From 0d7f35328424aad3943003f203e6b2c7549c0e04 Mon Sep 17 00:00:00 2001
From: Sam <sam.saffron@gmail.com>
Date: Tue, 19 Nov 2024 09:22:39 +1100
Subject: [PATCH] FEATURE: AI artifacts (#898)

This is a significant PR that introduces AI Artifacts functionality to the discourse-ai plugin along with several other improvements. Here are the key changes:

1. AI Artifacts System:
   - Adds a new `AiArtifact` model and database migration
   - Allows creation of web artifacts with HTML, CSS, and JavaScript content
   - Introduces security settings (`strict`, `lax`, `disabled`) for controlling artifact execution
   - Implements artifact rendering in iframes with sandbox protection
   - New `CreateArtifact` tool for AI to generate interactive content

2. Tool System Improvements:
   - Adds support for partial tool calls, allowing incremental updates during generation
   - Better handling of tool call states and progress tracking
   - Improved XML tool processing with CDATA support
   - Fixes for tool parameter handling and duplicate invocations

3. LLM Provider Updates:
   - Updates for Anthropic Claude models with correct token limits
   - Adds support for native/XML tool modes in Gemini integration
   - Adds new model configurations including Llama 3.1 models
   - Improvements to streaming response handling

4. UI Enhancements:
   - New artifact viewer component with expand/collapse functionality
   - Security controls for artifact execution (click-to-run in strict mode)
   - Improved dialog and response handling
   - Better error management for tool execution

5. Security Improvements:
   - Sandbox controls for artifact execution
   - Public/private artifact sharing controls
   - Security settings to control artifact behavior
   - CSP and frame-options handling for artifacts

6. Technical Improvements:
   - Better post streaming implementation
   - Improved error handling in completions
   - Better memory management for partial tool calls
   - Enhanced testing coverage

7. Configuration:
   - New site settings for artifact security
   - Extended LLM model configurations
   - Additional tool configuration options

This PR significantly enhances the plugin's capabilities for generating and displaying interactive content while maintaining security and providing flexible configuration options for administrators.
---
 .../ai_bot/artifacts_controller.rb            |  59 ++++
 app/models/ai_artifact.rb                     |  49 +++
 app/models/llm_model.rb                       |   7 +
 app/models/shared_ai_conversation.rb          |  26 +-
 .../discourse/components/ai-artifact.gjs      | 122 +++++++
 .../javascripts/initializers/ai-artifacts.gjs |  35 ++
 .../lib/discourse-markdown/ai-tags.js         |   1 +
 .../modules/ai-bot/common/ai-artifact.scss    | 106 +++++++
 config/locales/client.en.yml                  |  14 +-
 config/locales/server.en.yml                  |   9 +-
 config/routes.rb                              |   4 +
 config/settings.yml                           |   9 +-
 db/fixtures/ai_bot/603_bot_ai_personas.rb     |   7 +-
 db/migrate/20241104053017_add_ai_artifacts.rb |  16 +
 lib/ai_bot/bot.rb                             |  36 ++-
 lib/ai_bot/personas/persona.rb                |  42 ++-
 lib/ai_bot/personas/web_artifact_creator.rb   |  56 ++++
 lib/ai_bot/playground.rb                      |  23 +-
 lib/ai_bot/post_streamer.rb                   |  58 ++++
 lib/ai_bot/tools/create_artifact.rb           | 137 ++++++++
 lib/ai_bot/tools/tool.rb                      |   8 +-
 .../anthropic_message_processor.rb            |   2 +
 lib/completions/dialects/chat_gpt.rb          |  32 +-
 lib/completions/dialects/dialect.rb           |  10 +-
 lib/completions/dialects/gemini.rb            |  60 ++--
 lib/completions/dialects/ollama.rb            |  12 +-
 lib/completions/dialects/xml_tools.rb         |   5 +-
 lib/completions/endpoints/anthropic.rb        |   6 +-
 lib/completions/endpoints/base.rb             |   6 +-
 lib/completions/endpoints/gemini.rb           |  41 +--
 lib/completions/endpoints/open_ai.rb          |  27 +-
 lib/completions/llm.rb                        |  23 +-
 lib/completions/tool_call.rb                  |   4 +
 lib/completions/tool_call_progress_tracker.rb |   7 +-
 lib/completions/xml_tool_processor.rb         | 145 +++++++--
 plugin.rb                                     |   6 +
 spec/fixtures/bot/openai_artifact_call.txt    | 299 ++++++++++++++++++
 .../completions/endpoints/anthropic_spec.rb   |   6 +-
 spec/lib/completions/endpoints/gemini_spec.rb |  31 ++
 .../lib/completions/endpoints/open_ai_spec.rb |  98 +++++-
 .../completions/xml_tool_processor_spec.rb    |  82 ++++-
 .../modules/ai_bot/personas/persona_spec.rb   |  42 ++-
 spec/lib/modules/ai_bot/playground_spec.rb    |   7 +-
 .../ai_bot/tools/create_artifact_spec.rb      |  34 ++
 .../ai_bot/shared_ai_conversations_spec.rb    |  71 +++++
 spec/system/llms/ai_llm_spec.rb               |   6 +-
 46 files changed, 1707 insertions(+), 179 deletions(-)
 create mode 100644 app/controllers/discourse_ai/ai_bot/artifacts_controller.rb
 create mode 100644 app/models/ai_artifact.rb
 create mode 100644 assets/javascripts/discourse/components/ai-artifact.gjs
 create mode 100644 assets/javascripts/initializers/ai-artifacts.gjs
 create mode 100644 assets/stylesheets/modules/ai-bot/common/ai-artifact.scss
 create mode 100644 db/migrate/20241104053017_add_ai_artifacts.rb
 create mode 100644 lib/ai_bot/personas/web_artifact_creator.rb
 create mode 100644 lib/ai_bot/post_streamer.rb
 create mode 100644 lib/ai_bot/tools/create_artifact.rb
 create mode 100644 spec/fixtures/bot/openai_artifact_call.txt
 create mode 100644 spec/lib/modules/ai_bot/tools/create_artifact_spec.rb

diff --git a/app/controllers/discourse_ai/ai_bot/artifacts_controller.rb b/app/controllers/discourse_ai/ai_bot/artifacts_controller.rb
new file mode 100644
index 00000000..423168b4
--- /dev/null
+++ b/app/controllers/discourse_ai/ai_bot/artifacts_controller.rb
@@ -0,0 +1,59 @@
+# frozen_string_literal: true
+
+module DiscourseAi
+  module AiBot
+    class ArtifactsController < ApplicationController
+      requires_plugin DiscourseAi::PLUGIN_NAME
+      before_action :require_site_settings!
+
+      skip_before_action :preload_json, :check_xhr, only: %i[show]
+
+      def show
+        artifact = AiArtifact.find(params[:id])
+
+        post = Post.find_by(id: artifact.post_id)
+        if artifact.metadata&.dig("public")
+          # no guardian needed
+        else
+          raise Discourse::NotFound if !post&.topic&.private_message?
+          raise Discourse::NotFound if !guardian.can_see?(post)
+        end
+
+        # Prepare the HTML document
+        html = <<~HTML
+          <!DOCTYPE html>
+          <html>
+            <head>
+              <meta charset="UTF-8">
+              <title>#{ERB::Util.html_escape(artifact.name)}</title>
+              <style>
+                #{artifact.css}
+              </style>
+            </head>
+            <body>
+              #{artifact.html}
+              <script>
+                #{artifact.js}
+              </script>
+            </body>
+          </html>
+        HTML
+
+        response.headers.delete("X-Frame-Options")
+        response.headers.delete("Content-Security-Policy")
+
+        # Render the content
+        render html: html.html_safe, layout: false, content_type: "text/html"
+      end
+
+      private
+
+      def require_site_settings!
+        if !SiteSetting.discourse_ai_enabled ||
+             !SiteSetting.ai_artifact_security.in?(%w[lax strict])
+          raise Discourse::NotFound
+        end
+      end
+    end
+  end
+end
diff --git a/app/models/ai_artifact.rb b/app/models/ai_artifact.rb
new file mode 100644
index 00000000..c0dbd7d3
--- /dev/null
+++ b/app/models/ai_artifact.rb
@@ -0,0 +1,49 @@
+# frozen_string_literal: true
+
+class AiArtifact < ActiveRecord::Base
+  belongs_to :user
+  belongs_to :post
+  validates :html, length: { maximum: 65_535 }
+  validates :css, length: { maximum: 65_535 }
+  validates :js, length: { maximum: 65_535 }
+
+  def self.iframe_for(id)
+    <<~HTML
+      <iframe sandbox="allow-scripts allow-forms" height="600px" src='#{url(id)}' frameborder="0" width="100%"></iframe>
+    HTML
+  end
+
+  def self.url(id)
+    Discourse.base_url + "/discourse-ai/ai-bot/artifacts/#{id}"
+  end
+
+  def self.share_publicly(id:, post:)
+    artifact = AiArtifact.find_by(id: id)
+    artifact.update!(metadata: { public: true }) if artifact&.post&.topic&.id == post.topic.id
+  end
+
+  def self.unshare_publicly(id:)
+    artifact = AiArtifact.find_by(id: id)
+    artifact&.update!(metadata: { public: false })
+  end
+
+  def url
+    self.class.url(id)
+  end
+end
+
+# == Schema Information
+#
+# Table name: ai_artifacts
+#
+#  id         :bigint           not null, primary key
+#  user_id    :integer          not null
+#  post_id    :integer          not null
+#  name       :string(255)      not null
+#  html       :string(65535)
+#  css        :string(65535)
+#  js         :string(65535)
+#  metadata   :jsonb
+#  created_at :datetime         not null
+#  updated_at :datetime         not null
+#
diff --git a/app/models/llm_model.rb b/app/models/llm_model.rb
index 0f3626c5..877c7534 100644
--- a/app/models/llm_model.rb
+++ b/app/models/llm_model.rb
@@ -26,6 +26,13 @@ class LlmModel < ActiveRecord::Base
       },
       open_ai: {
         organization: :text,
+        disable_native_tools: :checkbox,
+      },
+      google: {
+        disable_native_tools: :checkbox,
+      },
+      azure: {
+        disable_native_tools: :checkbox,
       },
       hugging_face: {
         disable_system_prompt: :checkbox,
diff --git a/app/models/shared_ai_conversation.rb b/app/models/shared_ai_conversation.rb
index 894abf21..1ce30754 100644
--- a/app/models/shared_ai_conversation.rb
+++ b/app/models/shared_ai_conversation.rb
@@ -34,6 +34,12 @@ class SharedAiConversation < ActiveRecord::Base
 
   def self.destroy_conversation(conversation)
     conversation.destroy
+
+    maybe_topic = conversation.target
+    if maybe_topic.is_a?(Topic)
+      AiArtifact.where(post: maybe_topic.posts).update_all(metadata: { public: false })
+    end
+
     ::Jobs.enqueue(
       :shared_conversation_adjust_upload_security,
       target_id: conversation.target_id,
@@ -165,7 +171,7 @@ class SharedAiConversation < ActiveRecord::Base
             id: post.id,
             user_id: post.user_id,
             created_at: post.created_at,
-            cooked: post.cooked,
+            cooked: cook_artifacts(post),
           }
 
           mapped[:persona] = persona if ai_bot_participant&.id == post.user_id
@@ -175,6 +181,24 @@ class SharedAiConversation < ActiveRecord::Base
     }
   end
 
