going to back off this for a bit

Modules/LlmDriver/app/BaseClient.php

@@ -12,6 +12,7 @@
 use LlmLaraHub\LlmDriver\Functions\GetWebSiteFromUrlTool;
 use LlmLaraHub\LlmDriver\Functions\ReportingTool;
 use LlmLaraHub\LlmDriver\Functions\RetrieveRelated;
+use LlmLaraHub\LlmDriver\Functions\SatisfyToolsRequired;
 use LlmLaraHub\LlmDriver\Functions\SearchTheWeb;
 use LlmLaraHub\LlmDriver\Functions\StandardsChecker;
 use LlmLaraHub\LlmDriver\Functions\SummarizeCollection;
@@ -218,6 +219,7 @@ public function getFunctions(): array
                 new GetWebSiteFromUrlTool(),
                 new SearchTheWeb(),
                 new CreateDocument(),
+                new SatisfyToolsRequired(),
                 new Chat(),
             ]
         );

Modules/LlmDriver/app/ClaudeClient.php

@@ -382,7 +382,7 @@ public function remapFunctions(array $functions): array
                     'required' => $required,
                 ],
             ];
-        })->toArray();
+        })->values()->toArray();
     }
 
     /**

Modules/LlmDriver/app/Functions/SatisfyToolsRequired.php

@@ -0,0 +1,58 @@
+<?php
+
+namespace LlmLaraHub\LlmDriver\Functions;
+
+use App\Helpers\ChatHelperTrait;
+use App\Models\Document;
+use App\Models\Message;
+use Illuminate\Support\Facades\Log;
+use LlmLaraHub\LlmDriver\Responses\FunctionResponse;
+use LlmLaraHub\LlmDriver\ToolsHelper;
+
+class SatisfyToolsRequired extends FunctionContract
+{
+    use ChatHelperTrait, ToolsHelper;
+
+    public array $toolTypes = [
+        ToolTypes::NoFunction,
+    ];
+
+    protected string $name = 'satisfy_tools_required';
+
+    protected string $description = 'This tool has no use just for example purposes';
+
+    public function handle(
+        Message $message): FunctionResponse
+    {
+        Log::info('[LaraChain] SatisfyToolsRequired');
+
+
+        return FunctionResponse::from([
+            'content' => "Should not be called",
+            'prompt' => $message->getPrompt(),
+            'requires_followup' => false,
+            'documentChunks' => collect([]),
+            'save_to_message' => false,
+        ]);
+    }
+
+    /**
+     * @return PropertyDto[]
+     */
+    protected function getProperties(): array
+    {
+        return [
+            new PropertyDto(
+                name: 'example_arg',
+                description: 'Example argument',
+                type: 'string',
+                required: true,
+            ),
+        ];
+    }
+
+    public function runAsBatch(): bool
+    {
+        return false;
+    }
+}

Modules/LlmDriver/app/Functions/SummarizeCollection.php

@@ -43,6 +43,7 @@ public function handle(
         $content = $message->getContent();
 
         $prompt = Templatizer::appendContext(true)
+            ->setMainCollectionPromptOn()
             ->handle(
                 content: $content,
                 replacement: $summary,

Modules/LlmDriver/app/HasDrivers.php

@@ -19,7 +19,6 @@ public function getType(): string;
 
     public function documents(): HasMany;
 
-    public function description(): string;
 
     public function getChatable(): HasDrivers;
 

Modules/LlmDriver/app/HasDriversTrait.php

@@ -11,10 +11,7 @@ public function documents(): HasMany
         return $this->getChatable()->documents();
     }
 
-    public function description(): string
-    {
-        return $this->getChatable()->description();
-    }
+
 
     public function systemPrompt(): string
     {

Modules/LlmDriver/app/LlmServiceProvider.php

@@ -12,6 +12,7 @@
 use LlmLaraHub\LlmDriver\Functions\GetWebSiteFromUrlTool;
 use LlmLaraHub\LlmDriver\Functions\ReportingTool;
 use LlmLaraHub\LlmDriver\Functions\RetrieveRelated;
+use LlmLaraHub\LlmDriver\Functions\SatisfyToolsRequired;
 use LlmLaraHub\LlmDriver\Functions\SearchTheWeb;
 use LlmLaraHub\LlmDriver\Functions\StandardsChecker;
 use LlmLaraHub\LlmDriver\Functions\SummarizeCollection;
@@ -98,6 +99,11 @@ public function boot(): void
             return new Chat();
         });
 
+        $this->app->bind('satisfy_tools_required', function () {
+            return new SatisfyToolsRequired();
+        });
+
+
     }
 
     /**

Modules/LlmDriver/app/OllamaClient.php

@@ -96,12 +96,8 @@ public function chat(array $messages): CompletionResponse
     {
         Log::info('LlmDriver::OllamaClient::chat');
 
-        put_fixture('ollama_chat_payload_before_remap.json', $messages);
-
         $messages = $this->remapMessages($messages);
 
