WIP: Adding Enum button back to AI tools parameters form

2025-03-18 16:41:41 +10:00
714 changed files with 3379717 additions and 37148 deletions
@@ -1,7 +1,3 @@
-< 3.5.0.beta7-dev: cd14b0c0bee0cf63c59b64b6f7213e31a37f11a7
-< 3.5.0.beta6-dev: 3e74eea1e5e3143888d67a8d8a11206df214dc24
-< 3.5.0.beta3-dev: 09a68414804a1447f52e5d60691ba59742cda9ec
-< 3.5.0.beta2-dev: de8624416a15b3d8e7ad350b083cc1420451ccec
 < 3.5.0.beta1-dev: bdef136080074a993e7c4f5ca562edc31a8ba756
 < 3.4.0.beta4-dev: a53719ab8eb071459f215227421b3ea4987e5f87
 < 3.4.0.beta4-dev: 20612fde52d3f740cad64823ef8aadb0748b567f
@@ -5,5 +5,3 @@ node_modules
 evals/log
 evals/cases
 config/eval-llms.local.yml
-# this gets rid of search results from ag, ripgrep, etc
-public/ai-share/highlight.min.js
@@ -34,7 +34,7 @@ GEM
      racc
    prettier_print (1.2.1)
    racc (1.8.1)
-    rack (3.1.16)
+    rack (3.1.12)
    rainbow (3.1.1)
    regexp_parser (2.10.0)
    rubocop (1.74.0)
@@ -1,8 +1,7 @@
 {
  "tests": {
    "requiredPlugins": [
-      "https://github.com/discourse/discourse-prometheus",
-      "https://github.com/discourse/discourse-solved.git"
+      "https://github.com/discourse/discourse-prometheus"
    ]
  }
 }
@@ -1,35 +0,0 @@
-import { action } from "@ember/object";
-import { ajax } from "discourse/lib/ajax";
-import DiscourseRoute from "discourse/routes/discourse";
-import SiteSetting from "admin/models/site-setting";
-
-export default class AdminPluginsShowDiscourseAiFeaturesEdit extends DiscourseRoute {
-  async model(params) {
-    const allFeatures = this.modelFor(
-      "adminPlugins.show.discourse-ai-features"
-    );
-    const id = parseInt(params.id, 10);
-    const currentFeature = allFeatures.find((feature) => feature.id === id);
-
-    const { site_settings } = await ajax("/admin/config/site_settings.json", {
-      data: {
-        filter_area: `ai-features/${currentFeature.module_name}`,
-        plugin: "discourse-ai",
-        category: "discourse_ai",
-      },
-    });
-
-    currentFeature.feature_settings = site_settings.map((setting) =>
-      SiteSetting.create(setting)
-    );
-
-    return currentFeature;
-  }
-
-  @action
-  willTransition() {
-    // site settings may amend if a feature is enabled or disabled, so refresh the model
-    // even on back button
-    this.router.refresh("adminPlugins.show.discourse-ai-features");
-  }
-}
@@ -1,10 +0,0 @@
-import { service } from "@ember/service";
-import DiscourseRoute from "discourse/routes/discourse";
-
-export default class AdminPluginsShowDiscourseAiFeatures extends DiscourseRoute {
-  @service store;
-
-  async model() {
-    return this.store.findAll("ai-feature");
-  }
-}
@@ -2,17 +2,8 @@ import DiscourseRoute from "discourse/routes/discourse";

 export default class AdminPluginsShowDiscourseAiLlmsEdit extends DiscourseRoute {
  async model(params) {
-    const id = parseInt(params.id, 10);
-
-    if (id < 0) {
-      // You shouldn't be able to access the edit page
-      // if the model is seeded
-      return this.router.transitionTo(
-        "adminPlugins.show.discourse-ai-llms.index"
-      );
-    }
-
    const allLlms = this.modelFor("adminPlugins.show.discourse-ai-llms");
+    const id = parseInt(params.id, 10);
    const record = allLlms.findBy("id", id);
    record.provider_params = record.provider_params || {};
    return record;
@@ -1,24 +0,0 @@
-import RouteTemplate from "ember-route-template";
-import BackButton from "discourse/components/back-button";
-import SiteSettingComponent from "admin/components/site-setting";
-
-export default RouteTemplate(
-  <template>
-    <BackButton
-      @route="adminPlugins.show.discourse-ai-features"
-      @label="discourse_ai.features.back"
-    />
-    <section class="ai-feature-editor__header">
-      <h2>{{@model.name}}</h2>
-      <p>{{@model.description}}</p>
-    </section>
-
-    <section class="ai-feature-editor">
-      {{#each @model.feature_settings as |setting|}}
-        <div>
-          <SiteSettingComponent @setting={{setting}} />
-        </div>
-      {{/each}}
-    </section>
-  </template>
-);
@@ -1 +0,0 @@
-<AiFeatures @features={{this.model}} />
@@ -40,7 +40,6 @@ module DiscourseAi
        embedding_def = EmbeddingDefinition.new(ai_embeddings_params)

        if embedding_def.save
-          log_ai_embedding_creation(embedding_def)
          render json: AiEmbeddingDefinitionSerializer.new(embedding_def), status: :created
        else
          render_json_error embedding_def
@@ -56,10 +55,7 @@ module DiscourseAi
          )
        end

-        initial_attributes = embedding_def.attributes.dup
-
        if embedding_def.update(ai_embeddings_params.except(:dimensions))
-          log_ai_embedding_update(embedding_def, initial_attributes)
          render json: AiEmbeddingDefinitionSerializer.new(embedding_def)
        else
          render_json_error embedding_def
@@ -79,16 +75,7 @@ module DiscourseAi
          return render_json_error(I18n.t("discourse_ai.embeddings.delete_failed"), status: 409)
        end

-        embedding_details = {
-          embedding_id: embedding_def.id,
-          display_name: embedding_def.display_name,
-          provider: embedding_def.provider,
-          dimensions: embedding_def.dimensions,
-          subject: embedding_def.display_name,
-        }
-
        if embedding_def.destroy
-          log_ai_embedding_deletion(embedding_details)
          head :no_content
        else
          render_json_error embedding_def
@@ -141,60 +128,6 @@ module DiscourseAi