+  def self.cook_artifacts(post)
+    html = post.cooked
+    return html if !%w[lax strict].include?(SiteSetting.ai_artifact_security)
+
+    doc = Nokogiri::HTML5.fragment(html)
+    doc
+      .css("div.ai-artifact")
+      .each do |node|
+        id = node["data-ai-artifact-id"].to_i
+        if id > 0
+          AiArtifact.share_publicly(id: id, post: post)
+          node.replace(AiArtifact.iframe_for(id))
+        end
+      end
+
+    doc.to_s
+  end
+
   private
 
   def populate_user_info!(posts)
diff --git a/assets/javascripts/discourse/components/ai-artifact.gjs b/assets/javascripts/discourse/components/ai-artifact.gjs
new file mode 100644
index 00000000..71bc9ce1
--- /dev/null
+++ b/assets/javascripts/discourse/components/ai-artifact.gjs
@@ -0,0 +1,122 @@
+import Component from "@glimmer/component";
+import { tracked } from "@glimmer/tracking";
+import { on } from "@ember/modifier";
+import { action } from "@ember/object";
+import { inject as service } from "@ember/service";
+import DButton from "discourse/components/d-button";
+import htmlClass from "discourse/helpers/html-class";
+import getURL from "discourse-common/lib/get-url";
+
+export default class AiArtifactComponent extends Component {
+  @service siteSettings;
+  @tracked expanded = false;
+  @tracked showingArtifact = false;
+
+  constructor() {
+    super(...arguments);
+    this.keydownHandler = this.handleKeydown.bind(this);
+  }
+
+  willDestroy() {
+    super.willDestroy(...arguments);
+    window.removeEventListener("keydown", this.keydownHandler);
+  }
+
+  @action
+  handleKeydown(event) {
+    if (event.key === "Escape" || event.key === "Esc") {
+      this.expanded = false;
+    }
+  }
+
+  get requireClickToRun() {
+    if (this.showingArtifact) {
+      return false;
+    }
+    return this.siteSettings.ai_artifact_security === "strict";
+  }
+
+  get artifactUrl() {
+    return getURL(`/discourse-ai/ai-bot/artifacts/${this.args.artifactId}`);
+  }
+
+  @action
+  showArtifact() {
+    this.showingArtifact = true;
+  }
+
+  @action
+  toggleView() {
+    this.expanded = !this.expanded;
+    if (this.expanded) {
+      window.addEventListener("keydown", this.keydownHandler);
+    } else {
+      window.removeEventListener("keydown", this.keydownHandler);
+    }
+  }
+
+  get wrapperClasses() {
+    return `ai-artifact__wrapper ${
+      this.expanded ? "ai-artifact__expanded" : ""
+    }`;
+  }
+
+  @action
+  artifactPanelHover() {
+    // retrrigger animation
+    const panel = document.querySelector(".ai-artifact__panel");
+    panel.style.animation = "none"; // Stop the animation
+    setTimeout(() => {
+      panel.style.animation = ""; // Re-trigger the animation by removing the none style
+    }, 0);
+  }
+
+  <template>
+    {{#if this.expanded}}
+      {{htmlClass "ai-artifact-expanded"}}
+    {{/if}}
+    <div class={{this.wrapperClasses}}>
+      <div
+        class="ai-artifact__panel--wrapper"
+        {{on "mouseleave" this.artifactPanelHover}}
+      >
+        <div class="ai-artifact__panel">
+          <DButton
+            class="btn-flat btn-icon-text"
+            @icon="discourse-compress"
+            @label="discourse_ai.ai_artifact.collapse_view_label"
+            @action={{this.toggleView}}
+          />
+        </div>
+      </div>
+      {{#if this.requireClickToRun}}
+        <div class="ai-artifact__click-to-run">
+          <DButton
+            class="btn btn-primary"
+            @icon="play"
+            @label="discourse_ai.ai_artifact.click_to_run_label"
+            @action={{this.showArtifact}}
+          />
+        </div>
+      {{else}}
+        <iframe
+          title="AI Artifact"
+          src={{this.artifactUrl}}
+          width="100%"
+          frameborder="0"
+          sandbox="allow-scripts allow-forms"
+        ></iframe>
+      {{/if}}
+      {{#unless this.requireClickToRun}}
+        <div class="ai-artifact__footer">
+          <DButton
+            class="btn-flat btn-icon-text ai-artifact__expand-button"
+            @icon="discourse-expand"
+            @label="discourse_ai.ai_artifact.expand_view_label"
+            @action={{this.toggleView}}
+          />
+        </div>
+      {{/unless}}
+    </div>
+  </template>
+}
diff --git a/assets/javascripts/initializers/ai-artifacts.gjs b/assets/javascripts/initializers/ai-artifacts.gjs
new file mode 100644
index 00000000..2f6c6023
--- /dev/null
+++ b/assets/javascripts/initializers/ai-artifacts.gjs
@@ -0,0 +1,35 @@
+import { withPluginApi } from "discourse/lib/plugin-api";
+import AiArtifact from "../discourse/components/ai-artifact";
+
+function initializeAiArtifacts(api) {
+  api.decorateCookedElement(
+    (element, helper) => {
+      if (!helper.renderGlimmer) {
+        return;
+      }
+
+      [...element.querySelectorAll("div.ai-artifact")].forEach(
+        (artifactElement) => {
+          const artifactId = artifactElement.getAttribute(
+            "data-ai-artifact-id"
+          );
+
+          helper.renderGlimmer(artifactElement, <template>
+            <AiArtifact @artifactId={{artifactId}} />
+          </template>);
+        }
+      );
+    },
+    {
+      id: "ai-artifact",
+      onlyStream: true,
+    }
+  );
+}
+
+export default {
+  name: "ai-artifact",
+  initialize() {
+    withPluginApi("0.8.7", initializeAiArtifacts);
+  },
+};
diff --git a/assets/javascripts/lib/discourse-markdown/ai-tags.js b/assets/javascripts/lib/discourse-markdown/ai-tags.js
index c2d9b672..bee3f493 100644
--- a/assets/javascripts/lib/discourse-markdown/ai-tags.js
+++ b/assets/javascripts/lib/discourse-markdown/ai-tags.js
@@ -1,3 +1,4 @@
 export function setup(helper) {
   helper.allowList(["details[class=ai-quote]"]);
+  helper.allowList(["div[class=ai-artifact]", "div[data-ai-artifact-id]"]);
 }
diff --git a/assets/stylesheets/modules/ai-bot/common/ai-artifact.scss b/assets/stylesheets/modules/ai-bot/common/ai-artifact.scss
new file mode 100644
index 00000000..cd32601a
--- /dev/null
+++ b/assets/stylesheets/modules/ai-bot/common/ai-artifact.scss
@@ -0,0 +1,106 @@
+.ai-artifact__wrapper {
+  iframe {
+    width: 100%;
+    height: calc(100% - 2em);
+  }
+  height: 500px;
+  padding-bottom: 2em;
+}
+
+.ai-artifact__click-to-run {
+  display: flex;
+  justify-content: center;
+  align-items: center;
+  height: 100%;
+}
+
+.ai-artifact__panel {
+  display: none;
+}
+
+html.ai-artifact-expanded {
+  overflow: hidden;
+}
+
+.ai-artifact__footer {
+  display: flex;
+  justify-content: space-between;
+  align-items: center;
+  .ai-artifact__expand-button {
+    margin-left: auto;
+  }
+}
+
+.ai-artifact__expanded {
+  .ai-artifact__footer {
+    display: none;
+  }
+
+  .ai-artifact__panel--wrapper {
+    display: block;
+    position: fixed;
+    top: 0;
+    left: 0;
+    right: 0;
+    height: 4em;
+    z-index: 1000000;
+    &:hover {
+      .ai-artifact__panel {
+        transform: translateY(0) !important;
+        animation: none;
+      }
+    }
+  }
+
+  .ai-artifact__panel {
+    display: block;
+    position: fixed;
+    top: 0;
+    left: 0;
+    right: 0;
+    height: 2em;
+    transition: transform 0.5s ease-in-out;
+    animation: slideUp 0.5s 3s forwards;
+    background-color: var(--secondary-low);
+    opacity: 0.9;
+    transform: translateY(0);
+    button {
+      width: 100%;
+      text-align: left;
+      box-sizing: border-box;
+      justify-content: flex-start;
+      color: var(--secondary-very-high);
+      &:hover {
+        color: var(--secondary-very-high);
+        .d-icon {
+          color: var(--secondary-high);
+        }
+        //color: var(--secondary-vary-low);
+      }
+    }
+  }
+  @keyframes slideUp {
+    to {
+      transform: translateY(-100%);
+    }
+  }
+
+  iframe {
+    position: fixed;
+    top: 0;
+    height: 100%;
+    max-height: 100%;
+    left: 0;
+    right: 0;
+    bottom: 0;
+    z-index: z("fullscreen");
+  }
+
+  position: fixed;
+  top: 0;
+  left: 0;
+  height: 100%;
+  width: 100%;
+  z-index: z("fullscreen");
+  background-color: var(--secondary);
+}
diff --git a/config/locales/client.en.yml b/config/locales/client.en.yml
index 22c5f38f..6d5bb721 100644
--- a/config/locales/client.en.yml
+++ b/config/locales/client.en.yml
@@ -165,7 +165,7 @@ en:
         saved: "Persona saved"
         enabled: "Enabled?"
         tools: "Enabled tools"
-        forced_tools: "Forced fools"
+        forced_tools: "Forced tools"
         allowed_groups: "Allowed groups"
         confirm_delete: "Are you sure you want to delete this persona?"
         new: "New persona"
@@ -279,14 +279,17 @@ en:
         model_description:
           none: "General settings that work for most language models"
           anthropic-claude-3-5-sonnet: "Anthropic's most intelligent model"
+          anthropic-claude-3-5-haiku: "Fast and cost-effective"
           anthropic-claude-3-opus: "Excels at writing and complex tasks"
-          anthropic-claude-3-sonnet: "Balance of speed and intelligence"
-          anthropic-claude-3-haiku: "Fast and cost-effective"
           google-gemini-1-5-pro: "Mid-sized multimodal model capable of a wide range of tasks"
           google-gemini-1-5-flash: "Lightweight, fast, and cost-efficient with multimodal reasoning"
           open_ai-gpt-4-turbo: "Previous generation high-intelligence model"
           open_ai-gpt-4o: "High intelligence model for complex, multi-step tasks"
           open_ai-gpt-4o-mini: "Affordable and fast small model for lightweight tasks"
+          open_ai-o1-mini: "Cost-efficient reasoning model"
+          open_ai-o1-preview: "Open AI's most capabale reasoning model"
+          samba_nova-Meta-Llama-3-1-8B-Instruct: "Efficient lightweight multilingual model"
+          samba_nova-Meta-Llama-3-1-70B-Instruct": "Powerful multipurpose model"
 
         configured:
           title: "Configured LLMs"
@@ -399,6 +402,11 @@ en:
         quick_search:
           suffix: "in all topics and posts with AI"
 