-        put_fixture('ollama_chat_payload.json', $messages);
-
         $payload = [
             'model' => $this->getConfig('ollama')['models']['completion_model'],
             'messages' => $messages,
@@ -122,8 +118,6 @@ public function chat(array $messages): CompletionResponse
             throw new \Exception('Ollama API Error Chat');
         }
 
-        put_fixture('ollama_chat_response.json', $response->json());
-
         return OllamaChatCompletionResponse::from($response->json());
     }
 

app/Domains/Tokenizer/Templatizer.php

@@ -2,6 +2,8 @@
 
 namespace App\Domains\Tokenizer;
 
+use App\Models\Setting;
+
 class Templatizer
 {
     protected string $content;
@@ -11,6 +13,7 @@ class Templatizer
     protected ?string $replacement;
 
     protected bool $appendContext = false;
+    protected bool $addMainCollectionPrompt = false;
 
     public static function getTokens(): array
     {
@@ -46,6 +49,12 @@ public function handle(
             }
         }
 
+        if($this->addMainCollectionPrompt) {
+            $this->content = str($this->content)
+                ->prepend(Setting::first()?->main_collection_prompt)
+                ->toString();
+        }
+
         return $this->content;
 
     }
@@ -82,6 +91,12 @@ public function appendContext(bool $appendContext = false): self
         return $this;
     }
 
+    public function setMainCollectionPromptOn(): self
+    {
+        $this->addMainCollectionPrompt = true;
+        return $this;
+    }
+
     protected function start_week(): void
     {
         $replacement = now()->startOfWeek()->format('m/d/Y');

app/Jobs/GetWebContentJob.php

@@ -73,7 +73,10 @@ public function handle(): void
             ->handle($this->webResponseDto->url, true);
 
         $prompt = Templatizer::appendContext(true)
-            ->handle($this->source->getPrompt(), $htmlResults);
+            ->setMainCollectionPromptOn()
+            ->handle(
+                content: $this->source->getPrompt(),
+                replacement: $htmlResults);
 
         $results = LlmDriverFacade::driver(
             $this->source->getDriver()

app/Jobs/ToolsCompleteJob.php

@@ -42,14 +42,10 @@ public function handle(): void
 
         $messages = $this->chat->getChatResponse();
 
-        put_fixture('messages_before_final_job_claude.json', $messages);
-
         $response = LlmDriverFacade::driver($this->chat->chatable->getDriver())
             ->setToolType(ToolTypes::NoFunction)
             ->chat($messages);
 
-        put_fixture('tool_complete_response_claude.json', $response);
-
         $this->chat->addInput(
             message: $response->content,
             role: RoleEnum::Assistant,

app/Models/Collection.php

@@ -28,7 +28,6 @@
  */
 class Collection extends Model implements HasDrivers, TaggableContract
 {
-    use HasDriversTrait;
     use HasFactory;
     use Taggable;
 
@@ -45,6 +44,12 @@ public function getChatable(): HasDrivers
         return $this;
     }
 
+    public function description(): string
+    {
+        return $this->description;
+    }
+
+
     public function filters(): HasMany
     {
         return $this->hasMany(Filter::class);

database/seeders/CopySeeder.php

@@ -0,0 +1,36 @@
+<?php
+
+namespace Database\Seeders;
+
+use App\Models\Setting;
+use Illuminate\Database\Console\Seeds\WithoutModelEvents;
+use Illuminate\Database\Seeder;
+
+class CopySeeder extends Seeder
+{
+    /**
+     * Run the database seeds.
+     */
+    public function run(): void
+    {
+        $setting = Setting::first();
+
+        if($setting) {
+            $mainPrompt = $setting->main_collection_prompt;
+            if(!$mainPrompt) {
+                $prompt = <<<PROMPT
+Your primary function is to assist users in interacting with their "collection" of data within a Retrieval Augmented Generation (RAG) system. This collection comprises documents uploaded by the user or imported from web searches, serving as contextual information for our interactions.
+Your responsibilities include:
+1. Answering questions based on the provided context
+2. Generating reports using the available data
+3. Automating tasks such as email composition
+
+When responding to user queries, utilize the tools and information at your disposal while maintaining awareness of the collection's context. Adapt your responses to align with the user's specific needs and the nature of their request, whether it's a simple question, a complex analysis, or a task requiring the use of the collection's data.
+PROMPT;
+                $setting->updateQueitly([
+                    'main_collection_prompt' => $prompt,
+                ]);
+            }
+        }
+    }
+}

resources/js/Pages/Settings/Partials/ClaudeSecrets.vue

@@ -26,7 +26,7 @@ const updateSecrets = () => {
     form.put(route('settings.update.claude', {
         setting: props.setting.id,
     }), {
-        errorBag: 'updateProfileInformation',
+        errorBag: 'updateClaude',
         preserveScroll: true,
     });
 };

resources/js/Pages/Settings/Partials/GroqSecrets.vue

@@ -26,7 +26,7 @@ const updateSecrets = () => {
     form.put(route('settings.update.groq', {
         setting: props.setting.id,
     }), {
-        errorBag: 'updateProfileInformation',
+        errorBag: 'updateGroq',
         preserveScroll: true,
     });
 };