拓展阅读 / Awesome Jev：生态资料导航

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Content Moderation

Use this category for policy and abuse decisions over user-generated content at volume.

Submission format

- [Name](URL) - Industry: one-sentence description of the Jev use case.

Entries

• Jev Moderation Bot - Community moderation: Discord bot that scores incoming messages for phishing, spam, and social engineering with Jev and drives a four-stage escalation ladder, injecting pardoned messages back into context as verified-safe precedent.

• jev-spam-eval - Spam filtering: zero-shot spam classification with Jev Boolean questions, benchmarked against TF-IDF baselines.

• mastra-jev-moderation - AI assistants: Mastra input processor that asks Jev a Boolean "must this message be blocked?" plus a category Choice in one request, aborting the turn at 0.7 and failing open behind a deadline and circuit breaker; in production it blocked 9/9 hostile and 0/49 real messages at ~0.4 s median, about 4× cheaper than an LLM moderator.

• Jev Chat for Twitch - Live chat filtering: bring-your-own-key Chrome extension that reads a Twitch channel's chat over the anonymous IRC WebSocket, asks Jev one category Choice per message in batches of 20, and shows a second column of only the messages matching a chosen intent (helpful, questions, funny, feedback); about 504 input tokens per message, roughly $0.15 per hour on a 2-message-per-second chat and $0.76 per hour at 50 per second.