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Н Новости

AI-агент для склада в Джеймикс. Часть 1

Основы и tool-вызовы

Это первая из двух статей про построение AI-агента внутри Джеймикс-приложения. Джеймикс (или Jmix, ex. CUBA) - высокоуровневый фреймворк для разработки корпоративных приложений на Java, автор не будет слишком сильно в него погружаться, в наше время любой запрос к AI даст Вам всю нужную информацию. В этой части мы соберем минимальный, но рабочий пример: пользователь задает вопрос на естественном языке, агент решает, какие операции вызвать на бэкенде, дергает их и возвращает осмысленный ответ. В качестве предметной области возьмем склад - сценарий, узнаваемый для большинства бизнес-приложений и достаточно широкий, чтобы во второй части обсудить уже не только чтение, но и запись данных, безопасность, fetch plans и метаданные.

Зачем это вообще нужно? Данные корпоративного приложения живут за списками и формами с фильтрами. Это отлично работает, когда пользователь знает, по каким полям фильтровать - и плохо для размытых, многокритериальных вопросов вроде "где у нас заканчивается кофе тёмной обжарки по северным складам?". Когда иначе пришлось бы открыть несколько экранов и руками свести результаты, AI-агент даёт возможность просто спросить - и собирает ответ из бэкенд-операций, которые у вас уже есть.

Почему строить это внутри Джеймикс-приложения, а не отдельным сервисом? В случае Джеймикса агент едет на том же доступе к данным и той же безопасности, что уже есть во фреймворке, его tools идут через DataManager, поэтому он видит ровно то, что разрешено текущему пользователю - никакого параллельного пути к данным, никакого обхода прав. Именно это свойство делает агента приемлемым в enterprise-контексте, и это поведение - сквозная нить обеих частей.

Эта статья - для разработчиков, которым комфортно с Java и Spring, и для тех, кто хочет добавить к реальному приложению слой общения на естественном языке. Мы не спорим, нужен ли агент вообще - в конце второй части будет честный раздел "когда не нужен" - и не делаем обзор ландшафта агентных фреймворков. Здесь мы сразу берёмся за дело.

Статья написана по мотивам Spring AI tutorial: Building AI agents with Spring AI из InfoWorld. Там же показан вариант на чистом Spring без Джеймикс - будет полезно сравнить.

Полный исходник демо лежит здесь: https://github.com/jmix-edu/ai-warehouse - можно клонировать и сразу запустить.

Что такое agent loop и почему это не чат-бот

Чат-бот - это функция: текст на вход, текст на выход. Все, что он знает - содержится в промпте (prompt) и в весах модели. Если задача требует доступа к данным приложения или к внешним системам - простой чат-бот ее не решит.

AI-агент устроен принципиально иначе. Это цикл, в котором модель не просто отвечает, а выбирает действие из заранее объявленного набора. Каждое действие - это обычный Java-метод, помеченный аннотацией @Tool из Spring AI. Модель возвращает вызов инструмента (tool) с аргументами, фреймворк этот вызов выполняет, результат складывается обратно в контекст, и цикл повторяется до тех пор, пока модель не сочтет, что у нее достаточно данных для финального ответа.

В псевдокоде это выглядит примерно так:

loop: 
    response = model.call(messages + system_prompt + tools_spec) 
    if response is final_answer: 
        return response.text 
    for tool_call in response.tool_calls: 
        result = invoke(tool_call.name, tool_call.arguments) 
        messages += tool_result(result) 
    if iterations > MAX: 
        return "could not finish"

Этот цикл можно реализовать руками - и полезно один раз увидеть как именно, чтобы потом понимать, что Spring AI скрывает за ChatClient.call(…). Давайте глянем на настоящий код.

Цикл руками: что именно делает фреймворк

Если посмотреть на agent loop без Spring AI, в нём всего четыре сущности:

Messages - история разговора. Их обычно три типа: SystemMessage (роль и инструкции), UserMessage (запросы пользователя), AssistantMessage (ответы модели; могут содержать tool-вызовы вместо текста). Плюс ToolMessage - результат tool, который мы кладём обратно в историю, чтобы модель его видела на следующей итерации.
Tools spec - JSON-схема всех доступных tools (имена, описания, типы параметров), который уходит модели в каждом запросе.
Decision - то, что мы получаем от модели: либо финальный ответ, либо вызов tool с аргументами.
Loop с лимитом итераций - чтобы не зациклиться, если модель не может найти ответа.