+      ai_artifact:
+        expand_view_label: "Expand view"
+        collapse_view_label: "Exit Fullscreen (ESC)"
+        click_to_run_label: "Run Artifact"
+
       ai_bot:
         pm_warning: "AI chatbot messages are monitored regularly by moderators."
         cancel_streaming: "Stop reply"
diff --git a/config/locales/server.en.yml b/config/locales/server.en.yml
index d18a55c8..ebe172a3 100644
--- a/config/locales/server.en.yml
+++ b/config/locales/server.en.yml
@@ -17,6 +17,7 @@ en:
         description: "Periodic report based on a large language model"
   site_settings:
     discourse_ai_enabled: "Enable the discourse AI plugin."
+    ai_artifact_security: "The AI artifact system generates IFRAMEs with runnable code. Strict mode disables sharing and forces an extra click to run code. Lax mode allows sharing of artifacts and runs code directly. Disabled mode disables the artifact system."
     ai_toxicity_enabled: "Enable the toxicity module."
     ai_toxicity_inference_service_api_endpoint: "URL where the API is running for the toxicity module"
     ai_toxicity_inference_service_api_key: "API key for the toxicity API"
@@ -79,7 +80,7 @@ en:
     ai_embeddings_semantic_related_include_closed_topics: "Include closed topics in semantic search results"
     ai_embeddings_semantic_search_hyde_model: "Model used to expand keywords to get better results during a semantic search"
     ai_embeddings_per_post_enabled: Generate embeddings for each post
-    
+
     ai_summarization_enabled: "Enable the topic summarization module."
     ai_summarization_model: "Model to use for summarization."
     ai_custom_summarization_allowed_groups: "Groups allowed to use create new summaries."
@@ -199,6 +200,9 @@ en:
         discourse_helper:
           name: "Discourse Helper"
           description: "AI Bot specialized in helping with Discourse related tasks"
+        web_artifact_creator:
+          name: "Web Artifact Creator"
+          description: "AI Bot specialized in creating interactive web artifacts"
       topic_not_found: "Summary unavailable, topic not found!"
       summarizing: "Summarizing topic"
       searching: "Searching for: '%{query}'"
@@ -222,6 +226,7 @@ en:
             name: "Base Search Query"
             description: "Base query to use when searching. Example: '#urgent' will prepend '#urgent' to the search query and only include topics with the urgent category or tag."
       tool_summary:
+        create_artifact: "Create web artifact"
         web_browser: "Browse Web"
         github_search_files: "GitHub search files"
         github_search_code: "GitHub code search"
@@ -243,6 +248,7 @@ en:
         search_meta_discourse: "Search Meta Discourse"
         javascript_evaluator: "Evaluate JavaScript"
       tool_help:
+        create_artifact: "Create a web artifact using the AI Bot"
         web_browser: "Browse web page using the AI Bot"
         github_search_code: "Search for code in a GitHub repository"
         github_search_files: "Search for files in a GitHub repository"
@@ -264,6 +270,7 @@ en:
         search_meta_discourse: "Search Meta Discourse"
         javascript_evaluator: "Evaluate JavaScript"
       tool_description:
+        create_artifact: "Created a web artifact using the AI Bot"
         web_browser: "Reading <a href='%{url}'>%{url}</a>"
         github_search_files: "Searched for '%{keywords}' in %{repo}/%{branch}"
         github_search_code: "Searched for '%{query}' in %{repo}"
diff --git a/config/routes.rb b/config/routes.rb
index 322e67ce..6161ab17 100644
--- a/config/routes.rb
+++ b/config/routes.rb
@@ -33,6 +33,10 @@ DiscourseAi::Engine.routes.draw do
     get "/preview/:topic_id" => "shared_ai_conversations#preview"
   end
 
+  scope module: :ai_bot, path: "/ai-bot/artifacts" do
+    get "/:id" => "artifacts#show"
+  end
+
   scope module: :summarization, path: "/summarization", defaults: { format: :json } do
     get "/t/:topic_id" => "summary#show", :constraints => { topic_id: /\d+/ }
     get "/channels/:channel_id" => "chat_summary#show"
diff --git a/config/settings.yml b/config/settings.yml
index dac67fbd..2e004d56 100644
--- a/config/settings.yml
+++ b/config/settings.yml
@@ -2,7 +2,14 @@ discourse_ai:
   discourse_ai_enabled:
     default: true
     client: true
-
+  ai_artifact_security:
+    client: true
+    type: enum
+    default: "strict"
+    choices:
+      - "disabled"
+      - "lax"
+      - "strict"
   ai_toxicity_enabled:
     default: false
     client: true
diff --git a/db/fixtures/ai_bot/603_bot_ai_personas.rb b/db/fixtures/ai_bot/603_bot_ai_personas.rb
index 4f833e34..90ba535e 100644
--- a/db/fixtures/ai_bot/603_bot_ai_personas.rb
+++ b/db/fixtures/ai_bot/603_bot_ai_personas.rb
@@ -5,7 +5,12 @@ DiscourseAi::AiBot::Personas::Persona.system_personas.each do |persona_class, id
   if !persona
     persona = AiPersona.new
     persona.id = id
-    persona.allowed_group_ids = [Group::AUTO_GROUPS[:trust_level_0]]
+    if persona_class == DiscourseAi::AiBot::Personas::WebArtifactCreator
+      # this is somewhat sensitive, so we default it to staff
+      persona.allowed_group_ids = [Group::AUTO_GROUPS[:staff]]
+    else
+      persona.allowed_group_ids = [Group::AUTO_GROUPS[:trust_level_0]]
+    end
     persona.enabled = true
     persona.priority = true if persona_class == DiscourseAi::AiBot::Personas::General
   end
diff --git a/db/migrate/20241104053017_add_ai_artifacts.rb b/db/migrate/20241104053017_add_ai_artifacts.rb
new file mode 100644
index 00000000..3ca78927
--- /dev/null
+++ b/db/migrate/20241104053017_add_ai_artifacts.rb
@@ -0,0 +1,16 @@
+# frozen_string_literal: true
+class AddAiArtifacts < ActiveRecord::Migration[7.1]
+  def change
+    create_table :ai_artifacts do |t|
+      t.integer :user_id, null: false
+      t.integer :post_id, null: false
+      t.string :name, null: false, limit: 255
+      t.string :html, limit: 65_535 # ~64KB limit
+      t.string :css, limit: 65_535 # ~64KB limit
+      t.string :js, limit: 65_535 # ~64KB limit
+      t.jsonb :metadata # For any additional properties
+
+      t.timestamps
+    end
+  end
+end
diff --git a/lib/ai_bot/bot.rb b/lib/ai_bot/bot.rb
index c00d5b65..a8975b9c 100644
--- a/lib/ai_bot/bot.rb
+++ b/lib/ai_bot/bot.rb
@@ -106,12 +106,39 @@ module DiscourseAi
           tool_found = false
           force_tool_if_needed(prompt, context)
 
+          tool_halted = false
+
+          allow_partial_tool_calls = persona.allow_partial_tool_calls?
+          existing_tools = Set.new
+
           result =
-            llm.generate(prompt, feature_name: "bot", **llm_kwargs) do |partial, cancel|
-              tool = persona.find_tool(partial, bot_user: user, llm: llm, context: context)
+            llm.generate(
+              prompt,
+              feature_name: "bot",
+              partial_tool_calls: allow_partial_tool_calls,
+              **llm_kwargs,
+            ) do |partial, cancel|
+              tool =
+                persona.find_tool(
+                  partial,
+                  bot_user: user,
+                  llm: llm,
+                  context: context,
+                  existing_tools: existing_tools,
+                )
               tool = nil if tools_ran >= MAX_TOOLS
 
               if tool.present?
+                existing_tools << tool
+                tool_call = partial
+                if tool_call.partial?
+                  if tool.class.allow_partial_tool_calls?
+                    tool.partial_invoke
+                    update_blk.call("", cancel, tool.custom_raw, :partial_tool)
+                  end
+                  next
+                end
+
                 tool_found = true
                 # a bit hacky, but extra newlines do no harm
                 if needs_newlines
@@ -122,7 +149,10 @@ module DiscourseAi
                 process_tool(tool, raw_context, llm, cancel, update_blk, prompt, context)
                 tools_ran += 1
                 ongoing_chain &&= tool.chain_next_response?
+
+                tool_halted = true if !tool.chain_next_response?
               else
+                next if tool_halted
                 needs_newlines = true
                 if partial.is_a?(DiscourseAi::Completions::ToolCall)
                   Rails.logger.warn("DiscourseAi: Tool not found: #{partial.name}")
@@ -185,7 +215,7 @@ module DiscourseAi
       end
 
       def invoke_tool(tool, llm, cancel, context, &update_blk)
-        show_placeholder = !context[:skip_tool_details]
+        show_placeholder = !context[:skip_tool_details] && !tool.class.allow_partial_tool_calls?
 
         update_blk.call("", cancel, build_placeholder(tool.summary, "")) if show_placeholder
 
diff --git a/lib/ai_bot/personas/persona.rb b/lib/ai_bot/personas/persona.rb
index 63255a17..63d566ea 100644
--- a/lib/ai_bot/personas/persona.rb
+++ b/lib/ai_bot/personas/persona.rb
@@ -44,6 +44,7 @@ module DiscourseAi
               Personas::DallE3 => -7,
               Personas::DiscourseHelper => -8,
               Personas::GithubHelper => -9,
+              Personas::WebArtifactCreator => -10,
             }
           end
 
@@ -98,6 +99,7 @@ module DiscourseAi
               Tools::JavascriptEvaluator,
             ]
 
+            tools << Tools::CreateArtifact if SiteSetting.ai_artifact_security.in?(%w[lax strict])
             tools << Tools::GithubSearchCode if SiteSetting.ai_bot_github_access_token.present?
 
             tools << Tools::ListTags if SiteSetting.tagging_enabled
@@ -199,14 +201,24 @@ module DiscourseAi
           prompt
         end
 
-        def find_tool(partial, bot_user:, llm:, context:)
+        def find_tool(partial, bot_user:, llm:, context:, existing_tools: [])
           return nil if !partial.is_a?(DiscourseAi::Completions::ToolCall)
-          tool_instance(partial, bot_user: bot_user, llm: llm, context: context)
+          tool_instance(
+            partial,
+            bot_user: bot_user,
+            llm: llm,
+            context: context,
+            existing_tools: existing_tools,
+          )
+        end
+
+        def allow_partial_tool_calls?
+          available_tools.any? { |tool| tool.allow_partial_tool_calls? }
         end
 
         protected
 
-        def tool_instance(tool_call, bot_user:, llm:, context:)
+        def tool_instance(tool_call, bot_user:, llm:, context:, existing_tools:)
           function_id = tool_call.id
           function_name = tool_call.name
           return nil if function_name.nil?
@@ -240,14 +252,22 @@ module DiscourseAi
             arguments[name.to_sym] = value if value
           end
 