        permitted
      end
-
-      def ai_embeddings_logger_fields
-        {
-          display_name: {
-          },
-          provider: {
-          },
-          dimensions: {
-          },
-          url: {
-          },
-          tokenizer_class: {
-          },
-          max_sequence_length: {
-          },
-          embed_prompt: {
-            type: :large_text,
-          },
-          search_prompt: {
-            type: :large_text,
-          },
-          matryoshka_dimensions: {
-          },
-          api_key: {
-            type: :sensitive,
-          },
-          # JSON fields should be tracked as simple changes
-          json_fields: [:provider_params],
-        }
-      end
-
-      def log_ai_embedding_creation(embedding_def)
-        logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-        entity_details = { embedding_id: embedding_def.id, subject: embedding_def.display_name }
-        logger.log_creation("embedding", embedding_def, ai_embeddings_logger_fields, entity_details)
-      end
-
-      def log_ai_embedding_update(embedding_def, initial_attributes)
-        logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-        entity_details = { embedding_id: embedding_def.id, subject: embedding_def.display_name }
-
-        logger.log_update(
-          "embedding",
-          embedding_def,
-          initial_attributes,
-          ai_embeddings_logger_fields,
-          entity_details,
-        )
-      end
-
-      def log_ai_embedding_deletion(embedding_details)
-        logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-        logger.log_deletion("embedding", embedding_details)
-      end
    end
  end
 end
@@ -1,66 +0,0 @@
-# frozen_string_literal: true
-
-module DiscourseAi
-  module Admin
-    class AiFeaturesController < ::Admin::AdminController
-      requires_plugin ::DiscourseAi::PLUGIN_NAME
-
-      def index
-        render json: serialize_modules(DiscourseAi::Configuration::Module.all)
-      end
-
-      def edit
-        raise Discourse::InvalidParameters.new(:id) if params[:id].blank?
-
-        a_module = DiscourseAi::Configuration::Module.find_by(id: params[:id].to_i)
-
-        render json: serialize_module(a_module)
-      end
-
-      private
-
-      def serialize_modules(modules)
-        modules.map { |a_module| serialize_module(a_module) }
-      end
-
-      def serialize_module(a_module)
-        return nil if a_module.blank?
-
-        {
-          id: a_module.id,
-          module_name: a_module.name,
-          module_enabled: a_module.enabled?,
-          features: a_module.features.map { |f| serialize_feature(f) },
-        }
-      end
-
-      def serialize_feature(feature)
-        {
-          name: feature.name,
-          personas: feature.persona_ids.map { |id| serialize_persona(persona_id_obj_hash[id]) },
-          llm_models:
-            feature.llm_models.map do |llm_model|
-              { id: llm_model.id, name: llm_model.display_name }
-            end,
-          enabled: feature.enabled?,
-        }
-      end
-
-      def serialize_persona(persona)
-        return nil if persona.blank?
-
-        serialize_data(persona, AiFeaturesPersonaSerializer, root: false)
-      end
-
-      private
-
-      def persona_id_obj_hash
-        @persona_id_obj_hash ||=
-          begin
-            ids = DiscourseAi::Configuration::Feature.all.map(&:persona_ids).flatten.uniq
-            AiPersona.where(id: ids).index_by(&:id)
-          end
-      end
-    end
-  end
-end
@@ -47,7 +47,6 @@ module DiscourseAi

        if llm_model.save
          llm_model.toggle_companion_user
-          log_llm_model_creation(llm_model)
          render json: LlmModelSerializer.new(llm_model), status: :created
        else
          render_json_error llm_model
@@ -57,10 +56,6 @@ module DiscourseAi
      def update
        llm_model = LlmModel.find(params[:id])

-        # Capture initial state for logging
-        initial_attributes = llm_model.attributes.dup
-        initial_quotas = llm_model.llm_quotas.map(&:attributes)
-
        if params[:ai_llm].key?(:llm_quotas)
          if quota_params
            existing_quota_group_ids = llm_model.llm_quotas.pluck(:group_id)
@@ -86,7 +81,6 @@ module DiscourseAi

        if llm_model.update(ai_llm_params(updating: llm_model))
          llm_model.toggle_companion_user
-          log_llm_model_update(llm_model, initial_attributes, initial_quotas)
          render json: LlmModelSerializer.new(llm_model)
        else
          render_json_error llm_model
@@ -115,20 +109,11 @@ module DiscourseAi
          )
        end

-        # Capture model details for logging before destruction
-        model_details = {
-          model_id: llm_model.id,
-          display_name: llm_model.display_name,
-          name: llm_model.name,
-          provider: llm_model.provider,
-        }
-
        # Clean up companion users
        llm_model.enabled_chat_bot = false
        llm_model.toggle_companion_user

        if llm_model.destroy
-          log_llm_model_deletion(model_details)
          head :no_content
        else
          render_json_error llm_model
@@ -172,13 +157,9 @@ module DiscourseAi
            :provider,
            :tokenizer,
            :max_prompt_tokens,
-            :max_output_tokens,
            :api_key,
            :enabled_chat_bot,
            :vision_enabled,
-            :input_cost,
-            :cached_input_cost,
-            :output_cost,
          )

        provider = updating ? updating.provider : permitted[:provider]
@@ -205,89 +186,6 @@ module DiscourseAi

        permitted
      end
-
-      def ai_llm_logger_fields
-        {
-          display_name: {
-          },
-          name: {
-          },
-          provider: {
-          },
-          tokenizer: {
-          },
-          url: {
-          },
-          max_prompt_tokens: {
-          },
-          max_output_tokens: {
-          },
-          enabled_chat_bot: {
-          },
-          vision_enabled: {
-          },
-          api_key: {
-            type: :sensitive,
-          },
-          input_cost: {
-          },
-          output_cost: {
-          },
-          # JSON fields should be tracked as simple changes
-          json_fields: [:provider_params],
-        }
-      end
-
-      def log_llm_model_creation(llm_model)
-        logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-        entity_details = { model_id: llm_model.id, subject: llm_model.display_name }
-
-        # Add quota information as a special case
-        if llm_model.llm_quotas.any?
-          entity_details[:quotas] = llm_model
-            .llm_quotas
-            .map do |quota|
-              "Group #{quota.group_id}: #{quota.max_tokens} tokens, #{quota.max_usages} usages, #{quota.duration_seconds}s"
-            end
-            .join("; ")
-        end
-
-        logger.log_creation("llm_model", llm_model, ai_llm_logger_fields, entity_details)
-      end
-
-      def log_llm_model_update(llm_model, initial_attributes, initial_quotas)
-        logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-        entity_details = { model_id: llm_model.id, subject: llm_model.display_name }
-
-        # Track quota changes separately as they're a special case
-        current_quotas = llm_model.llm_quotas.reload.map(&:attributes)
-        if initial_quotas != current_quotas
-          initial_quota_summary =
-            initial_quotas
-              .map { |q| "Group #{q["group_id"]}: #{q["max_tokens"]} tokens" }
-              .join("; ")
-          current_quota_summary =
-            current_quotas
-              .map { |q| "Group #{q["group_id"]}: #{q["max_tokens"]} tokens" }
-              .join("; ")
-          entity_details[:quotas_changed] = true
-          entity_details[:quotas] = "#{initial_quota_summary} → #{current_quota_summary}"
-        end
-
-        logger.log_update(
-          "llm_model",
-          llm_model,
-          initial_attributes,
-          ai_llm_logger_fields,
-          entity_details,
-        )
-      end
-
-      def log_llm_model_deletion(model_details)
-        logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-        model_details[:subject] = model_details[:display_name]
-        logger.log_deletion("llm_model", model_details)
-      end
    end
  end
 end
@@ -5,20 +5,19 @@ module DiscourseAi
    class AiPersonasController < ::Admin::AdminController
      requires_plugin ::DiscourseAi::PLUGIN_NAME