Грубо в коде:

record AgentDecision(String action,        // "tool" или "done" 
                     String toolName, 
                     Map<String, Object> arguments, 
                     String finalAnswer) {} 
 
public String run(String userQuestion) { 
    List<Message> messages = new ArrayList<>(); 
    messages.add(new SystemMessage(SYSTEM_PROMPT)); 
    messages.add(new UserMessage(userQuestion)); 
 
    for (int i = 0; i < MAX_ITERATIONS; i++) { 
        // 1. ask the model with current history and tools spec 
        ChatResponse response = chatModel.call(new Prompt(messages, withTools(toolsSpec))); 
        AssistantMessage assistantMsg = response.getResult().getOutput(); 
        messages.add(assistantMsg); 
 
        AgentDecision decision = parseDecision(assistantMsg.getText()); 
 
        // 2. Готов ответ? 
        if ("done".equals(decision.action())) { 
            return decision.finalAnswer(); 
        } 
 
        // 3. Иначе - отдать выбранному моделью инструменту 
        Object result = invokeTool(decision.toolName(), decision.arguments()); 
        messages.add(new ToolMessage(result.toString(), decision.toolName())); 
    } 
    return "Could not finish within " + MAX_ITERATIONS + " iterations."; 
}

Этот код мы дальше использовать не будем - Spring AI делает всё это сам. Но три детали из него стоит запомнить, потому что они проявляются в самых неочевидных багах:

Контекст растёт. В messages копится вся история, включая результаты всех tools. Длинный диалог быстро упирается в лимит контекста модели.
MAX_ITERATIONS обязателен. Иначе при ошибке или недостаточности инструмента модель может бесконечно его повторно вызывать. У Spring AI лимит зашит в default-настройках, но осознавать его нужно.
Парсинг decision хрупкий. Если модель не понимает и не выполняет tool-вызов в нужном формате (а слабые модели любят напечатать JSON как обычный текст вместо реального вызова), вся схема перестаёт работать. К этому ещё вернёмся в разделе "Где это может сломаться".

Полная реализация ручного варианта - в оригинальной статье Spring AI на InfoWorld. Дальше у нас - то же самое, но через ChatClient.

Что мы строим

Бизнес-сценарий: складская система. Пользователь, не открывая привычные экраны со списками и фильтрами, спрашивает в свободной форме:

"Do we have any dark-roast coffee available in Hamburg?"
"Which warehouses are running low on Espresso blend? Less than five units."
"Show me products in the accessories category that are out of stock everywhere."

Про английский

Примечание: вопросы модели в примерах будут задаваться на английском языке, так как это почти всегда гарантирует более высокий результат ответа - модели около 7B параметров не очень хороши в переводах и могут путаться.

Агент должен:

Понять запрос.
Выбрать подходящий tool (поиск товара по описанию, получение остатков, перечисление складов).
Возможно, вызвать несколько tools последовательно.
Сформулировать ответ для пользователя.

UI - обычный Джеймикс View с полем ввода, кнопкой отправки и полем для вывода результата. Никакого REST-контроллера: агент дергается прямо из Java контроллера View.

В первой части мы ограничимся read-only операциями. Запись данных, резервирование остатков, создание заявок на пополнение - это вторая часть, потому что там всплывает целый отдельный набор тем (безопасность, транзакции, аудит), которые в read-only сценарии звучат не так громко.

Подготовка пректа

Предполагается, что у вас уже есть Джеймикс-проект. Если нет - быстрее всего создать его в Джеймикс Studio через File → New → Project → Jmix Project; базовая инфраструктура проекта нас тут почти не интересует. Нам просто нужно Full-stack Джеймикс приложение. Стартовый туториал по созданию пустого проекта есть в официальной документации.