-          tool_klass.new(
-            arguments,
-            tool_call_id: function_id || function_name,
-            persona_options: options[tool_klass].to_h,
-            bot_user: bot_user,
-            llm: llm,
-            context: context,
-          )
+          tool_instance =
+            existing_tools.find { |t| t.name == function_name && t.tool_call_id == function_id }
+
+          if tool_instance
+            tool_instance.parameters = arguments
+            tool_instance
+          else
+            tool_klass.new(
+              arguments,
+              tool_call_id: function_id || function_name,
+              persona_options: options[tool_klass].to_h,
+              bot_user: bot_user,
+              llm: llm,
+              context: context,
+            )
+          end
         end
 
         def strip_quotes(value)
diff --git a/lib/ai_bot/personas/web_artifact_creator.rb b/lib/ai_bot/personas/web_artifact_creator.rb
new file mode 100644
index 00000000..d309d67c
--- /dev/null
+++ b/lib/ai_bot/personas/web_artifact_creator.rb
@@ -0,0 +1,56 @@
+#frozen_string_literal: true
+
+module DiscourseAi
+  module AiBot
+    module Personas
+      class WebArtifactCreator < Persona
+        def tools
+          [Tools::CreateArtifact]
+        end
+
+        def required_tools
+          [Tools::CreateArtifact]
+        end
+
+        def system_prompt
+          <<~PROMPT
+            You are the Web Creator, an AI assistant specializing in building interactive web components. You create engaging and functional web experiences using HTML, CSS, and JavaScript. You live in a Discourse PM and communicate using Markdown.
+
+            Core Principles:
+            - Create delightful, interactive experiences
+            - Focus on visual appeal and smooth animations
+            - Write clean, efficient code
+            - Build progressively (HTML structure → CSS styling → JavaScript interactivity)
+            - Keep components focused and purposeful
+
+            When creating:
+            1. Understand the desired user experience
+            2. Break down complex interactions into simple components
+            3. Use semantic HTML for strong foundations
+            4. Style thoughtfully with CSS
+            5. Add JavaScript for rich interactivity
+            6. Consider responsive design
+
+            Best Practices:
+            - Leverage native HTML elements for better functionality
+            - Use CSS transforms and transitions for smooth animations
+            - Keep JavaScript modular and event-driven
+            - Make content responsive and adaptive
+            - Create self-contained components
+
+            When responding:
+            1. Ask clarifying questions if the request is ambiguous
+            2. Briefly explain your approach
+            3. Build features iteratively
+            4. Describe the interactive elements
+            5. Test your solution conceptually
+
+            Your goal is to transform ideas into engaging web experiences. Be creative and practical, focusing on making interfaces that are both beautiful and functional.
+
+            Remember: Great components combine structure (HTML), presentation (CSS), and behavior (JavaScript) to create memorable user experiences.
+          PROMPT
+        end
+      end
+    end
+  end
+end
diff --git a/lib/ai_bot/playground.rb b/lib/ai_bot/playground.rb
index 3873ebc6..222d79c8 100644
--- a/lib/ai_bot/playground.rb
+++ b/lib/ai_bot/playground.rb
@@ -399,7 +399,7 @@ module DiscourseAi
         PostCustomPrompt.none
 
         reply = +""
-        start = Time.now
+        post_streamer = nil
 
         post_type =
           post.post_type == Post.types[:whisper] ? Post.types[:whisper] : Post.types[:regular]
@@ -448,35 +448,35 @@ module DiscourseAi
 
         context[:skip_tool_details] ||= !bot.persona.class.tool_details
 
+        post_streamer = PostStreamer.new(delay: Rails.env.test? ? 0 : 0.5) if stream_reply
+
         new_custom_prompts =
           bot.reply(context) do |partial, cancel, placeholder, type|
             reply << partial
             raw = reply.dup
             raw << "\n\n" << placeholder if placeholder.present?
 
-            blk.call(partial) if blk && type != :tool_details
+            blk.call(partial) if blk && type != :tool_details && type != :partial_tool
 
             if stream_reply && !Discourse.redis.get(redis_stream_key)
               cancel&.call
               reply_post.update!(raw: reply, cooked: PrettyText.cook(reply))
             end
 
-            if stream_reply
-              # Minor hack to skip the delay during tests.
-              if placeholder.blank?
-                next if (Time.now - start < 0.5) && !Rails.env.test?
-                start = Time.now
+            if post_streamer
+              post_streamer.run_later do
+                Discourse.redis.expire(redis_stream_key, 60)
+                publish_update(reply_post, { raw: raw })
               end
-
-              Discourse.redis.expire(redis_stream_key, 60)
-
-              publish_update(reply_post, { raw: raw })
             end
           end
 
         return if reply.blank?
 
         if stream_reply
+          post_streamer.finish
+          post_streamer = nil
+
           # land the final message prior to saving so we don't clash
           reply_post.cooked = PrettyText.cook(reply)
           publish_final_update(reply_post)
@@ -514,6 +514,7 @@ module DiscourseAi
 
         reply_post
       ensure
+        post_streamer&.finish(skip_callback: true)
         publish_final_update(reply_post) if stream_reply
         if reply_post && post.post_number == 1 && post.topic.private_message?
           title_playground(reply_post)
diff --git a/lib/ai_bot/post_streamer.rb b/lib/ai_bot/post_streamer.rb
new file mode 100644
index 00000000..57ba3c40
--- /dev/null
+++ b/lib/ai_bot/post_streamer.rb
@@ -0,0 +1,58 @@
+# frozen_string_literal: true
+
+module DiscourseAi
+  module AiBot
+    class PostStreamer
+      def initialize(delay: 0.5)
+        @mutex = Mutex.new
+        @callback = nil
+        @delay = delay
+        @done = false
+      end
+
+      def run_later(&callback)
+        @mutex.synchronize { @callback = callback }
+        ensure_worker!
+      end
+
+      def finish(skip_callback: false)
+        @mutex.synchronize do
+          @callback&.call if skip_callback
+          @callback = nil
+          @done = true
+        end
+
+        begin
+          @worker_thread&.wakeup
+        rescue StandardError
+          ThreadError
+        end
+        @worker_thread&.join
+        @worker_thread = nil
+      end
+
+      private
+
+      def run
+        while !@done
+          @mutex.synchronize do
+            callback = @callback
+            @callback = nil
+            callback&.call
+          end
+          sleep @delay
+        end
+      end
+
+      def ensure_worker!
+        return if @worker_thread
+        @mutex.synchronize do
+          return if @worker_thread
+          db = RailsMultisite::ConnectionManagement.current_db
+          @worker_thread =
+            Thread.new { RailsMultisite::ConnectionManagement.with_connection(db) { run } }
+        end
+      end
+    end
+  end
+end
diff --git a/lib/ai_bot/tools/create_artifact.rb b/lib/ai_bot/tools/create_artifact.rb
new file mode 100644
index 00000000..cb2d8d57
--- /dev/null
+++ b/lib/ai_bot/tools/create_artifact.rb
@@ -0,0 +1,137 @@
+# frozen_string_literal: true
+
+module DiscourseAi
+  module AiBot
+    module Tools
+      class CreateArtifact < Tool
+        def self.name
+          "create_artifact"
+        end
+
+        def self.signature
+          {
+            name: "create_artifact",
+            description:
+              "Creates a web artifact with HTML, CSS, and JavaScript that can be displayed in an iframe",
+            parameters: [
+              {
+                name: "name",
+                description: "A name for the artifact (max 255 chars)",
+                type: "string",
+                required: true,
+              },
+              {
+                name: "html_body",
+                description: "The HTML content for the BODY tag (do not include the BODY tag)",
+                type: "string",
+                required: true,
+              },
+              { name: "css", description: "Optional CSS styles for the artifact", type: "string" },
+              {
+                name: "js",
+                description:
+                  "Optional
+              JavaScript code for the artifact",
+                type: "string",
+              },
+            ],
+          }
+        end
+
+        def self.allow_partial_tool_calls?
+          true
+        end
+
+        def partial_invoke
+          @selected_tab = :html_body
+          if @prev_parameters
+            @selected_tab = parameters.keys.find { |k| @prev_parameters[k] != parameters[k] }
+          end
+          update_custom_html
+          @prev_parameters = parameters.dup
+        end
+
+        def invoke
+          yield parameters[:name] || "Web Artifact"
+          # Get the current post from context
+          post = Post.find_by(id: context[:post_id])
+          return error_response("No post context found") unless post
+
+          html = parameters[:html_body].to_s
+          css = parameters[:css].to_s
+          js = parameters[:js].to_s
+
+          # Create the artifact
+          artifact =
+            AiArtifact.new(
+              user_id: bot_user.id,
+              post_id: post.id,
+              name: parameters[:name].to_s[0...255],
+              html: html,
+              css: css,
+              js: js,
+              metadata: parameters[:metadata],
+            )
+
+          if artifact.save
+            update_custom_html(artifact)
+            success_response(artifact)
+          else
+            error_response(artifact.errors.full_messages.join(", "))
+          end
+        end
+
+        def chain_next_response?
+          @chain_next_response
+        end
+
+        private
+
+        def update_custom_html(artifact = nil)
+          html = parameters[:html_body].to_s
+          css = parameters[:css].to_s
+          js = parameters[:js].to_s
+
+          artifact_div =
+            "<div class=\"ai-artifact\" data-ai-artifact-id=#{artifact.id}></div>" if artifact
+
+          content = []
+
+          content << [:html_body, "### HTML\n\n```html\n#{html}\n```"] if html.present?
+
+          content << [:css, "### CSS\n\n```css\n#{css}\n```"] if css.present?
+
+          content << [:js, "### JavaScript\n\n```javascript\n#{js}\n```"] if js.present?
+
+          content << [:preview, "### Preview\n\n#{artifact_div}"] if artifact_div
+
+          content.sort_by! { |c| c[0] === @selected_tab ? 1 : 0 } if !artifact
+
+          self.custom_raw = content.map { |c| c[1] }.join("\n\n")
+        end
+
+        def success_response(artifact)
+          @chain_next_response = false
+
+          {
+            status: "success",
+            artifact_id: artifact.id,
+            message: "Artifact created successfully and rendered to user.",
+          }
+        end
+
+        def error_response(message)
+          @chain_next_response = false
+
+          { status: "error", error: message }
+        end
+
+        def help
+          "Creates a web artifact with HTML, CSS, and JavaScript that can be displayed in an iframe. " \
+            "Requires a name and HTML content. CSS and JavaScript are optional. " \
+            "The artifact will be associated with the current post and can be displayed using an iframe."
+        end
+      end
+    end
+  end
+end
diff --git a/lib/ai_bot/tools/tool.rb b/lib/ai_bot/tools/tool.rb
index 89ab9d6c..89cbb762 100644
--- a/lib/ai_bot/tools/tool.rb
+++ b/lib/ai_bot/tools/tool.rb
@@ -38,10 +38,14 @@ module DiscourseAi
           def custom_system_message
             nil
           end
+
+          def allow_partial_tool_calls?
+            false
+          end
         end
 
-        attr_accessor :custom_raw
-        attr_reader :tool_call_id, :persona_options, :bot_user, :llm, :context, :parameters
+        attr_accessor :custom_raw, :parameters
+        attr_reader :tool_call_id, :persona_options, :bot_user, :llm, :context
 
         def initialize(
           parameters,
diff --git a/lib/completions/anthropic_message_processor.rb b/lib/completions/anthropic_message_processor.rb
index aeca321d..aed06502 100644
--- a/lib/completions/anthropic_message_processor.rb
+++ b/lib/completions/anthropic_message_processor.rb
@@ -35,6 +35,8 @@ class DiscourseAi::Completions::AnthropicMessageProcessor
 
     def to_tool_call
       parameters = JSON.parse(raw_json, symbolize_names: true)
+      # we dupe to avoid poisoning the original tool call
+      @tool_call = @tool_call.dup
       @tool_call.partial = false
       @tool_call.parameters = parameters
       @tool_call
diff --git a/lib/completions/dialects/chat_gpt.rb b/lib/completions/dialects/chat_gpt.rb
index 18872359..c3121624 100644
--- a/lib/completions/dialects/chat_gpt.rb
+++ b/lib/completions/dialects/chat_gpt.rb
@@ -44,17 +44,31 @@ module DiscourseAi
           llm_model.provider == "open_ai" && llm_model.name.include?("o1-")
         end
 