-      before_action :find_ai_persona, only: %i[edit update destroy create_user export]
+      before_action :find_ai_persona, only: %i[edit update destroy create_user]

      def index
        ai_personas =
-          AiPersona
-            .ordered
-            .includes(:user, :uploads)
-            .map { |persona| LocalizedAiPersonaSerializer.new(persona, root: false) }
-
+          AiPersona.ordered.map do |persona|
+            # we use a special serializer here cause names and descriptions are
+            # localized for system personas
+            LocalizedAiPersonaSerializer.new(persona, root: false)
+          end
        tools =
-          DiscourseAi::Personas::Persona.all_available_tools.map do |tool|
+          DiscourseAi::AiBot::Personas::Persona.all_available_tools.map do |tool|
            AiToolSerializer.new(tool, root: false)
          end
-
        AiTool
          .where(enabled: true)
          .each do |tool|
@@ -32,12 +31,10 @@ module DiscourseAi
                ),
            }
          end
-
        llms =
          DiscourseAi::Configuration::LlmEnumerator.values_for_serialization(
            allowed_seeded_llm_ids: SiteSetting.ai_bot_allowed_seeded_models_map,
          )
-
        render json: {
                 ai_personas: ai_personas,
                 meta: {
@@ -61,7 +58,6 @@ module DiscourseAi
        ai_persona = AiPersona.new(ai_persona_params.except(:rag_uploads))
        if ai_persona.save
          RagDocumentFragment.link_target_and_uploads(ai_persona, attached_upload_ids)
-          log_ai_persona_creation(ai_persona)

          render json: {
                   ai_persona: LocalizedAiPersonaSerializer.new(ai_persona, root: false),
@@ -78,11 +74,8 @@ module DiscourseAi
      end

      def update
-        initial_attributes = @ai_persona.attributes.dup
-
        if @ai_persona.update(ai_persona_params.except(:rag_uploads))
          RagDocumentFragment.update_target_uploads(@ai_persona, attached_upload_ids)
-          log_ai_persona_update(@ai_persona, initial_attributes)

          render json: LocalizedAiPersonaSerializer.new(@ai_persona, root: false)
        else
@@ -91,57 +84,13 @@ module DiscourseAi
      end

      def destroy
-        persona_details = {
-          persona_id: @ai_persona.id,
-          name: @ai_persona.name,
-          description: @ai_persona.description,
-        }
-
        if @ai_persona.destroy
-          log_ai_persona_deletion(persona_details)
          head :no_content
        else
          render_json_error @ai_persona
        end
      end

-      def export
-        persona = AiPersona.find(params[:id])
-        exporter = DiscourseAi::PersonaExporter.new(persona: persona)
-
-        response.headers[
-          "Content-Disposition"
-        ] = "attachment; filename=\"#{persona.name.parameterize}.json\""
-
-        render json: exporter.export
-      end
-
-      def import
-        name = params.dig(:persona, :name)
-        existing_persona = AiPersona.find_by(name: name)
-        force_update = params[:force].present? && params[:force].to_s.downcase == "true"
-
-        begin
-          importer = DiscourseAi::PersonaImporter.new(json: params.to_unsafe_h)
-
-          if existing_persona && force_update
-            initial_attributes = existing_persona.attributes.dup
-            persona = importer.import!(overwrite: true)
-            log_ai_persona_update(persona, initial_attributes)
-            render json: LocalizedAiPersonaSerializer.new(persona, root: false)
-          else
-            persona = importer.import!
-            log_ai_persona_creation(persona)
-            render json: LocalizedAiPersonaSerializer.new(persona, root: false), status: :created
-          end
-        rescue DiscourseAi::PersonaImporter::ImportError => e
-          render_json_error e.message, status: :unprocessable_entity
-        rescue StandardError => e
-          Rails.logger.error("AI Persona import failed: #{e.message}")
-          render_json_error "Import failed: #{e.message}", status: :unprocessable_entity
-        end
-      end
-
      def stream_reply
        persona =
          AiPersona.find_by(name: params[:persona_name]) ||
@@ -272,14 +221,6 @@ module DiscourseAi
          permitted[:tools] = permit_tools(tools)
        end

-        if response_format = params.dig(:ai_persona, :response_format)
-          permitted[:response_format] = permit_response_format(response_format)
-        end
-
-        if examples = params.dig(:ai_persona, :examples)
-          permitted[:examples] = permit_examples(examples)
-        end
-
        permitted
      end

@@ -294,110 +235,6 @@ module DiscourseAi
          [tool, options, !!force_tool]
        end
      end
-
-      def permit_response_format(response_format)
-        return [] if !response_format.is_a?(Array)
-
-        response_format.map do |element|
-          if element && element.is_a?(ActionController::Parameters)
-            element.permit!
-          else
-            false
-          end
-        end
-      end
-
-      def permit_examples(examples)
-        return [] if !examples.is_a?(Array)
-
-        examples.map { |example_arr| example_arr.take(2).map(&:to_s) }
-      end
-
-      def ai_persona_logger_fields
-        {
-          name: {
-          },
-          description: {
-          },
-          enabled: {
-          },
-          priority: {
-          },
-          system_prompt: {
-            type: :large_text,
-          },
-          default_llm_id: {
-          },
-          temperature: {
-          },
-          top_p: {
-          },
-          user_id: {
-          },
-          max_context_posts: {
-          },
-          vision_enabled: {
-          },
-          vision_max_pixels: {
-          },
-          rag_chunk_tokens: {
-          },
-          rag_chunk_overlap_tokens: {
-          },
-          rag_conversation_chunks: {
-          },
-          rag_llm_model_id: {
-          },
-          question_consolidator_llm_id: {
-          },
-          allow_chat_channel_mentions: {
-          },
-          allow_chat_direct_messages: {
-          },
-          allow_topic_mentions: {
-          },
-          allow_personal_messages: {
-          },
-          tool_details: {
-            type: :large_text,
-          },
-          forced_tool_count: {
-          },
-          force_default_llm: {
-          },
-          # JSON fields
-          json_fields: %i[tools response_format examples allowed_group_ids],
-        }
-      end
-
-      def log_ai_persona_creation(ai_persona)
-        logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-        entity_details = { persona_id: ai_persona.id, subject: ai_persona.name }
-        entity_details[:tools_count] = (ai_persona.tools || []).size
-
-        logger.log_creation("persona", ai_persona, ai_persona_logger_fields, entity_details)
-      end
-
-      def log_ai_persona_update(ai_persona, initial_attributes)
-        logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-        entity_details = { persona_id: ai_persona.id, subject: ai_persona.name }
-        entity_details[:tools_count] = ai_persona.tools.size if ai_persona.tools.present?
-
-        logger.log_update(
-          "persona",
-          ai_persona,
-          initial_attributes,
-          ai_persona_logger_fields,
-          entity_details,
-        )
-      end
-
-      def log_ai_persona_deletion(persona_details)
-        logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-        persona_details[:subject] = persona_details[:name]
-
-        logger.log_deletion("persona", persona_details)
-      end
    end
  end
 end
@@ -10,17 +10,6 @@ module DiscourseAi
      end