Spring AI подключается как обычный Spring Boot starter. В build.gradle:

ext { 
    set('springAiVersion', "1.0.0") 
} 
 
dependencies { 
    implementation 'org.springframework.ai:spring-ai-starter-model-ollama' 
    // ... остальные jmix-зависимости 
} 
 
dependencyManagement { 
    imports { 
        mavenBom "org.springframework.ai:spring-ai-bom:${springAiVersion}" 
    } 
}

Здесь стартер ollama, а не openai - это сознательный выбор. Для базовых задач поиска и выборки локальной модели через Ollama зачастую хватает, и могут быть не нужны внешние ключи и токены. Если позже вы захотите переключиться на OpenAI, Anthropic или другой провайдер - меняется starter и блок spring.ai.* в конфигурации, остальной код не меняется. Это, собственно, и есть главный смысл Spring AI как абстракции.

Конкретную модель выбирать нужно очень критично: не всякая модель умеет в native tool calling, и слабые модели об этом стесняются предупредить. К моменту, когда выяснится, что что-то не так, вы уже думаете, что у вас баг в коде. Подробнее об этом - в разделе "Где это может сломаться". Здесь возьмём qwen3:8b - достаточно стабильно поддерживает tools в Ollama, помещается в 5 ГБ, на CPU работает приемлемо для демо. При выборе другой модели ориентируйтесь на тег tools на странице модели в Ollama registry - это явный маркер поддержки native tool calling, хотя и не стопроцентный.

Конфигурация модели в application.properties:

spring.ai.ollama.base-url=http://localhost:11434 
spring.ai.ollama.chat.options.model=qwen3:8b 
spring.ai.ollama.chat.options.think=false 
spring.ai.ollama.chat.options.temperature=0.2

Низкая температура здесь не случайна. Для агентного сценария нам нужно, чтобы модель выбирала tool стабильно, а не "креативила". Креативность пригодится в задачах генерации текста, не в задачах диспетчеризации вызовов.

Запускаем Ollama локально:

ollama pull qwen3:8b 
ollama serve

Доменная модель

Минимальный набор сущностей:

Product - артикул, название, описание, категория.
Warehouse - название и локация.
StockItem - связка "товар на складе" с полем количества и резерва.

Этого достаточно для read-tools первой части. Во второй части мы добавим ReplenishmentRequest, но об этом - там.

Product

@JmixEntity 
@Table(name = "PRODUCT") 
@Entity 
public class Product { 
 
    @JmixGeneratedValue 
    @Column(name = "ID", nullable = false) 
    @Id 
    private UUID id; 
 
    @InstanceName 
    @Column(name = "NAME", nullable = false) 
    @NotNull 
    private String name; 
 
    @Column(name = "DESCRIPTION", length = 1024) 
    private String description; 
 
    @Column(name = "CATEGORY") 
    private String category; 
 
    // getters/setters 
}

Обратите внимание на @InstanceName: когда tool возвращает сущность как результат, Джеймикс автоматически использует аннотацию для построения текстового представления. Это упрощает сериализацию в JSON, который пойдет обратно в модель.

Warehouse:

@JmixEntity 
@Table(name = "WAREHOUSE") 
@Entity 
public class Warehouse { 
 
    @JmixGeneratedValue 
    @Column(name = "ID", nullable = false) 
    @Id 
    private UUID id; 
 
    @InstanceName 
    @Column(name = "NAME", nullable = false) 
    @NotNull 
    private String name; 
 
    @Column(name = "CITY") 
    private String city; 
}

StockItem:

@JmixEntity 
@Table(name = "STOCK_ITEM") 
@Entity 
public class StockItem { 
 
    @JmixGeneratedValue 
    @Column(name = "ID", nullable = false) 
    @Id 
    private UUID id; 
 
    @JoinColumn(name = "PRODUCT_ID", nullable = false) 
    @ManyToOne(fetch = FetchType.LAZY, optional = false) 
    @NotNull 
    private Product product; 
 
    @JoinColumn(name = "WAREHOUSE_ID", nullable = false) 
    @ManyToOne(fetch = FetchType.LAZY, optional = false) 
    @NotNull 
    private Warehouse warehouse; 
 
    @Column(name = "QUANTITY", nullable = false) 
    @NotNull 
    private Integer quantity; 
 
    @Column(name = "RESERVED", nullable = false) 
    @NotNull 
    private Integer reserved = 0; 
}

Liquibase-changelog генерируется Studio автоматически после создания сущностей на старте приложения, останавливаться на этом не будем. По работе с миграциями в Джеймикс - раздел документации.