+        def disable_native_tools?
+          return @disable_native_tools if defined?(@disable_native_tools)
+          !!@disable_native_tools = llm_model.lookup_custom_param("disable_native_tools")
+        end
+
         private
 
         def tools_dialect
-          @tools_dialect ||= DiscourseAi::Completions::Dialects::OpenAiTools.new(prompt.tools)
+          if disable_native_tools?
+            super
+          else
+            @tools_dialect ||= DiscourseAi::Completions::Dialects::OpenAiTools.new(prompt.tools)
+          end
         end
 
         def system_msg(msg)
+          content = msg[:content]
+          if disable_native_tools? && tools_dialect.instructions.present?
+            content = content + "\n\n" + tools_dialect.instructions
+          end
+
           if is_gpt_o?
-            { role: "user", content: msg[:content] }
+            { role: "user", content: content }
           else
-            { role: "system", content: msg[:content] }
+            { role: "system", content: content }
           end
         end
 
@@ -63,11 +77,19 @@ module DiscourseAi
         end
 
         def tool_call_msg(msg)
-          tools_dialect.from_raw_tool_call(msg)
+          if disable_native_tools?
+            super
+          else
+            tools_dialect.from_raw_tool_call(msg)
+          end
         end
 
         def tool_msg(msg)
-          tools_dialect.from_raw_tool(msg)
+          if disable_native_tools?
+            super
+          else
+            tools_dialect.from_raw_tool(msg)
+          end
         end
 
         def user_msg(msg)
diff --git a/lib/completions/dialects/dialect.rb b/lib/completions/dialects/dialect.rb
index fa3a9ca4..53505214 100644
--- a/lib/completions/dialects/dialect.rb
+++ b/lib/completions/dialects/dialect.rb
@@ -168,7 +168,7 @@ module DiscourseAi
           raise NotImplemented
         end
 
-        def assistant_msg(msg)
+        def model_msg(msg)
           raise NotImplemented
         end
 
@@ -177,11 +177,15 @@ module DiscourseAi
         end
 
         def tool_call_msg(msg)
-          { role: "assistant", content: tools_dialect.from_raw_tool_call(msg) }
+          new_content = tools_dialect.from_raw_tool_call(msg)
+          msg = msg.merge(content: new_content)
+          model_msg(msg)
         end
 
         def tool_msg(msg)
-          { role: "user", content: tools_dialect.from_raw_tool(msg) }
+          new_content = tools_dialect.from_raw_tool(msg)
+          msg = msg.merge(content: new_content)
+          user_msg(msg)
         end
       end
     end
diff --git a/lib/completions/dialects/gemini.rb b/lib/completions/dialects/gemini.rb
index e54a821f..899634a1 100644
--- a/lib/completions/dialects/gemini.rb
+++ b/lib/completions/dialects/gemini.rb
@@ -11,7 +11,7 @@ module DiscourseAi
         end
 
         def native_tool_support?
-          true
+          !llm_model.lookup_custom_param("disable_native_tools")
         end
 
         def translate
@@ -84,10 +84,16 @@ module DiscourseAi
         end
 
         def system_msg(msg)
+          content = msg[:content]
+
+          if !native_tool_support? && tools_dialect.instructions.present?
+            content = content.to_s + "\n\n#{tools_dialect.instructions}"
+          end
+
           if beta_api?
-            { role: "system", content: msg[:content] }
+            { role: "system", content: content }
           else
-            { role: "user", parts: { text: msg[:content] } }
+            { role: "user", parts: { text: content } }
           end
         end
 
@@ -125,35 +131,43 @@ module DiscourseAi
         end
 
         def tool_call_msg(msg)
-          call_details = JSON.parse(msg[:content], symbolize_names: true)
-          part = {
-            functionCall: {
-              name: msg[:name] || call_details[:name],
-              args: call_details[:arguments],
-            },
-          }
+          if native_tool_support?
+            call_details = JSON.parse(msg[:content], symbolize_names: true)
+            part = {
+              functionCall: {
+                name: msg[:name] || call_details[:name],
+                args: call_details[:arguments],
+              },
+            }
 
-          if beta_api?
-            { role: "model", parts: [part] }
+            if beta_api?
+              { role: "model", parts: [part] }
+            else
+              { role: "model", parts: part }
+            end
           else
-            { role: "model", parts: part }
+            super
           end
         end
 
         def tool_msg(msg)
-          part = {
-            functionResponse: {
-              name: msg[:name] || msg[:id],
-              response: {
-                content: msg[:content],
+          if native_tool_support?
+            part = {
+              functionResponse: {
+                name: msg[:name] || msg[:id],
+                response: {
+                  content: msg[:content],
+                },
               },
-            },
-          }
+            }
 
-          if beta_api?
-            { role: "function", parts: [part] }
+            if beta_api?
+              { role: "function", parts: [part] }
+            else
+              { role: "function", parts: part }
+            end
           else
-            { role: "function", parts: part }
+            super
           end
         end
       end
diff --git a/lib/completions/dialects/ollama.rb b/lib/completions/dialects/ollama.rb
index 3a32e592..54114400 100644
--- a/lib/completions/dialects/ollama.rb
+++ b/lib/completions/dialects/ollama.rb
@@ -37,11 +37,19 @@ module DiscourseAi
         end
 
         def tool_call_msg(msg)
-          tools_dialect.from_raw_tool_call(msg)
+          if enable_native_tool?
+            tools_dialect.from_raw_tool_call(msg)
+          else
+            super
+          end
         end
 
         def tool_msg(msg)
-          tools_dialect.from_raw_tool(msg)
+          if enable_native_tool?
+            tools_dialect.from_raw_tool(msg)
+          else
+            super
+          end
         end
 
         def system_msg(msg)
diff --git a/lib/completions/dialects/xml_tools.rb b/lib/completions/dialects/xml_tools.rb
index 9eabfadf..2ca5c073 100644
--- a/lib/completions/dialects/xml_tools.rb
+++ b/lib/completions/dialects/xml_tools.rb
@@ -118,8 +118,9 @@ module DiscourseAi
             If you wish to call multiple function in one reply, wrap multiple <invoke>
             block in a single <function_calls> block.
 
-            Always prefer to lead with tool calls, if you need to execute any.
-            Avoid all niceties prior to tool calls, Eg: "Let me look this up for you.." etc.
+            - Always prefer to lead with tool calls, if you need to execute any.
+            - Avoid all niceties prior to tool calls, Eg: "Let me look this up for you.." etc.
+            - DO NOT encode HTML entities in tool calls. You may use <![CDATA[...]]> for encoding if required.
             Here are the complete list of tools available:
           TEXT
         end
diff --git a/lib/completions/endpoints/anthropic.rb b/lib/completions/endpoints/anthropic.rb
index c505e936..ffbdb024 100644
--- a/lib/completions/endpoints/anthropic.rb
+++ b/lib/completions/endpoints/anthropic.rb
@@ -32,7 +32,11 @@ module DiscourseAi
               llm_model.name
             end
 
-          options = { model: mapped_model, max_tokens: 3_000 }
+          # Note: Anthropic requires this param
+          max_tokens = 4096
+          max_tokens = 8192 if mapped_model.match?(/3.5/)
+
+          options = { model: mapped_model, max_tokens: max_tokens }
 
           options[:stop_sequences] = ["</function_calls>"] if !dialect.native_tool_support? &&
             dialect.prompt.has_tools?
diff --git a/lib/completions/endpoints/base.rb b/lib/completions/endpoints/base.rb
index 7abfdf6a..6ad24fbc 100644
--- a/lib/completions/endpoints/base.rb
+++ b/lib/completions/endpoints/base.rb
@@ -96,8 +96,10 @@ module DiscourseAi
                 raise CompletionFailed, response.body
               end
 
-              xml_tool_processor = XmlToolProcessor.new if xml_tools_enabled? &&
-                dialect.prompt.has_tools?
+              xml_tool_processor =
+                XmlToolProcessor.new(
+                  partial_tool_calls: partial_tool_calls,
+                ) if xml_tools_enabled? && dialect.prompt.has_tools?
 
               to_strip = xml_tags_to_strip(dialect)
               xml_stripper =
diff --git a/lib/completions/endpoints/gemini.rb b/lib/completions/endpoints/gemini.rb
index 2450dc99..d054813e 100644
--- a/lib/completions/endpoints/gemini.rb
+++ b/lib/completions/endpoints/gemini.rb
@@ -58,7 +58,9 @@ module DiscourseAi
         end
 
         def prepare_payload(prompt, model_params, dialect)
-          tools = dialect.tools
+          @native_tool_support = dialect.native_tool_support?
+
+          tools = dialect.tools if @native_tool_support
 
           payload = default_options.merge(contents: prompt[:messages])
           payload[:systemInstruction] = {
@@ -144,6 +146,7 @@ module DiscourseAi
 
         def decode(chunk)
           json = JSON.parse(chunk, symbolize_names: true)
+
           idx = -1
           json
             .dig(:candidates, 0, :content, :parts)
@@ -168,30 +171,28 @@ module DiscourseAi
 
         def decode_chunk(chunk)
           @tool_index ||= -1
-
           streaming_decoder
             .decode(chunk)
             .map do |parsed|
               update_usage(parsed)
-              parsed
-                .dig(:candidates, 0, :content, :parts)
-                .map do |part|
-                  if part[:text]
-                    part = part[:text]
-                    if part != ""
-                      part
-                    else
-                      nil
-                    end
-                  elsif part[:functionCall]
-                    @tool_index += 1
-                    ToolCall.new(
-                      id: "tool_#{@tool_index}",
-                      name: part[:functionCall][:name],
-                      parameters: part[:functionCall][:args],
-                    )
+              parts = parsed.dig(:candidates, 0, :content, :parts)
+              parts&.map do |part|
+                if part[:text]
+                  part = part[:text]
+                  if part != ""
+                    part
+                  else
+                    nil
                   end
+                elsif part[:functionCall]
+                  @tool_index += 1
+                  ToolCall.new(
+                    id: "tool_#{@tool_index}",
+                    name: part[:functionCall][:name],
+                    parameters: part[:functionCall][:args],
+                  )
                 end
+              end
             end
             .flatten
             .compact
@@ -223,7 +224,7 @@ module DiscourseAi
         end
 
         def xml_tools_enabled?
-          false
+          !@native_tool_support
         end
       end
     end
diff --git a/lib/completions/endpoints/open_ai.rb b/lib/completions/endpoints/open_ai.rb
index 1e96215b..46382732 100644
--- a/lib/completions/endpoints/open_ai.rb
+++ b/lib/completions/endpoints/open_ai.rb
@@ -36,14 +36,8 @@ module DiscourseAi
           partial_tool_calls: false,
           &blk
         )
-          if dialect.respond_to?(:is_gpt_o?) && dialect.is_gpt_o? && block_given?
-            # we need to disable streaming and simulate it
-            blk.call "", lambda { |*| }
-            response = super(dialect, user, model_params, feature_name: feature_name, &nil)
-            blk.call response, lambda { |*| }
-          else
-            super
-          end
+          @disable_native_tools = dialect.disable_native_tools?
+          super
         end
 
         private
@@ -69,10 +63,17 @@ module DiscourseAi
             # We'll fallback to guess this using the tokenizer.
             payload[:stream_options] = { include_usage: true } if llm_model.provider == "open_ai"
           end
-          if dialect.tools.present?
-            payload[:tools] = dialect.tools
-            if dialect.tool_choice.present?
-              payload[:tool_choice] = { type: "function", function: { name: dialect.tool_choice } }
+          if !xml_tools_enabled?
+            if dialect.tools.present?
+              payload[:tools] = dialect.tools
+              if dialect.tool_choice.present?
+                payload[:tool_choice] = {
+                  type: "function",
+                  function: {
+                    name: dialect.tool_choice,
+                  },
+                }
+              end
             end
           end
           payload
@@ -121,7 +122,7 @@ module DiscourseAi
         end
 