      def update
-        initial_settings = AiModerationSetting.spam
-
-        initial_data = {
-          custom_instructions: initial_settings&.data&.dig("custom_instructions"),
-          llm_model_id: initial_settings&.llm_model_id,
-          ai_persona_id: initial_settings&.ai_persona_id,
-        }
-
-        initial_custom_instructions = initial_settings&.data&.dig("custom_instructions")
-        initial_llm_model_id = initial_settings&.llm_model_id
-
        updated_params = {}
        if allowed_params.key?(:llm_model_id)
          llm_model_id = updated_params[:llm_model_id] = allowed_params[:llm_model_id]
@@ -36,22 +25,6 @@ module DiscourseAi
            )
          end
        end
-
-        if allowed_params.key?(:ai_persona_id)
-          updated_params[:ai_persona_id] = allowed_params[:ai_persona_id]
-          persona = AiPersona.find_by(id: allowed_params[:ai_persona_id])
-          if persona.nil? ||
-               persona.response_format.to_a.none? { |rf|
-                 rf["key"] == "spam" && rf["type"] == "boolean"
-               }
-            return(
-              render_json_error(
-                I18n.t("discourse_ai.llm.configuration.invalid_persona_response_format"),
-                status: 422,
-              )
-            )
-          end
-        end
        updated_params[:data] = {
          custom_instructions: allowed_params[:custom_instructions],
        } if allowed_params.key?(:custom_instructions)
@@ -63,8 +36,6 @@ module DiscourseAi
          else
            AiModerationSetting.create!(updated_params.merge(setting_type: :spam))
          end
-
-          log_ai_spam_update(initial_data, allowed_params)
        end

        is_enabled = ActiveModel::Type::Boolean.new.cast(allowed_params[:is_enabled])
@@ -79,7 +50,7 @@ module DiscourseAi
            )
          end

-          SiteSetting.set_and_log("ai_spam_detection_enabled", is_enabled, current_user)
+          SiteSetting.ai_spam_detection_enabled = is_enabled
        end

        render json: AiSpamSerializer.new(spam_config, root: false)
@@ -142,44 +113,8 @@ module DiscourseAi

      private

-      def log_ai_spam_update(initial_data, params)
-        changes_to_log = {}
-
-        initial_llm_model_id = initial_data[:llm_model_id]
-        if params.key?(:llm_model_id) && initial_llm_model_id.to_s != params[:llm_model_id].to_s
-          old_model_name =
-            LlmModel.find_by(id: initial_llm_model_id)&.display_name || initial_llm_model_id
-          new_model_name =
-            LlmModel.find_by(id: params[:llm_model_id])&.display_name || params[:llm_model_id]
-
-          changes_to_log[:llm_model_id] = "#{old_model_name} → #{new_model_name}"
-        end
-
-        initial_custom_instructions = initial_data[:custom_instructions]
-        if params.key?(:custom_instructions) &&
-             initial_custom_instructions != params[:custom_instructions]
-          changes_to_log[:custom_instructions] = params[:custom_instructions]
-        end
-
-        initial_ai_persona_id = initial_data[:ai_persona_id]
-        if params.key?(:ai_persona_id) && initial_ai_persona_id.to_s != params[:ai_persona_id].to_s
-          old_persona_name =
-            AiPersona.find_by(id: initial_ai_persona_id)&.name || initial_ai_persona_id
-          new_persona_name =
-            AiPersona.find_by(id: params[:ai_persona_id])&.name || params[:ai_persona_id]
-
-          changes_to_log[:ai_persona_id] = "#{old_persona_name} → #{new_persona_name}"
-        end
-
-        if changes_to_log.present?
-          changes_to_log[:subject] = I18n.t("discourse_ai.spam_detection.logging_subject")
-          logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-          logger.log_custom("update_ai_spam_settings", changes_to_log)
-        end
-      end
-
      def allowed_params
-        params.permit(:is_enabled, :llm_model_id, :custom_instructions, :ai_persona_id)
+        params.permit(:is_enabled, :llm_model_id, :custom_instructions)
      end

      def spam_config
@@ -5,7 +5,7 @@ module DiscourseAi
    class AiToolsController < ::Admin::AdminController
      requires_plugin ::DiscourseAi::PLUGIN_NAME

-      before_action :find_ai_tool, only: %i[test edit update destroy export]
+      before_action :find_ai_tool, only: %i[test edit update destroy]

      def index
        ai_tools = AiTool.all
@@ -25,58 +25,15 @@ module DiscourseAi

        if ai_tool.save
          RagDocumentFragment.link_target_and_uploads(ai_tool, attached_upload_ids)
-          log_ai_tool_creation(ai_tool)
          render_serialized(ai_tool, AiCustomToolSerializer, status: :created)
        else
          render_json_error ai_tool
        end
      end

-      def export
-        response.headers[
-          "Content-Disposition"
-        ] = "attachment; filename=\"#{@ai_tool.tool_name}.json\""
-        render_serialized(@ai_tool, AiCustomToolSerializer)
-      end
-
-      def import
-        existing_tool = AiTool.find_by(tool_name: ai_tool_params[:tool_name])
-        force_update = params[:force].present? && params[:force].to_s.downcase == "true"
-
-        if existing_tool && !force_update
-          return(
-            render_json_error "Tool with tool_name '#{ai_tool_params[:tool_name]}' already exists. Use force=true to overwrite.",
-                              status: :conflict
-          )
-        end
-
-        if existing_tool && force_update
-          initial_attributes = existing_tool.attributes.dup
-          if existing_tool.update(ai_tool_params)
-            log_ai_tool_update(existing_tool, initial_attributes)
-            render_serialized(existing_tool, AiCustomToolSerializer)
-          else
-            render_json_error existing_tool
-          end
-        else
-          ai_tool = AiTool.new(ai_tool_params)
-          ai_tool.created_by_id = current_user.id
-
-          if ai_tool.save
-            log_ai_tool_creation(ai_tool)
-            render_serialized(ai_tool, AiCustomToolSerializer, status: :created)
-          else
-            render_json_error ai_tool
-          end
-        end
-      end
-
      def update
-        initial_attributes = @ai_tool.attributes.dup
-
        if @ai_tool.update(ai_tool_params)
          RagDocumentFragment.update_target_uploads(@ai_tool, attached_upload_ids)
-          log_ai_tool_update(@ai_tool, initial_attributes)
          render_serialized(@ai_tool, AiCustomToolSerializer)
        else
          render_json_error @ai_tool
@@ -84,15 +41,7 @@ module DiscourseAi
      end

      def destroy
-        tool_logger_details = {
-          tool_id: @ai_tool.id,
-          name: @ai_tool.name,
-          tool_name: @ai_tool.tool_name,
-          subject: @ai_tool.name,
-        }
-
        if @ai_tool.destroy
-          log_ai_tool_deletion(tool_logger_details)
          head :no_content
        else
          render_json_error @ai_tool
@@ -106,7 +55,7 @@ module DiscourseAi
        # we need an llm so we have a tokenizer
        # but will do without if none is available
        llm = LlmModel.first&.to_llm
-        runner = @ai_tool.runner(parameters, llm: llm, bot_user: current_user)
+        runner = @ai_tool.runner(parameters, llm: llm, bot_user: current_user, context: {})
        result = runner.invoke