Tools: операции, которые увидит модель

Tool в Spring AI - это обычный Spring-bean метод с аннотацией @Tool. Имя tool, его описание и описания параметров идут в system prompt автоматически, поэтому формулировки в description важны: именно по ним модель решает, какой инструмент вызвать из доступных.

Соберем сервис WarehouseAgentTools. Несколько ключевых решений в этом коде стоит обсудить отдельно, поэтому сначала покажем код целиком, потом разберем.

@Component 
public class WarehouseAgentTools { 
 
    private final DataManager dataManager; 
 
    public WarehouseAgentTools(DataManager dataManager) { 
        this.dataManager = dataManager; 
    } 
 
    @Tool(description = 
            "Find products by a keyword that may appear in the product name or description. " + 
            "Returns up to 20 matches. Use this first when the user asks for a product by description.") 
    public List<Product> findProducts( 
            @ToolParam(description = "search keyword, lower case") String keyword) { 
 
        return dataManager.load(Product.class) 
                .query("select p from Product p " + 
                       "where lower(p.name) like :kw or lower(p.description) like :kw") 
                .parameter("kw", "%" + keyword.toLowerCase() + "%") 
                .maxResults(20) 
                .fetchPlan(fp -> fp.addAll("name", "description", "category")) 
                .list(); 
    } 
 
    @Tool(description = 
            "List available warehouses with their city. " + 
            "Use this to map a city name from the user request to a warehouse id.") 
    public List<Warehouse> listWarehouses() { 
        return dataManager.load(Warehouse.class) 
                .all() 
                .fetchPlan(fp -> fp.addAll("name", "city")) 
                .list(); 
    } 
 
    @Tool(description = 
            "Get current stock of a specific product across all warehouses. " + 
            "Returns quantity, reserved and available amount per warehouse, where available = quantity - reserved.") 
    public List<StockItem> getStock( 
            @ToolParam(description = "product id (UUID)") String productId) { 
 
        UUID id = UUID.fromString(productId); 
        return dataManager.load(StockItem.class) 
                .query("select s from StockItem s " + 
                       "where s.product.id = :pid") 
                .parameter("pid", id) 
                .fetchPlan(fp -> fp 
                        .addAll("quantity", "reserved") 
                        .add("product", pFp -> pFp.addAll("name")) 
                        .add("warehouse", wFp -> wFp.addAll("name"))) 
                .list(); 
    } 
 
    @Tool(description = 
            "Find products that have zero available stock (available = quantity - reserved) " + 
            "across all warehouses, filtered by category. " + 
            "Use when the user asks about out-of-stock items.") 
    public List<Product> findOutOfStockByCategory( 
            @ToolParam(description = "product category") String category) { 
 
        return dataManager.load(Product.class) 
                .query("select p from Product p " + 
                       "where p.category = :cat " + 
                       "and not exists (select s from StockItem s " + 
                       "                where s.product = p and (s.quantity - s.reserved) > 0)") 
                .parameter("cat", category) 
                .fetchPlan(fp -> fp.addAll("name", "description", "category")) 
                .list(); 
    } 
}

Три решения, которые требуют пояснения.

Почему DataManager, а не репозиторий

В оригинальной статье Spring AI используется обычный JpaRepository. В Джеймикс это анти-паттерн: JpaRepository идет напрямую в EntityManager и проходит мимо security, soft delete и аудита. В контексте AI-агента это становится особенно опасно: модель может построить запрос, который пользователю напрямую был бы недоступен в UI, и tool его молча выполнит.

DataManager (или JmixDataRepository, если вам ближе репозиторный стиль) проходит через стандартный слой безопасности Джеймикс. Права на операции с сущностями (CRUD) и row-level constraints применяются здесь так же, как в UI: запрос, недоступный пользователю в интерфейсе, не выполнится молча и из tool.