         def xml_tools_enabled?
-          false
+          !!@disable_native_tools
         end
 
         private
diff --git a/lib/completions/llm.rb b/lib/completions/llm.rb
index dc336bf2..95b94ad1 100644
--- a/lib/completions/llm.rb
+++ b/lib/completions/llm.rb
@@ -31,9 +31,8 @@ module DiscourseAi
                       tokens: 200_000,
                       display_name: "Claude 3.5 Sonnet",
                     },
+                    { name: "claude-3-5-haiku", tokens: 200_000, display_name: "Claude 3.5 Haiku" },
                     { name: "claude-3-opus", tokens: 200_000, display_name: "Claude 3 Opus" },
-                    { name: "claude-3-sonnet", tokens: 200_000, display_name: "Claude 3 Sonnet" },
-                    { name: "claude-3-haiku", tokens: 200_000, display_name: "Claude 3 Haiku" },
                   ],
                   tokenizer: DiscourseAi::Tokenizer::AnthropicTokenizer,
                   endpoint: "https://api.anthropic.com/v1/messages",
@@ -63,6 +62,8 @@ module DiscourseAi
                 {
                   id: "open_ai",
                   models: [
+                    { name: "o1-preview", tokens: 131_072, display_name: "o1" },
+                    { name: "o1-mini", tokens: 131_072, display_name: "o1 mini" },
                     { name: "gpt-4o", tokens: 131_072, display_name: "GPT-4 Omni" },
                     { name: "gpt-4o-mini", tokens: 131_072, display_name: "GPT-4 Omni Mini" },
                     { name: "gpt-4-turbo", tokens: 131_072, display_name: "GPT-4 Turbo" },
@@ -71,6 +72,24 @@ module DiscourseAi
                   endpoint: "https://api.openai.com/v1/chat/completions",
                   provider: "open_ai",
                 },
+                {
+                  id: "samba_nova",
+                  models: [
+                    {
+                      name: "Meta-Llama-3.1-8B-Instruct",
+                      tokens: 16_384,
+                      display_name: "Llama 3.1 8B",
+                    },
+                    {
+                      name: "Meta-Llama-3.1-70B-Instruct",
+                      tokens: 65_536,
+                      display_name: "Llama 3.1 70B",
+                    },
+                  ],
+                  tokenizer: DiscourseAi::Tokenizer::Llama3Tokenizer,
+                  endpoint: "https://api.sambanova.ai/v1/chat/completions",
+                  provider: "samba_nova",
+                },
               ]
             end
         end
diff --git a/lib/completions/tool_call.rb b/lib/completions/tool_call.rb
index 1dedc7cf..c3aa047b 100644
--- a/lib/completions/tool_call.rb
+++ b/lib/completions/tool_call.rb
@@ -6,6 +6,10 @@ module DiscourseAi
       attr_reader :id, :name, :parameters
       attr_accessor :partial
 
+      def partial?
+        !!@partial
+      end
+
       def initialize(id:, name:, parameters: nil)
         @id = id
         @name = name
diff --git a/lib/completions/tool_call_progress_tracker.rb b/lib/completions/tool_call_progress_tracker.rb
index f33bd3fc..0f6d9158 100644
--- a/lib/completions/tool_call_progress_tracker.rb
+++ b/lib/completions/tool_call_progress_tracker.rb
@@ -16,7 +16,12 @@ module DiscourseAi
           @current_value = nil
         end
 
-        @parser.value { |v| tool_call.notify_progress(@current_key, v) if @current_key }
+        @parser.value do |v|
+          if @current_key
+            tool_call.notify_progress(@current_key, v)
+            @current_key = nil
+          end
+        end
       end
 
       def <<(json)
diff --git a/lib/completions/xml_tool_processor.rb b/lib/completions/xml_tool_processor.rb
index 1b42b333..d2f4294c 100644
--- a/lib/completions/xml_tool_processor.rb
+++ b/lib/completions/xml_tool_processor.rb
@@ -7,11 +7,13 @@
 module DiscourseAi
   module Completions
     class XmlToolProcessor
-      def initialize
+      def initialize(partial_tool_calls: false)
         @buffer = +""
         @function_buffer = +""
         @should_cancel = false
         @in_tool = false
+        @partial_tool_calls = partial_tool_calls
+        @partial_tools = [] if @partial_tool_calls
       end
 
       def <<(text)
@@ -28,10 +30,10 @@ module DiscourseAi
           if @in_tool
             @function_buffer = @buffer[index..-1]
             text_index = text.rindex("<function_calls>")
-            result << text[0..text_index - 1].strip if text_index && text_index > 0
+            result << text[0..text_index - 1].rstrip if text_index && text_index > 0
           end
         else
-          @function_buffer << text
+          add_to_function_buffer(text)
         end
 
         if !@in_tool
@@ -41,7 +43,7 @@ module DiscourseAi
               @function_buffer = text[split_index + 1..-1] || ""
               text = text[0..split_index] || ""
             else
-              @function_buffer << text
+              add_to_function_buffer(text)
               text = ""
             end
           else
@@ -56,37 +58,25 @@ module DiscourseAi
           @should_cancel = true if text.include?("</function_calls>")
         end
 
+        if @should_notify_partial_tool
+          @should_notify_partial_tool = false
+          result << @partial_tools.last
+        end
+
         result
       end
 
       def finish
         return [] if @function_buffer.blank?
 
-        xml = Nokogiri::HTML5.fragment(@function_buffer)
-        normalize_function_ids!(xml)
-        last_invoke = xml.at("invoke:last")
-        if last_invoke
-          last_invoke.next_sibling.remove while last_invoke.next_sibling
-          xml.at("invoke:last").add_next_sibling("\n") if !last_invoke.next_sibling
+        idx = -1
+        parse_malformed_xml(@function_buffer).map do |tool|
+          ToolCall.new(
+            id: "tool_#{idx += 1}",
+            name: tool[:tool_name],
+            parameters: tool[:parameters],
+          )
         end
-
-        xml
-          .css("invoke")
-          .map do |invoke|
-            tool_name = invoke.at("tool_name").content.force_encoding("UTF-8")
-            tool_id = invoke.at("tool_id").content.force_encoding("UTF-8")
-            parameters = {}
-            invoke
-              .at("parameters")
-              &.children
-              &.each do |node|
-                next if node.text?
-                name = node.name
-                value = node.content.to_s
-                parameters[name.to_sym] = value.to_s.force_encoding("UTF-8")
-              end
-            ToolCall.new(id: tool_id, name: tool_name, parameters: parameters)
-          end
       end
 
       def should_cancel?
@@ -95,6 +85,105 @@ module DiscourseAi
 
       private
 
+      def add_to_function_buffer(text)
+        @function_buffer << text
+        detect_partial_tool_calls(@function_buffer, text) if @partial_tool_calls
+      end
+
+      def detect_partial_tool_calls(buffer, delta)
+        parse_partial_tool_call(buffer)
+      end
+
+      def parse_partial_tool_call(buffer)
+        match =
+          buffer
+            .scan(
+              %r{
+      <invoke>
+        \s*
+        <tool_name>
+          ([^<]+)
+        </tool_name>
+        \s*
+        <parameters>
+          (.*?)
+        (</parameters>|\Z)
+        }mx,
+            )
+            .to_a
+            .last
+
+        if match
+          params = partial_parse_params(match[1])
+          if params.present?
+            current_tool = @partial_tools.last
+            if !current_tool || current_tool.name != match[0].strip
+              current_tool =
+                ToolCall.new(
+                  id: "tool_#{@partial_tools.length}",
+                  name: match[0].strip,
+                  parameters: params,
+                )
+              @partial_tools << current_tool
+              current_tool.partial = true
+              @should_notify_partial_tool = true
+            end
+
+            if current_tool.parameters != params
+              current_tool.parameters = params
+              @should_notify_partial_tool = true
+            end
+          end
+        end
+      end
+
+      def partial_parse_params(params)
+        params
+          .scan(%r{
+      <([^>]+)>
+        (.*?)
+      (</\1>|\Z)
+    }mx)
+          .each_with_object({}) do |(name, value), hash|
+            next if "<![CDATA[".start_with?(value)
+            hash[name.to_sym] = value.gsub(/^<!\[CDATA\[|\]\]>$/, "")
+          end
+      end
+
+      def parse_malformed_xml(input)
+        input
+          .scan(
+            %r{
+      <invoke>
+        \s*
+        <tool_name>
+          ([^<]+)
+        </tool_name>
+        \s*
+        <parameters>
+          (.*?)
+        </parameters>
+        \s*
+      </invoke>
+    }mx,
+          )
+          .map do |tool_name, params|
+            {
+              tool_name: tool_name.strip,
+              parameters:
+                params
+                  .scan(%r{
+          <([^>]+)>
+            (.*?)
+          </\1>
+        }mx)
+                  .each_with_object({}) do |(name, value), hash|
+                    hash[name.to_sym] = value.gsub(/^<!\[CDATA\[|\]\]>$/, "")
+                  end,
+            }
+          end
+      end
+
       def normalize_function_ids!(function_buffer)
         function_buffer
           .css("invoke")
diff --git a/plugin.rb b/plugin.rb
index bb4a320a..4f58560b 100644
--- a/plugin.rb
+++ b/plugin.rb
@@ -39,6 +39,8 @@ register_asset "stylesheets/modules/llms/common/ai-llms-editor.scss"
 
 register_asset "stylesheets/modules/ai-bot/common/ai-tools.scss"
 
+register_asset "stylesheets/modules/ai-bot/common/ai-artifact.scss"
+
 module ::DiscourseAi
   PLUGIN_NAME = "discourse-ai"
 end
@@ -48,6 +50,10 @@ Rails.autoloaders.main.push_dir(File.join(__dir__, "lib"), namespace: ::Discours
 require_relative "lib/engine"
 
 after_initialize do
+  if defined?(Rack::MiniProfiler)
+    Rack::MiniProfiler.config.skip_paths << "/discourse-ai/ai-bot/artifacts"
+  end
+
   # do not autoload this cause we may have no namespace
   require_relative "discourse_automation/llm_triage"
   require_relative "discourse_automation/llm_report"
diff --git a/spec/fixtures/bot/openai_artifact_call.txt b/spec/fixtures/bot/openai_artifact_call.txt
new file mode 100644
index 00000000..3939500c
--- /dev/null
+++ b/spec/fixtures/bot/openai_artifact_call.txt
@@ -0,0 +1,299 @@
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"role":"assistant","content":null,"tool_calls":[{"index":0,"id":"call_yH3ixdEz4wvSuK8ei3gNYwk3","type":"function","function":{"name":"create_artifact","arguments":""}}],"refusal":null},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"{\""}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"name"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"\":\""}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"Five"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"Lines"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"HTML"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"CSS"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"JS"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
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+
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+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":","}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":" World"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"!"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"';"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"\\"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"n"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"}\\"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"n"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"\"}"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[{"index":0,"delta":{},"logprobs":null,"finish_reason":"tool_calls"}],"usage":null}
+
+data: {"id":"chatcmpl-ATimVYagKnCWQ0VXY0Hn2SDjRuN6B","object":"chat.completion.chunk","created":1731647015,"model":"gpt-4o-2024-08-06","system_fingerprint":"fp_45cf54deae","choices":[],"usage":{"prompt_tokens":735,"completion_tokens":156,"total_tokens":891,"prompt_tokens_details":{"cached_tokens":0,"audio_tokens":0},"completion_tokens_details":{"reasoning_tokens":0,"audio_tokens":0,"accepted_prediction_tokens":0,"rejected_prediction_tokens":0}}}
+
+data: [DONE]
+
+
diff --git a/spec/lib/completions/endpoints/anthropic_spec.rb b/spec/lib/completions/endpoints/anthropic_spec.rb
index 8bdc796e..72ba2422 100644
--- a/spec/lib/completions/endpoints/anthropic_spec.rb
+++ b/spec/lib/completions/endpoints/anthropic_spec.rb
@@ -186,7 +186,7 @@ RSpec.describe DiscourseAi::Completions::Endpoints::Anthropic do
 