        if result.is_a?(Hash) && result[:error]
@@ -147,60 +96,6 @@ module DiscourseAi
          )
          .except(:rag_uploads)
      end
-
-      def ai_tool_logger_fields
-        {
-          name: {
-          },
-          tool_name: {
-          },
-          description: {
-          },
-          summary: {
-          },
-          enabled: {
-          },
-          rag_chunk_tokens: {
-          },
-          rag_chunk_overlap_tokens: {
-          },
-          rag_llm_model_id: {
-          },
-          script: {
-            type: :large_text,
-          },
-          parameters: {
-            type: :large_text,
-          },
-        }
-      end
-
-      def log_ai_tool_creation(ai_tool)
-        logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-
-        entity_details = { tool_id: ai_tool.id, subject: ai_tool.name }
-        entity_details[:parameter_count] = ai_tool.parameters.size if ai_tool.parameters.present?
-
-        logger.log_creation("tool", ai_tool, ai_tool_logger_fields, entity_details)
-      end
-
-      def log_ai_tool_update(ai_tool, initial_attributes)
-        logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-        entity_details = { tool_id: ai_tool.id, subject: ai_tool.name }
-
-        logger.log_update(
-          "tool",
-          ai_tool,
-          initial_attributes,
-          ai_tool_logger_fields,
-          entity_details,
-        )
-      end
-
-      def log_ai_tool_deletion(tool_details)
-        logger = DiscourseAi::Utils::AiStaffActionLogger.new(current_user)
-        logger.log_deletion("tool", tool_details)
-      end
    end
  end
 end
@@ -1,124 +0,0 @@
-# frozen_string_literal: true
-
-module DiscourseAi
-  module AiBot
-    class ArtifactKeyValuesController < ::ApplicationController
-      requires_plugin DiscourseAi::PLUGIN_NAME
-      before_action :ensure_logged_in, only: %i[set destroy]
-      before_action :find_artifact
-
-      PER_PAGE_MAX = 100
-
-      def index
-        page = index_params[:page].to_i
-        page = 1 if page < 1
-        per_page = index_params[:per_page].to_i
-        per_page = PER_PAGE_MAX if per_page < 1 || per_page > PER_PAGE_MAX
-
-        query = build_index_query
-
-        total_count = query.count
-        key_values =
-          query
-            .includes(:user)
-            .order(:user_id, :key, :created_at)
-            .offset((page - 1) * per_page)
-            .limit(per_page + 1)
-
-        has_more = key_values.length > per_page
-        key_values = key_values.first(per_page) if has_more
-
-        render json: {
-                 key_values:
-                   ActiveModel::ArraySerializer.new(
-                     key_values,
-                     each_serializer: AiArtifactKeyValueSerializer,
-                     keys_only: params[:keys_only] == "true",
-                   ).as_json,
-                 has_more: has_more,
-                 total_count: total_count,
-                 users:
-                   key_values
-                     .map { |kv| kv.user }
-                     .uniq
-                     .map { |u| BasicUserSerializer.new(u, root: nil).as_json },
-               }
-      end
-
-      def destroy
-        if params[:key].blank?
-          render json: { error: "Key parameter is required" }, status: :bad_request
-          return
-        end
-
-        key_value = @artifact.key_values.find_by(user_id: current_user.id, key: params[:key])
-
-        if key_value.nil?
-          render json: { error: "Key not found" }, status: :not_found
-        elsif key_value.destroy
-          head :ok
-        else
-          render json: { errors: key_value.errors.full_messages }, status: :unprocessable_entity
-        end
-      end
-
-      def set
-        key_value =
-          @artifact.key_values.find_or_initialize_by(
-            user: current_user,
-            key: key_value_params[:key],
-          )
-
-        key_value.assign_attributes(key_value_params.except(:key))
-
-        if key_value.save
-          render json: AiArtifactKeyValueSerializer.new(key_value).as_json
-        else
-          render json: { errors: key_value.errors.full_messages }, status: :unprocessable_entity
-        end
-      end
-
-      private
-
-      def key_value_params
-        params.permit(:key, :value, :public)
-      end
-
-      def index_params
-        @index_params ||= params.permit(:page, :per_page, :key, :keys_only, :all_users)
-      end
-
-      def build_index_query
-        query = @artifact.key_values
-
-        query =
-          if current_user&.admin?
-            query
-          elsif current_user
-            query.where("user_id = ? OR public = true", current_user.id)
-          else
-            query.where(public: true)
-          end
-
-        query = query.where("key = ?", index_params[:key]) if index_params[:key].present?
-
-        if index_params[:all_users].to_s != "true"
-          if current_user
-            query = query.where(user_id: current_user.id)
-          else
-            query = query.where("1 = 0")
-          end
-        end
-
-        query
-      end
-
-      def find_artifact
-        @artifact = AiArtifact.find_by(id: params[:artifact_id])
-        raise Discourse::NotFound if !@artifact
-        raise Discourse::NotFound if [email protected]? && guardian.anonymous?
-        raise Discourse::NotFound if [email protected]? && !guardian.can_see?(@artifact.post)
-      end
-    end
-  end
-end
@@ -47,9 +47,9 @@ module DiscourseAi

      def discover
        ai_persona =
-          AiPersona
-            .all_personas(enabled_only: false)
-            .find { |persona| persona.id == SiteSetting.ai_bot_discover_persona.to_i }
+          AiPersona.all_personas.find do |persona|
+            persona.id == SiteSetting.ai_bot_discover_persona.to_i
+          end

        if ai_persona.nil? || !current_user.in_any_groups?(ai_persona.allowed_group_ids.to_a)
          raise Discourse::InvalidAccess.new
@@ -69,40 +69,6 @@ module DiscourseAi