Одна важная оговорка, о которой легко забыть. Автоматически на уровне data store применяются entity- и row-level права; а вот read-доступ на отдельные атрибуты DataManager не проверяет - это концепт исключительно UI-слоя. Если на атрибут (скажем, description) навешен запрет чтения ролью, но вы положили его в fetch plan, он всё равно загрузится - и уйдёт в модель. То есть fetch plan ограничивает выборку по вашему решению, но не заменяет атрибутивную проверку прав. Когда tool отдаёт сущности в LLM, атрибутивные права надо проверять явно; как именно - разберём во второй части, в разделе про безопасность.

Запомните этот тезис: tools должны идти через DataManager, а не в обход. Все, что в обход - либо специально и сознательно (мы вернемся к этому во второй части, когда обсудим SystemAuthenticator), либо ошибка и дыра в безопасности.

Сущности или DTO из tool-методов

В оригинальной статье tool-методы возвращали DTO-обёртки (ProductDto, StockDto и т.п.). Это распространённый подход, и он решает реальные проблемы:

JSON-сериализация сущности может потянуть незагруженные ленивые связи и вызвать LazyInitializationException в момент, когда Spring AI сериализует результат для модели.
Сущность содержит технические поля (version, deletedDate), которые засоряют контекст модели лишними токенами.

DTO явно фиксирует, что именно увидит модель.

В Джеймикс те же цели достигаются через fetch plan прямо на загрузке - и именно так сделано в нашем демо:

dataManager.load(Product.class) 
        .query("...") 
        .fetchPlan(fp -> fp.addAll("name", "description", "category")) 
        .list();

Fetch plan гарантирует, что загружены ровно нужные поля; незагруженные связи не будут инициализированы при сериализации. Технические поля (version, deletedDate) не включены в план - и не попадут в контекст модели.

DTO - корректный вариант для проекций, у которых нет прямого соответствия сущности. Для остальных случаев fetch plan - Джеймикс-идиоматичный способ, исключающий лишний слой данных.

Формулировки в description

Сам факт того, что tool description - это часть system prompt, который модель читает каждый раз, разработчиками часто недооценивается. Несколько практических наблюдений:

Пишите description на английском, даже если конечные пользователи говорят по-русски. Модели стабильнее работают с английскими инструкциями, особенно небольшие локальные модели.
В description указывайте когда использовать tool, а не только что он делает. Сравните "Search products by keyword" и "Use this first when the user asks for a product by description". Второй вариант агенту понятнее, результат более предсказуем.
Если у вас два или больше tool с близкими описаниями - модель будет путаться. Лучше один tool с понятным контрактом, чем два пересекающихся.

Сборка ChatClient

ChatClient - это фасад Spring AI поверх конкретной модели. Регистрация tools и system prompt делается через builder.

@Configuration 
public class AgentConfig { 
 
    @Bean 
    public ChatClient warehouseAgentClient( 
            ChatClient.Builder builder, 
            WarehouseAgentTools tools) { 
 
        return builder 
                .defaultSystem(""" 
                        You are a warehouse assistant. 
                        You help the user find products and check stock levels. 
                        Tools available to you operate on the warehouse database. 
 
                        Important rules: 
                        - When the user mentions a city, first call listWarehouses to get warehouse ids. 
                        - When the user describes a product, first call findProducts to get product ids. 
                        - Only after you have ids, call getStock or other detail tools. 
                        - If you cannot find a match, say so plainly. Do not invent data. 
 
                        Search strategy for findProducts: 
                        - Use SHORT keywords. Single word is best. Never pass compound phrases 
                          with hyphens (e.g. "dark-roast coffee" is bad; "dark roast" is good). 
                        - If findProducts returns 0 results, retry with a simpler or alternative 
                          keyword before concluding the product is unavailable. 
                        """) 
                .defaultTools(tools) 
                .build(); 
    } 
}

Несколько моментов:

defaultTools(tools) - принимает любой Spring-bean. Spring AI сам пройдется по нему рефлексией и зарегистрирует все методы с аннотацией @Tool.
System prompt - намеренно директивный. Фразы "First call X, then Y" не лишние: они существенно повышают стабильность поведения, особенно у небольших моделей.
Отдельный блок про search strategy - результат живой попытки. На первом запуске модель собрала в запрос "dark-roast coffee" (с дефисом, составной), не нашла в БД ничего и сдалась. После явной инструкции "пробуй короткие ключи, пробуй снова при пустом результате" - стала вести себя предсказуемо. Подробнее - в разделе "Где это может сломаться".

