

For Vulnerable Populations

For Different Platform Types

Measuring Success

Quantitative Metrics

Qualitative Indicators

Resources

Technical Implementation

Policy Templates

Community Resources

Get Involved

Safety systems work best when developed with community input:

  1. Share your experiences to help improve our guidance
  2. Test safety features in pilot programs
  3. Join safety committees for platforms in your area
  4. Contribute code to open source safety tools
  5. Document patterns you discover in implementation

Together, we can build community platforms that truly protect all users while fostering genuine connection and mutual aid.