        render json: {}, status: 200
      end
-
-      def discover_continue_convo
-        raise Discourse::InvalidParameters.new("user_id") if !params[:user_id]
-        raise Discourse::InvalidParameters.new("query") if !params[:query]
-        raise Discourse::InvalidParameters.new("context") if !params[:context]
-
-        user = User.find(params[:user_id])
-
-        bot_user_id = AiPersona.find_by(id: SiteSetting.ai_bot_discover_persona).user_id
-        bot_username = User.find_by(id: bot_user_id).username
-
-        query = params[:query]
-        context = "[quote]\n#{params[:context]}\n[/quote]"
-
-        post =
-          PostCreator.create!(
-            user,
-            title:
-              I18n.t("discourse_ai.ai_bot.discoveries.continue_conversation.title", query: query),
-            raw:
-              I18n.t(
-                "discourse_ai.ai_bot.discoveries.continue_conversation.raw",
-                query: query,
-                context: context,
-              ),
-            archetype: Archetype.private_message,
-            target_usernames: bot_username,
-            skip_validations: true,
-          )
-
-        render json: success_json.merge(topic_id: post.topic_id)
-      rescue StandardError => e
-        render json: failed_json.merge(errors: [e.message]), status: 422
-      end
    end
  end
 end
@@ -1,39 +0,0 @@
-# frozen_string_literal: true
-
-module DiscourseAi
-  module AiBot
-    class ConversationsController < ::ApplicationController
-      requires_plugin ::DiscourseAi::PLUGIN_NAME
-      requires_login
-
-      def index
-        page = params[:page].to_i
-        per_page = params[:per_page]&.to_i || 40
-
-        base_query =
-          Topic
-            .private_messages_for_user(current_user)
-            .where(user: current_user) # Only show PMs where the current user is the author
-            .joins(
-              "INNER JOIN topic_custom_fields tcf ON tcf.topic_id = topics.id
-                   AND tcf.name = '#{DiscourseAi::AiBot::TOPIC_AI_BOT_PM_FIELD}'
-                   AND tcf.value = 't'",
-            )
-            .distinct
-
-        total = base_query.count
-        pms = base_query.order(last_posted_at: :desc).offset(page * per_page).limit(per_page)
-
-        render json: {
-                 conversations: serialize_data(pms, ListableTopicSerializer),
-                 meta: {
-                   total: total,
-                   page: page,
-                   per_page: per_page,
-                   has_more: total > (page + 1) * per_page,
-                 },
-               }
-      end
-    end
-  end
-end
@@ -8,7 +8,7 @@ module DiscourseAi
      before_action :require_site_settings!

      skip_before_action :preload_json, :check_xhr, only: %i[show asset]
-      skip_before_action :redirect_to_login_if_required, :verify_authenticity_token, only: %i[asset]
+      skip_before_action :verify_authenticity_token, only: ["asset"]

      def create
        ensure_allowed_create!
@@ -25,24 +25,25 @@ module DiscourseAi
        input = get_text_param!
        force_default_locale = params[:force_default_locale] || false

-        raise Discourse::InvalidParameters.new(:mode) if params[:mode].blank?
+        prompt = CompletionPrompt.find_by(id: params[:mode])

-        if params[:mode] == DiscourseAi::AiHelper::Assistant::CUSTOM_PROMPT
+        raise Discourse::InvalidParameters.new(:mode) if !prompt || !prompt.enabled?
+
+        if prompt.id == CompletionPrompt::CUSTOM_PROMPT
          raise Discourse::InvalidParameters.new(:custom_prompt) if params[:custom_prompt].blank?
+
+          prompt.custom_instruction = params[:custom_prompt]
        end

-        if params[:mode] == DiscourseAi::AiHelper::Assistant::ILLUSTRATE_POST
-          return suggest_thumbnails(input)
-        end
+        return suggest_thumbnails(input) if prompt.id == CompletionPrompt::ILLUSTRATE_POST

        hijack do
          render json:
                   DiscourseAi::AiHelper::Assistant.new.generate_and_send_prompt(
-                     params[:mode],
+                     prompt,
                     input,
                     current_user,
-                     force_default_locale: force_default_locale,
-                     custom_prompt: params[:custom_prompt],
+                     force_default_locale,
                   ),
                 status: 200
        end
@@ -59,10 +60,13 @@ module DiscourseAi
          input = get_text_param!
        end

+        prompt = CompletionPrompt.enabled_by_name("generate_titles")
+        raise Discourse::InvalidParameters.new(:mode) if !prompt
+
        hijack do
          render json:
                   DiscourseAi::AiHelper::Assistant.new.generate_and_send_prompt(
-                     DiscourseAi::AiHelper::Assistant::GENERATE_TITLES,
+                     prompt,
                     input,
                     current_user,
                   ),
@@ -106,57 +110,28 @@ module DiscourseAi
      end

      def stream_suggestion
+        post_id = get_post_param!
        text = get_text_param!
+        post = Post.includes(:topic).find_by(id: post_id)
+        prompt = CompletionPrompt.find_by(id: params[:mode])

-        location = params[:location]
-        raise Discourse::InvalidParameters.new(:location) if !location
+        raise Discourse::InvalidParameters.new(:mode) if !prompt || !prompt.enabled?
+        raise Discourse::InvalidParameters.new(:post_id) unless post

-        raise Discourse::InvalidParameters.new(:mode) if params[:mode].blank?
-        if params[:mode] == DiscourseAi::AiHelper::Assistant::ILLUSTRATE_POST
-          return suggest_thumbnails(input)
-        end
-
-        if params[:mode] == DiscourseAi::AiHelper::Assistant::CUSTOM_PROMPT
+        if prompt.id == CompletionPrompt::CUSTOM_PROMPT
          raise Discourse::InvalidParameters.new(:custom_prompt) if params[:custom_prompt].blank?
        end

-        # to stream we must have an appropriate client_id
-        # otherwise we may end up streaming the data to the wrong client
-        raise Discourse::InvalidParameters.new(:client_id) if params[:client_id].blank?
+        Jobs.enqueue(
+          :stream_post_helper,
+          post_id: post.id,
+          user_id: current_user.id,
+          text: text,
+          prompt: prompt.name,
+          custom_prompt: params[:custom_prompt],
+        )

-        channel_id = next_channel_id
-        progress_channel = "discourse_ai_helper/stream_suggestions/#{channel_id}"
-
-        if location == "composer"
-          Jobs.enqueue(
-            :stream_composer_helper,
-            user_id: current_user.id,
-            text: text,
-            prompt: params[:mode],
-            custom_prompt: params[:custom_prompt],
-            force_default_locale: params[:force_default_locale] || false,
-            client_id: params[:client_id],
-            progress_channel:,
-          )
-        else
-          post_id = get_post_param!
-          post = Post.includes(:topic).find_by(id: post_id)
-
-          raise Discourse::InvalidParameters.new(:post_id) unless post
-
-          Jobs.enqueue(
-            :stream_post_helper,
-            post_id: post.id,
-            user_id: current_user.id,
-            text: text,
-            prompt: params[:mode],
-            custom_prompt: params[:custom_prompt],
-            client_id: params[:client_id],
-            progress_channel:,
-          )
-        end
-
-        render json: { success: true, progress_channel: }, status: 200
+        render json: { success: true }, status: 200
      rescue DiscourseAi::Completions::Endpoints::Base::CompletionFailed
        render_json_error I18n.t("discourse_ai.ai_helper.errors.completion_request_failed"),
                          status: 502
@@ -197,18 +172,6 @@ module DiscourseAi

      private

-      CHANNEL_ID_KEY = "discourse_ai_helper_next_channel_id"
-
-      def next_channel_id
-        Discourse
-          .redis
-          .pipelined do |pipeline|
-            pipeline.incr(CHANNEL_ID_KEY)
-            pipeline.expire(CHANNEL_ID_KEY, 1.day)
-          end
-          .first
-      end
-
      def get_text_param!
        params[:text].tap { |t| raise Discourse::InvalidParameters.new(:text) if t.blank? }
      end
@@ -46,19 +46,11 @@ module DiscourseAi
        end

        hijack do
-          begin
-            semantic_search
-              .search_for_topics(query, _page = 1, hyde: !skip_hyde)
-              .each { |topic_post| grouped_results.add(topic_post) }
+          semantic_search
+            .search_for_topics(query, _page = 1, hyde: !skip_hyde)
+            .each { |topic_post| grouped_results.add(topic_post) }