     expected_body = {
       model: "claude-3-opus-20240229",
-      max_tokens: 3000,
+      max_tokens: 4096,
       messages: [{ role: "user", content: "user1: hello" }],
       system: "You are hello bot",
       stream: true,
@@ -278,7 +278,7 @@ RSpec.describe DiscourseAi::Completions::Endpoints::Anthropic do
 
     request_body = {
       model: "claude-3-opus-20240229",
-      max_tokens: 3000,
+      max_tokens: 4096,
       messages: [
         {
           role: "user",
@@ -376,7 +376,7 @@ RSpec.describe DiscourseAi::Completions::Endpoints::Anthropic do
 
     expected_body = {
       model: "claude-3-opus-20240229",
-      max_tokens: 3000,
+      max_tokens: 4096,
       messages: [{ role: "user", content: "user1: hello" }],
       system: "You are hello bot",
     }
diff --git a/spec/lib/completions/endpoints/gemini_spec.rb b/spec/lib/completions/endpoints/gemini_spec.rb
index 18933843..0c7b9208 100644
--- a/spec/lib/completions/endpoints/gemini_spec.rb
+++ b/spec/lib/completions/endpoints/gemini_spec.rb
@@ -324,6 +324,37 @@ RSpec.describe DiscourseAi::Completions::Endpoints::Gemini do
     expect(log.response_tokens).to eq(4)
   end
 
+  it "Can correctly handle malformed responses" do
+    response = <<~TEXT
+      data: {"candidates": [{"content": {"parts": [{"text": "Certainly"}],"role": "model"}}],"usageMetadata": {"promptTokenCount": 399,"totalTokenCount": 399},"modelVersion": "gemini-1.5-pro-002"}
+
+      data: {"candidates": [{"content": {"parts": [{"text": "! I'll create a simple \\"Hello, World!\\" page where each letter"}],"role": "model"},"safetyRatings": [{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"}]}],"usageMetadata": {"promptTokenCount": 399,"totalTokenCount": 399},"modelVersion": "gemini-1.5-pro-002"}
+
+      data: {"candidates": [{"content": {"parts": [{"text": " has a different color using inline styles for simplicity.  Each letter will be wrapped"}],"role": "model"},"safetyRatings": [{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"}]}],"usageMetadata": {"promptTokenCount": 399,"totalTokenCount": 399},"modelVersion": "gemini-1.5-pro-002"}
+
+      data: {"candidates": [{"content": {"parts": [{"text": ""}],"role": "model"},"finishReason": "STOP"}],"usageMetadata": {"promptTokenCount": 399,"candidatesTokenCount": 191,"totalTokenCount": 590},"modelVersion": "gemini-1.5-pro-002"}
+
+      data: {"candidates": [{"finishReason": "MALFORMED_FUNCTION_CALL"}],"usageMetadata": {"promptTokenCount": 399,"candidatesTokenCount": 191,"totalTokenCount": 590},"modelVersion": "gemini-1.5-pro-002"}
+
+    TEXT
+
+    llm = DiscourseAi::Completions::Llm.proxy("custom:#{model.id}")
+    url = "#{model.url}:streamGenerateContent?alt=sse&key=123"
+
+    output = []
+
+    stub_request(:post, url).to_return(status: 200, body: response)
+    llm.generate("Hello", user: user) { |partial| output << partial }
+
+    expect(output).to eq(
+      [
+        "Certainly",
+        "! I'll create a simple \"Hello, World!\" page where each letter",
+        " has a different color using inline styles for simplicity.  Each letter will be wrapped",
+      ],
+    )
+  end
+
   it "Can correctly handle streamed responses even if they are chunked badly" do
     data = +""
     data << "da|ta: |"
diff --git a/spec/lib/completions/endpoints/open_ai_spec.rb b/spec/lib/completions/endpoints/open_ai_spec.rb
index e07914a5..331f08e6 100644
--- a/spec/lib/completions/endpoints/open_ai_spec.rb
+++ b/spec/lib/completions/endpoints/open_ai_spec.rb
@@ -53,11 +53,10 @@ class OpenAiMock < EndpointMock
     }.to_json
   end
 
-  def stub_raw(chunks)
-    WebMock.stub_request(:post, "https://api.openai.com/v1/chat/completions").to_return(
-      status: 200,
-      body: chunks,
-    )
+  def stub_raw(chunks, body_blk: nil)
+    stub = WebMock.stub_request(:post, "https://api.openai.com/v1/chat/completions")
+    stub.with(body: body_blk) if body_blk
+    stub.to_return(status: 200, body: chunks)
   end
 
   def stub_streamed_response(prompt, deltas, tool_call: false)
@@ -391,6 +390,59 @@ RSpec.describe DiscourseAi::Completions::Endpoints::OpenAi do
   end
 
   describe "#perform_completion!" do
+    context "when using XML tool calls format" do
+      let(:xml_tool_call_response) { <<~XML }
+        <function_calls>
+        <invoke>
+        <tool_name>get_weather</tool_name>
+        <parameters>
+        <location>Sydney</location>
+        <unit>c</unit>
+        </parameters>
+        </invoke>
+        </function_calls>
+      XML
+
+      it "parses XML tool calls" do
+        response = {
+          id: "chatcmpl-6sZfAb30Rnv9Q7ufzFwvQsMpjZh8S",
+          object: "chat.completion",
+          created: 1_678_464_820,
+          model: "gpt-3.5-turbo-0301",
+          usage: {
+            prompt_tokens: 8,
+            completion_tokens: 13,
+            total_tokens: 499,
+          },
+          choices: [
+            {
+              message: {
+                role: "assistant",
+                content: xml_tool_call_response,
+              },
+              finish_reason: "stop",
+              index: 0,
+            },
+          ],
+        }.to_json
+
+        endpoint.llm_model.update!(provider_params: { disable_native_tools: true })
+        body = nil
+        open_ai_mock.stub_raw(response, body_blk: proc { |inner_body| body = inner_body })
+
+        dialect = compliance.dialect(prompt: compliance.generic_prompt(tools: tools))
+        tool_call = endpoint.perform_completion!(dialect, user)
+
+        body_parsed = JSON.parse(body, symbolize_names: true)
+        expect(body_parsed[:tools]).to eq(nil)
+
+        expect(body_parsed[:messages][0][:content]).to include("<function_calls>")
+
+        expect(tool_call.name).to eq("get_weather")
+        expect(tool_call.parameters).to eq({ location: "Sydney", unit: "c" })
+      end
+    end
+
     context "when using regular mode" do
       context "with simple prompts" do
         it "completes a trivial prompt and logs the response" do
@@ -571,6 +623,42 @@ TEXT
           end
         end
 
+        it "properly handles multiple params in partial tool calls" do
+          # this is not working and it is driving me nuts so I will use a sledghammer
+          # text = plugin_file_from_fixtures("openai_artifact_call.txt", "bot")
+
+          path = File.join(__dir__, "../../../fixtures/bot", "openai_artifact_call.txt")
+          text = File.read(path)
+
+          partials = []
+          open_ai_mock.with_chunk_array_support do
+            open_ai_mock.stub_raw(text.scan(/.*\n/))
+
+            dialect = compliance.dialect(prompt: compliance.generic_prompt(tools: tools))
+            endpoint.perform_completion!(dialect, user, partial_tool_calls: true) do |partial|
+              partials << partial.dup
+            end
+          end
+
+          expect(partials.compact.length).to eq(128)
+
+          params =
+            partials
+              .map { |p| p.parameters if p.is_a?(DiscourseAi::Completions::ToolCall) && p.partial? }
+              .compact
+
+          lengths = {}
+          params.each do |p|
+            p.each do |k, v|
+              if lengths[k] && lengths[k] > v.length
+                expect(lengths[k]).to be > v.length
+              else
+                lengths[k] = v.length
+              end
+            end
+          end
+        end
+
         it "properly handles spaces in tools payload and partial tool calls" do
           raw_data = <<~TEXT.strip
             data: {"choices":[{"index":0,"delta":{"role":"assistant","content":null,"tool_calls":[{"index":0,"id":"func_id","type":"function","function":{"name":"go|ogle","arg|uments":""}}]}}]}
diff --git a/spec/lib/completions/xml_tool_processor_spec.rb b/spec/lib/completions/xml_tool_processor_spec.rb
index 003f4356..883996b2 100644
--- a/spec/lib/completions/xml_tool_processor_spec.rb
+++ b/spec/lib/completions/xml_tool_processor_spec.rb
@@ -12,12 +12,84 @@ RSpec.describe DiscourseAi::Completions::XmlToolProcessor do
     expect(processor.should_cancel?).to eq(false)
   end
 
-  it "is usable for simple single message mode" do
+  it "can handle partial tool calls" do
+    processor = DiscourseAi::Completions::XmlToolProcessor.new(partial_tool_calls: true)
+
+    xml = (<<~XML).strip
+      <function|_calls>
+      <invoke>
+      <tool_name>h|ell|o<|/tool_name>
+      <parameters>
+       <hello>wo|r|ld</hello>
+      </parameters>
+      </invoke>
+      <invoke>
+      <tool_name>tool|2</tool_name>
+      <parameters>
+        <param>v|alue</param>
+        <para|m2><![CDA|TA[va|lue2]]></param2>
+      </parame|ters>
+      </invoke>
+    XML
+
+    result = []
+
+    xml.split("|").each { |part| result << (processor << part).map(&:dup) }
+
+    result << (processor.finish)
+    result.flatten!
+
+    tool1_params =
+      result
+        .select do |r|
+          r.is_a?(DiscourseAi::Completions::ToolCall) && r.name == "hello" && r.partial
+        end
+        .map(&:parameters)
+
+    expect(tool1_params).to eq([{ hello: "wo" }, { hello: "wor" }, { hello: "world" }])
+
+    tool2_params =
+      result
+        .select do |r|
+          r.is_a?(DiscourseAi::Completions::ToolCall) && r.name == "tool2" && r.partial
+        end
+        .map(&:parameters)
+
+    expect(tool2_params).to eq(
+      [
+        { param: "v" },
+        { param: "value" },
+        { param: "value", param2: "va" },
+        { param: "value", param2: "value2" },
+      ],
+    )
+  end
+
+  it "can handle mix and match xml cause tool llms may not encode" do
     xml = (<<~XML).strip
-      hello
       <function_calls>
       <invoke>
       <tool_name>hello</tool_name>
+      <parameters>
+       <hello>world <sam>sam</sam></hello>
+       <test><![CDATA[</h1>\n</div>\n]]></test>
+      </parameters>
+      </invoke>
+    XML
+
+    result = []
+    result << (processor << xml)
+    result << (processor.finish)
+
+    tool_call = result.last.first
+    expect(tool_call.parameters).to eq(hello: "world <sam>sam</sam>", test: "</h1>\n</div>\n")
+  end
+
+  it "is usable for simple single message mode" do
+    xml = (<<~XML)
+       world <function_calls>
+      <invoke>
+      <tool_name>hello</tool_name>
       <parameters>
        <hello>world</hello>
        <test>value</test>
@@ -26,6 +98,7 @@ RSpec.describe DiscourseAi::Completions::XmlToolProcessor do
     XML
 
     result = []
+    result << (processor << "hello")
     result << (processor << xml)
     result << (processor.finish)
 
