{"generator":"GNU social 2.0.2-dev","title":"Conversation","totalItems":1,"items":[{"actor":{"id":"https:\/\/writing.exchange\/users\/matt","displayName":"Matt Baer","status_net":{"avatarLinks":[{"url":"https:\/\/gnusocial.jp\/avatar\/11855-original-tmp20240202120110.webp","rel":"avatar","type":"image\/webp","width":400,"height":400},{"url":"https:\/\/gnusocial.jp\/avatar\/11855-96-20240227214116.webp","rel":"avatar","type":"image\/webp","width":96,"height":96},{"url":"https:\/\/gnusocial.jp\/avatar\/11855-48-20240227214116.webp","rel":"avatar","type":"image\/webp","width":48,"height":48},{"url":"https:\/\/gnusocial.jp\/avatar\/11855-24-20240227214116.webp","rel":"avatar","type":"image\/webp","width":24,"height":24}],"profile_info":{"local_id":"11855"}},"image":{"url":"https:\/\/gnusocial.jp\/avatar\/11855-96-20240227214116.webp","rel":"avatar","type":"image\/webp","width":96,"height":96},"objectType":"person","summary":"Photos, words, privacy, and the open web. Dreaming of another future. \ud83d\udccd NYCFounder  @write_as :writeas: \/ https:\/\/musing.studioLead dev @writefreely :writefreely:Co-organizer @nycphotostrollAdmin @ https:\/\/Writing.ExchangeToots are searchable. #fedi22 #writing #stories #poetry #software #fediverse #web #photography","url":"https:\/\/writing.exchange\/@matt","portablecontacts_net":{"preferredUsername":"matt","displayName":"Matt Baer","note":"Photos, words, privacy, and the open web. Dreaming of another future. \ud83d\udccd NYCFounder  @write_as :writeas: \/ https:\/\/musing.studioLead dev @writefreely :writefreely:Co-organizer @nycphotostrollAdmin @ https:\/\/Writing.ExchangeToots are searchable. #fedi22 #writing #stories #poetry #software #fediverse #web #photography"}},"content":"<p>Spam is one of the biggest issues <a href=\"https:\/\/writing.exchange\/@write_as\" class=\"u-url mention\">@write_as<\/a> and other <a href=\"https:\/\/writing.exchange\/@writefreely\" class=\"u-url mention\">@writefreely<\/a> instances face -- especially in the age of LLMs.<\/p><p>I've wanted to build a spam classification system for a while, and I'm finally getting to it this week. It'll be made especially for <a href=\"https:\/\/writing.exchange\/tags\/WriteFreely\" class=\"mention hashtag\" rel=\"tag\">#WriteFreely<\/a>, and plug into it to help with moderation, both manual and automatic.<\/p><p>Will share more details soon!<\/p>","generator":{"id":"tag:gnusocial.jp,2026-09-04:notice-source:ActivityPub","objectType":"application","status_net":{"source_code":"ActivityPub"}},"id":"https:\/\/writing.exchange\/users\/matt\/statuses\/117090251467799763","object":{"id":"https:\/\/writing.exchange\/users\/matt\/statuses\/117090251467799763","objectType":"note","content":"<p>Spam is one of the biggest issues <a href=\"https:\/\/writing.exchange\/@write_as\" class=\"u-url mention\">@write_as<\/a> and other <a href=\"https:\/\/writing.exchange\/@writefreely\" class=\"u-url mention\">@writefreely<\/a> instances face -- especially in the age of LLMs.<\/p><p>I've wanted to build a spam classification system for a while, and I'm finally getting to it this week. It'll be made especially for <a href=\"https:\/\/writing.exchange\/tags\/WriteFreely\" class=\"mention hashtag\" rel=\"tag\">#WriteFreely<\/a>, and plug into it to help with moderation, both manual and automatic.<\/p><p>Will share more details soon!<\/p>","url":"https:\/\/writing.exchange\/@matt\/117090251467799763","status_net":{"notice_id":null},"tags":[{"objectType":"http:\/\/activityschema.org\/object\/hashtag","displayName":"writefreely"}]},"to":[{"objectType":"http:\/\/activitystrea.ms\/schema\/1.0\/person","id":"https:\/\/writing.exchange\/users\/writefreely"},{"objectType":"http:\/\/activitystrea.ms\/schema\/1.0\/person","id":"https:\/\/writing.exchange\/users\/write_as"},{"objectType":"http:\/\/activitystrea.ms\/schema\/1.0\/collection","id":"http:\/\/activityschema.org\/collection\/public"}],"status_net":{"conversation":"tag:gnusocial.jp,2026-08-13:objectType=thread:nonce=6e252e4552c42b34","notice_info":{"local_id":"13031355","source":"ActivityPub"}},"published":"2026-08-13T21:15:15+00:00","provider":{"objectType":"service","displayName":"GNU social JP","url":"https:\/\/gnusocial.jp\/"},"verb":"post","url":"https:\/\/writing.exchange\/@matt\/117090251467799763"}],"links":[{"url":"https:\/\/gnusocial.jp\/conversation\/6619555","rel":"alternate","type":"text\/html"}]}