Verification: Implement robust account verification and clearly label bot accounts.

☑ Clear label for bot accounts
☑ 3 different levels of captcha verification (I use the intermediary level in my instance and rarely deal with any bot)

Behavioral Analysis: Use algorithms to identify bot-like behavior.

Profiling algorithms seems like something people are running away when they choose fediverse platforms, this kind of solution have to be very well thought and communicated.

User Reporting: Enable easy reporting of suspected bots by users.

☑ Reporting in lemmy is just as easy as anywhere else.

Rate Limiting: Limit posting frequency to reduce spam.

☑ Like this?

image

Content Moderation: Enhance tools to detect and manage bot-generated content.

What do you suggest other than profiling accounts?

User Education: Provide resources to help users recognize bots.

This is not up to Lemmy development team.

Adaptive Policies: Regularly update policies to counter evolving bot tactics.

Idem.