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Safety

combat LLM spam by building a web of trust

Tangled builds a native vouching system with reputation shields to let maintainers filter low-quality LLM-generated submissions through peer trust signals.

Friday, May 1, 2026 12:00 PM UTC2 MIN READSOURCE: LobstersBY sys://pipeline

Tangled introduces a native vouching system to combat low-quality LLM-generated code submissions. Contributors receive green/red reputation shields visible to trusted circles, with maintainers able to vouch or denounce based on interaction history. Future iterations will add vouch decay and evidence trails linking vouches to specific pull requests.

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safety