-            render_serialized(
-              grouped_results,
-              GroupedSearchResultSerializer,
-              result: grouped_results,
-            )
-          rescue Discourse::InvalidAccess
-            render_json_error(I18n.t("invalid_access"), status: 403)
-          end
+          render_serialized(grouped_results, GroupedSearchResultSerializer, result: grouped_results)
        end
      end

@@ -46,6 +46,10 @@ module DiscourseAi
            u.name,
            u.uploaded_avatar_id,
            c.id AS category_id,
+            c.name AS category_name,
+            c.color AS category_color,
+            c.slug AS category_slug,
+            c.description AS category_description,
            (CASE 
              WHEN (cr.classification::jsonb->'positive')::float > :threshold THEN 'positive'
              WHEN (cr.classification::jsonb->'negative')::float > :threshold THEN 'negative'
@@ -12,11 +12,11 @@ module ::Jobs
      return if message.blank?

      personaClass =
-        DiscourseAi::Personas::Persona.find_by(id: args[:persona_id], user: message.user)
+        DiscourseAi::AiBot::Personas::Persona.find_by(id: args[:persona_id], user: message.user)
      return if personaClass.blank?

      user = User.find_by(id: personaClass.user_id)
-      bot = DiscourseAi::Personas::Bot.as(user, persona: personaClass.new)
+      bot = DiscourseAi::AiBot::Bot.as(user, persona: personaClass.new)

      DiscourseAi::AiBot::Playground.new(bot).reply_to_chat_message(
        message,
@@ -10,13 +10,13 @@ module ::Jobs
      persona_id = args[:persona_id]

      begin
-        persona = DiscourseAi::Personas::Persona.find_by(user: post.user, id: persona_id)
-        raise DiscourseAi::Personas::Bot::BOT_NOT_FOUND if persona.nil?
+        persona = DiscourseAi::AiBot::Personas::Persona.find_by(user: post.user, id: persona_id)
+        raise DiscourseAi::AiBot::Bot::BOT_NOT_FOUND if persona.nil?

-        bot = DiscourseAi::Personas::Bot.as(bot_user, persona: persona.new)
+        bot = DiscourseAi::AiBot::Bot.as(bot_user, persona: persona.new)