@@ -38,7 +111,7 @@ RSpec.describe DiscourseAi::Completions::XmlToolProcessor do
           test: "value",
         },
       )
-    expect(result).to eq([["hello"], [tool_call]])
+    expect(result).to eq([["hello"], [" world"], [tool_call]])
     expect(processor.should_cancel?).to eq(false)
   end
 
@@ -149,8 +222,7 @@ RSpec.describe DiscourseAi::Completions::XmlToolProcessor do
     result << (processor.finish)
 
     # Should just do its best to parse the XML
-    tool_call =
-      DiscourseAi::Completions::ToolCall.new(id: "tool_0", name: "test", parameters: { param: "" })
+    tool_call = DiscourseAi::Completions::ToolCall.new(id: "tool_0", name: "test", parameters: {})
     expect(result).to eq([["text"], [tool_call]])
   end
 
diff --git a/spec/lib/modules/ai_bot/personas/persona_spec.rb b/spec/lib/modules/ai_bot/personas/persona_spec.rb
index a77fbbf0..34311761 100644
--- a/spec/lib/modules/ai_bot/personas/persona_spec.rb
+++ b/spec/lib/modules/ai_bot/personas/persona_spec.rb
@@ -46,6 +46,7 @@ RSpec.describe DiscourseAi::AiBot::Personas::Persona do
     }
   end
 
+  fab!(:admin)
   fab!(:user)
   fab!(:upload)
 
@@ -96,29 +97,6 @@ RSpec.describe DiscourseAi::AiBot::Personas::Persona do
   end
 
   it "enforces enums" do
-    xml = <<~XML
-      <function_calls>
-        <invoke>
-        <tool_name>search</tool_name>
-        <tool_id>call_JtYQMful5QKqw97XFsHzPweB</tool_id>
-        <parameters>
-        <max_posts>"3.2"</max_posts>
-        <status>cow</status>
-        <foo>bar</foo>
-        </parameters>
-        </invoke>
-        <invoke>
-        <tool_name>search</tool_name>
-        <tool_id>call_JtYQMful5QKqw97XFsHzPweB</tool_id>
-        <parameters>
-        <max_posts>"3.2"</max_posts>
-        <status>open</status>
-        <foo>bar</foo>
-        </parameters>
-        </invoke>
-      </function_calls>
-    XML
-
     tool_call =
       DiscourseAi::Completions::ToolCall.new(
         name: "search",
@@ -273,11 +251,27 @@ RSpec.describe DiscourseAi::AiBot::Personas::Persona do
         ],
       )
 
+      # it should allow staff access to WebArtifactCreator
+      expect(DiscourseAi::AiBot::Personas::Persona.all(user: admin)).to eq(
+        [
+          DiscourseAi::AiBot::Personas::General,
+          DiscourseAi::AiBot::Personas::Artist,
+          DiscourseAi::AiBot::Personas::Creative,
+          DiscourseAi::AiBot::Personas::DiscourseHelper,
+          DiscourseAi::AiBot::Personas::GithubHelper,
+          DiscourseAi::AiBot::Personas::Researcher,
+          DiscourseAi::AiBot::Personas::SettingsExplorer,
+          DiscourseAi::AiBot::Personas::SqlHelper,
+          DiscourseAi::AiBot::Personas::WebArtifactCreator,
+        ],
+      )
+
       # omits personas if key is missing
       SiteSetting.ai_stability_api_key = ""
       SiteSetting.ai_google_custom_search_api_key = ""
+      SiteSetting.ai_artifact_security = "disabled"
 
-      expect(DiscourseAi::AiBot::Personas::Persona.all(user: user)).to contain_exactly(
+      expect(DiscourseAi::AiBot::Personas::Persona.all(user: admin)).to contain_exactly(
         DiscourseAi::AiBot::Personas::General,
         DiscourseAi::AiBot::Personas::SqlHelper,
         DiscourseAi::AiBot::Personas::SettingsExplorer,
diff --git a/spec/lib/modules/ai_bot/playground_spec.rb b/spec/lib/modules/ai_bot/playground_spec.rb
index 2a07ad52..07485d1f 100644
--- a/spec/lib/modules/ai_bot/playground_spec.rb
+++ b/spec/lib/modules/ai_bot/playground_spec.rb
@@ -791,11 +791,12 @@ RSpec.describe DiscourseAi::AiBot::Playground do
         expect(done_signal.data[:cooked]).to eq(reply.cooked)
 
         expect(messages.first.data[:raw]).to eq("")
-        messages[1..-1].each_with_index do |m, idx|
-          expect(m.data[:raw]).to eq(expected_bot_response[0..idx])
-        end
 
         expect(reply.cooked).to eq(PrettyText.cook(expected_bot_response))
+
+        messages[1..-1].each do |m|
+          expect(expected_bot_response.start_with?(m.data[:raw])).to eq(true)
+        end
       end
     end
 
diff --git a/spec/lib/modules/ai_bot/tools/create_artifact_spec.rb b/spec/lib/modules/ai_bot/tools/create_artifact_spec.rb
new file mode 100644
index 00000000..f4e955fc
--- /dev/null
+++ b/spec/lib/modules/ai_bot/tools/create_artifact_spec.rb
@@ -0,0 +1,34 @@
+#frozen_string_literal: true
+
+RSpec.describe DiscourseAi::AiBot::Tools::CreateArtifact do
+  fab!(:llm_model)
+  let(:bot_user) { DiscourseAi::AiBot::EntryPoint.find_user_from_model(llm_model.name) }
+  let(:llm) { DiscourseAi::Completions::Llm.proxy("custom:#{llm_model.id}") }
+
+  before { SiteSetting.ai_bot_enabled = true }
+
+  describe "#process" do
+    it "can correctly handle partial updates" do
+      tool = described_class.new({}, bot_user: bot_user, llm: llm)
+
+      tool.parameters = { css: "a { }" }
+      tool.partial_invoke
+
+      expect(tool.custom_raw).to eq("### CSS\n\n```css\na { }\n```")
+
+      tool.parameters = { css: "a { }", html_body: "hello" }
+      tool.partial_invoke
+
+      expect(tool.custom_raw).to eq(
+        "### CSS\n\n```css\na { }\n```\n\n### HTML\n\n```html\nhello\n```",
+      )
+
+      tool.parameters = { css: "a { }", html_body: "hello world" }
+      tool.partial_invoke
+
+      expect(tool.custom_raw).to eq(
+        "### CSS\n\n```css\na { }\n```\n\n### HTML\n\n```html\nhello world\n```",
+      )
+    end
+  end
+end
diff --git a/spec/requests/ai_bot/shared_ai_conversations_spec.rb b/spec/requests/ai_bot/shared_ai_conversations_spec.rb
index 67e93ce5..fbc9c6a6 100644
--- a/spec/requests/ai_bot/shared_ai_conversations_spec.rb
+++ b/spec/requests/ai_bot/shared_ai_conversations_spec.rb
@@ -86,6 +86,77 @@ RSpec.describe DiscourseAi::AiBot::SharedAiConversationsController do
         expect(response).to have_http_status(:success)
       end
 
+      context "when ai artifacts are in lax mode" do
+        before { SiteSetting.ai_artifact_security = "lax" }
+
+        it "properly shares artifacts" do
+          first_post = user_pm_share.posts.first
+
+          artifact_not_allowed =
+            AiArtifact.create!(
+              user: bot_user,
+              post: Fabricate(:private_message_post),
+              name: "test",
+              html: "<div>test</div>",
+            )
+
+          artifact =
+            AiArtifact.create!(
+              user: bot_user,
+              post: first_post,
+              name: "test",
+              html: "<div>test</div>",
+            )
+
+          # lets log out and see we can not access the artifacts
+          delete "/session/#{user.id}"
+
+          get artifact.url
+          expect(response).to have_http_status(:not_found)
+
+          get artifact_not_allowed.url
+          expect(response).to have_http_status(:not_found)
+
+          sign_in(user)
+
+          first_post.update!(raw: <<~RAW)
+            This is a post with an artifact
+
+            <div class="ai-artifact" data-ai-artifact-id="#{artifact.id}"></div>
+            <div class="ai-artifact" data-ai-artifact-id="#{artifact_not_allowed.id}"></div>
+          RAW
+
+          post "#{path}.json", params: { topic_id: user_pm_share.id }
+          expect(response).to have_http_status(:success)
+
+          key = response.parsed_body["share_key"]
+
+          get "#{path}/#{key}"
+          expect(response).to have_http_status(:success)
+
+          expect(response.body).to include(artifact.url)
+          expect(response.body).to include(artifact_not_allowed.url)
+
+          # lets log out and see we can not access the artifacts
+          delete "/session/#{user.id}"
+
+          get artifact.url
+          expect(response).to have_http_status(:success)
+
+          get artifact_not_allowed.url
+          expect(response).to have_http_status(:not_found)
+
+          sign_in(user)
+          delete "#{path}/#{key}.json"
+          expect(response).to have_http_status(:success)
+
+          # we can not longer see it...
+          delete "/session/#{user.id}"
+          get artifact.url
+          expect(response).to have_http_status(:not_found)
+        end
+      end
+
       context "when secure uploads are enabled" do
         let(:upload_1) { Fabricate(:s3_image_upload, user: bot_user, secure: true) }
         let(:upload_2) { Fabricate(:s3_image_upload, user: bot_user, secure: true) }
diff --git a/spec/system/llms/ai_llm_spec.rb b/spec/system/llms/ai_llm_spec.rb
index ec5f4003..12a2ac62 100644
--- a/spec/system/llms/ai_llm_spec.rb
+++ b/spec/system/llms/ai_llm_spec.rb
@@ -11,7 +11,7 @@ RSpec.describe "Managing LLM configurations", type: :system, js: true do
   it "correctly sets defaults" do
     visit "/admin/plugins/discourse-ai/ai-llms"
 
-    find("[data-llm-id='anthropic-claude-3-haiku'] button").click()
+    find("[data-llm-id='anthropic-claude-3-5-haiku'] button").click()
     find("input.ai-llm-editor__api-key").fill_in(with: "abcd")
     find(".ai-llm-editor__enabled-chat-bot input").click
     find(".ai-llm-editor__save").click()
@@ -23,9 +23,9 @@ RSpec.describe "Managing LLM configurations", type: :system, js: true do
 
     preset = DiscourseAi::Completions::Llm.presets.find { |p| p[:id] == "anthropic" }
 
-    model_preset = preset[:models].find { |m| m[:name] == "claude-3-haiku" }
+    model_preset = preset[:models].find { |m| m[:name] == "claude-3-5-haiku" }
 
-    expect(llm.name).to eq("claude-3-haiku")
+    expect(llm.name).to eq("claude-3-5-haiku")
     expect(llm.url).to eq(preset[:endpoint])
     expect(llm.tokenizer).to eq(preset[:tokenizer].to_s)
     expect(llm.max_prompt_tokens.to_i).to eq(model_preset[:tokens])