-        DiscourseAi::AiBot::Playground.new(bot).reply_to(post, feature_name: "bot")
-      rescue DiscourseAi::Personas::Bot::BOT_NOT_FOUND
+        DiscourseAi::AiBot::Playground.new(bot).reply_to(post)
+      rescue DiscourseAi::AiBot::Bot::BOT_NOT_FOUND
        Rails.logger.warn(
          "Bot not found for post #{post.id} - perhaps persona was deleted or bot was disabled",
        )
@@ -1,61 +0,0 @@
-# frozen_string_literal: true
-
-module Jobs
-  class DetectTranslatePost < ::Jobs::Base
-    cluster_concurrency 1
-    sidekiq_options retry: false
-
-    def execute(args)
-      return if !DiscourseAi::Translation.enabled?
-      return if args[:post_id].blank?
-
-      post = Post.find_by(id: args[:post_id])
-      return if post.blank? || post.raw.blank? || post.deleted_at.present? || post.user_id <= 0
-
-      topic = post.topic
-      return if topic.blank?
-
-      if SiteSetting.ai_translation_backfill_limit_to_public_content
-        return if topic.category&.read_restricted? || topic.archetype == Archetype.private_message
-      else
-        if topic.archetype == Archetype.private_message &&
-             !TopicAllowedGroup.exists?(topic_id: topic.id)
-          return
-        end
-      end
-
-      # the user may fill locale in manually
-      if (detected_locale = post.locale).blank?
-        begin
-          detected_locale = DiscourseAi::Translation::PostLocaleDetector.detect_locale(post)
-        rescue FinalDestination::SSRFDetector::LookupFailedError
-          # this job is non-critical
-          # the backfill job will handle failures
-          return
-        end
-      end
-
-      return if detected_locale.blank?
-      locales = SiteSetting.content_localization_supported_locales.split("|")
-      return if locales.blank?
-
-      locales.each do |locale|
-        next if DiscourseAi::Translation::LocaleNormalizer.is_same?(locale, detected_locale)
-        regionless_locale = locale.split("_").first
-        next if post.post_localizations.where("locale LIKE ?", "#{regionless_locale}%").exists?
-
-        begin
-          DiscourseAi::Translation::PostLocalizer.localize(post, locale)
-        rescue FinalDestination::SSRFDetector::LookupFailedError
-          # do nothing, there are too many sporadic lookup failures
-        rescue => e
-          DiscourseAi::Translation::VerboseLogger.log(
-            "Failed to translate post #{post.id} to #{locale}: #{e.message}\n\n#{e.backtrace[0..3].join("\n")}",
-          )
-        end
-      end
-
-      MessageBus.publish("/topic/#{post.topic_id}", type: :localized, id: post.id)
-    end
-  end
-end
@@ -1,59 +0,0 @@
-# frozen_string_literal: true
-
-module Jobs
-  class DetectTranslateTopic < ::Jobs::Base
-    cluster_concurrency 1
-    sidekiq_options retry: false
-
-    def execute(args)
-      return if !DiscourseAi::Translation.enabled?
-      return if args[:topic_id].blank?
-
-      topic = Topic.find_by(id: args[:topic_id])
-      if topic.blank? || topic.title.blank? || topic.deleted_at.present? || topic.user_id <= 0
-        return
-      end
-
-      if SiteSetting.ai_translation_backfill_limit_to_public_content
-        return if topic.category&.read_restricted? || topic.archetype == Archetype.private_message
-      else
-        if topic.archetype == Archetype.private_message &&
-             !TopicAllowedGroup.exists?(topic_id: topic.id)
-          return
-        end
-      end
-
-      if (detected_locale = topic.locale).blank?
-        begin
-          detected_locale = DiscourseAi::Translation::TopicLocaleDetector.detect_locale(topic)
-        rescue FinalDestination::SSRFDetector::LookupFailedError
-          # this job is non-critical
-          # the backfill job will handle failures
-          return
-        end
-      end
-
-      return if detected_locale.blank?
-      locales = SiteSetting.content_localization_supported_locales.split("|")
-      return if locales.blank?
-
-      locales.each do |locale|
-        next if DiscourseAi::Translation::LocaleNormalizer.is_same?(locale, detected_locale)
-        regionless_locale = locale.split("_").first
-        next if topic.topic_localizations.where("locale LIKE ?", "#{regionless_locale}%").exists?
-
-        begin
-          DiscourseAi::Translation::TopicLocalizer.localize(topic, locale)
-        rescue FinalDestination::SSRFDetector::LookupFailedError
-          # do nothing, there are too many sporadic lookup failures
-        rescue => e
-          DiscourseAi::Translation::VerboseLogger.log(
-            "Failed to translate topic #{topic.id} to #{locale}: #{e.message}\n\n#{e.backtrace[0..3].join("\n")}",
-          )
-        end
-      end
-
-      MessageBus.publish("/topic/#{topic.id}", type: :localized, id: 1)
-    end
-  end
-end
@@ -1,70 +0,0 @@
-# frozen_string_literal: true
-
-module Jobs
-  class GenerateInferredConcepts < ::Jobs::Base
-    sidekiq_options queue: "low"
-
-    # Process items to generate new concepts
-    #
-    # @param args [Hash] Contains job arguments
-    # @option args [String] :item_type Required - Type of items to process ('topics' or 'posts')
-    # @option args [Array<Integer>] :item_ids Required - List of item IDs to process
-    # @option args [Integer] :batch_size (100) Number of items to process in each batch
-    # @option args [Boolean] :match_only (false) Only match against existing concepts without generating new ones
-    def execute(args = {})
-      return if args[:item_ids].blank? || args[:item_type].blank?
-
-      if %w[topics posts].exclude?(args[:item_type])
-        Rails.logger.error("Invalid item_type for GenerateInferredConcepts: #{args[:item_type]}")
-        return
-      end
-
-      # Process items in smaller batches to avoid memory issues
-      batch_size = args[:batch_size] || 100
-
-      # Get the list of item IDs
-      item_ids = args[:item_ids]
-      match_only = args[:match_only] || false
-
-      # Process items in batches
-      item_ids.each_slice(batch_size) do |batch_item_ids|
-        process_batch(batch_item_ids, args[:item_type], match_only)
-      end
-    end
-
-    private
-
-    def process_batch(item_ids, item_type, match_only)
-      klass = item_type.singularize.classify.constantize
-      items = klass.where(id: item_ids)
-      manager = DiscourseAi::InferredConcepts::Manager.new
-
-      items.each do |item|
-        begin
-          process_item(item, item_type, match_only, manager)
-        rescue => e
-          Rails.logger.error(
-            "Error generating concepts from #{item_type.singularize} #{item.id}: #{e.message}\n#{e.backtrace.join("\n")}",
-          )
-        end
-      end
-    end
-
-    def process_item(item, item_type, match_only, manager)
-      # Use the Manager method that handles both identifying and creating concepts
-      if match_only
-        if item_type == "topics"
-          manager.match_topic_to_concepts(item)
-        else # posts
-          manager.match_post_to_concepts(item)
-        end
-      else
-        if item_type == "topics"
-          manager.generate_concepts_from_topic(item)
-        else # posts
-          manager.generate_concepts_from_post(item)
-        end
-      end
-    end
-  end
-end
@@ -1,53 +0,0 @@
-# frozen_string_literal: true
-
-module Jobs
-  class LocalizeCategories < ::Jobs::Base
-    cluster_concurrency 1
-    sidekiq_options retry: false
-
-    def execute(args)
-      return if !DiscourseAi::Translation.enabled?
-
-      limit = args[:limit]
-      raise Discourse::InvalidParameters.new(:limit) if limit.nil?
-      return if limit <= 0
-      locales = SiteSetting.content_localization_supported_locales.split("|")
-
-      categories = Category.where("locale IS NOT NULL")
-      if SiteSetting.ai_translation_backfill_limit_to_public_content
-        categories = categories.where(read_restricted: false)
-      end
-      categories = categories.order(:id).limit(limit)
-      return if categories.empty?
-
-      remaining_limit = limit
-
-      categories.each do |category|
-        break if remaining_limit <= 0
-
-        existing_locales = CategoryLocalization.where(category_id: category.id).pluck(:locale)
-        missing_locales = locales - existing_locales - [category.locale]
-        missing_locales.each do |locale|
-          break if remaining_limit <= 0
-          next if DiscourseAi::Translation::LocaleNormalizer.is_same?(locale, category.locale)
-
-          begin
-            DiscourseAi::Translation::CategoryLocalizer.localize(category, locale)
-          rescue FinalDestination::SSRFDetector::LookupFailedError
-            # do nothing, there are too many sporadic lookup failures
-          rescue => e
-            DiscourseAi::Translation::VerboseLogger.log(
-              "Failed to translate category #{category.id} to #{locale}: #{e.message}\n\n#{e.backtrace[0..3].join("\n")}",
-            )
-          ensure
-            remaining_limit -= 1
-          end
-        end
-
-        if existing_locales.include?(category.locale)
-          CategoryLocalization.find_by(category_id: category.id, locale: category.locale).destroy
-        end
-      end
-    end
-  end
-end
@@ -1,71 +0,0 @@
-# frozen_string_literal: true
-
-module Jobs
-  class LocalizePosts < ::Jobs::Base
-    cluster_concurrency 1
-    sidekiq_options retry: false
-
-    def execute(args)
-      limit = args[:limit]
-      raise Discourse::InvalidParameters.new(:limit) if limit.blank? || limit <= 0
-
-      return if !DiscourseAi::Translation.backfill_enabled?
-
-      locales = SiteSetting.content_localization_supported_locales.split("|")
-      locales.each do |locale|
-        base_locale = locale.split("_").first
-        posts =
-          Post
-            .joins(
-              "LEFT JOIN post_localizations pl ON pl.post_id = posts.id AND pl.locale LIKE '#{base_locale}%'",
-            )
-            .where(
-              "posts.created_at > ?",
-              SiteSetting.ai_translation_backfill_max_age_days.days.ago,
-            )
-            .where(deleted_at: nil)
-            .where("posts.user_id > 0")
-            .where.not(raw: [nil, ""])
-            .where.not(locale: nil)
-            .where("posts.locale NOT LIKE '#{base_locale}%'")
-            .where("pl.id IS NULL")
-
-        posts = posts.joins(:topic)
-
-        if SiteSetting.ai_translation_backfill_limit_to_public_content
-          # exclude all PMs
-          # and only include posts from public categories
-          posts =
-            posts
-              .where.not(topics: { archetype: Archetype.private_message })
-              .where(topics: { category_id: Category.where(read_restricted: false).select(:id) })
-        else
-          # all regular topics, and group PMs
-          posts =
-            posts.where(
-              "topics.archetype != ? OR topics.id IN (SELECT topic_id FROM topic_allowed_groups)",
-              Archetype.private_message,
-            )
-        end
-
-        posts = posts.order(updated_at: :desc).limit(limit)
-
-        next if posts.empty?
-
-        posts.each do |post|
-          begin
-            DiscourseAi::Translation::PostLocalizer.localize(post, locale)
-          rescue FinalDestination::SSRFDetector::LookupFailedError
-            # do nothing, there are too many sporadic lookup failures
-          rescue => e
-            DiscourseAi::Translation::VerboseLogger.log(
-              "Failed to translate post #{post.id} to #{locale}: #{e.message}\n\n#{e.backtrace[0..3].join("\n")}",
-            )
-          end
-        end
-
-        DiscourseAi::Translation::VerboseLogger.log("Translated #{posts.size} posts to #{locale}")
-      end
-    end
-  end
-end
--- a/Show More
+++ b/Show More