UI: Джеймикс View

Создадим View warehouse-agent-view через Studio.

Дескриптор:

<view xmlns="http://jmix.io/schema/flowui/view" 
      title="msg://warehouseAgentView.title"> 
 
    <layout> 
        <vbox padding="true" width="100%" height="100%"> 
            <textArea id="questionField" 
                      width="100%" 
                      minHeight="3em" 
                      helperText="msg://warehouseAgentView.placeholder"/> 
 
            <button id="askButton" 
                    text="msg://warehouseAgentView.ask" 
                    icon="MAGIC" 
                    themeNames="primary"/> 
 
            <progressBar id="progressBar" 
                         visible="false" 
                         indeterminate="true" 
                         width="100%"/> 
 
            <textArea id="answerField" 
                      width="100%" 
                      minHeight="20em" 
                      readOnly="true"/> 
        </vbox> 
    </layout> 
</view>

Контроллер:

@Route(value = "warehouse-agent", layout = MainView.class) 
@ViewController("warehouseAgentView") 
@ViewDescriptor("warehouse-agent-view.xml") 
public class WarehouseAgentView extends StandardView { 
 
    @Autowired 
    private ChatClient warehouseAgentClient; 
 
    @ViewComponent 
    private TextArea questionField; 
    @ViewComponent 
    private TextArea answerField; 
    @ViewComponent 
    private ProgressBar progressBar; 
    @ViewComponent 
    private JmixButton askButton; 
 
    @Subscribe(id = "askButton", subject = "clickListener") 
    public void onAskButtonClick(ClickEvent<JmixButton> event) { 
        String question = questionField.getValue(); 
        if (question == null || question.isBlank()) { 
            return; 
        } 
 
        progressBar.setVisible(true); 
        askButton.setEnabled(false); 
        answerField.setValue(""); 
 
        UI ui = UI.getCurrent(); 
        CompletableFuture.supplyAsync(() -> 
                warehouseAgentClient.prompt() 
                        .user(question) 
                        .call() 
                        .content() 
        ).whenComplete((answer, ex) -> ui.access(() -> { 
            progressBar.setVisible(false); 
            askButton.setEnabled(true); 
            if (ex != null) { 
                answerField.setValue("Error: " + ex.getMessage()); 
            } else { 
                answerField.setValue(answer); 
            } 
        })); 
    } 
}

Несколько практических моментов:

Вызов warehouseAgentClient.prompt().call() блокирующий и может занять заметное время - модель делает несколько раундов tool-вызовов. Поэтому мы уходим в CompletableFuture и возвращаемся в UI-поток через ui.access(…). Без этого вкладка зависнет на время ответа.
ProgressBar в режиме indeterminate - дешевый способ показать, что что-то происходит. Можно сделать стриминг (Spring AI это умеет), но это уже тема отдельной статьи.
Если вы не знакомы с программной моделью Джеймикс Views - вот раздел Views в документации Джеймикс.

Что мы увидим

На запрос "What dark roast coffee do we have in Hamburg?" реальный лог tool-вызовов выглядит так (формат warehouse=available/quantity, где available = quantity - reserved):

13:45:29  >>> listWarehouses() 
          <<< 3 warehouse(s): [Hamburg DC, Rotterdam DC, Antwerp DC] 
 
13:45:40  >>> findProducts(keyword="dark roast") 
          <<< 2 match(es): [Colombia Supremo 1kg, Espresso blend dark roast 1kg] 
 
13:46:02  >>> getStock(productId="...Colombia Supremo...") 
          <<< Hamburg DC=0/0, Rotterdam DC=24/30 
 
13:46:32  >>> getStock(productId="...Espresso blend...") 
          <<< Rotterdam DC=30/40, Hamburg DC=15/18

После этого модель собрала финальный ответ на английском:

We have Espresso blend dark roast 1kg in Hamburg DC: 15 units available out of 18 in stock. Colombia Supremo 1kg is currently out of stock at Hamburg DC (available in Rotterdam DC: 24 out of 30).

Заметьте: ничего из этого мы не программировали явно. Цикл "вызови tool - посмотри результат - реши, что делать дальше" реализован самим Spring AI на основе ответов модели.

Тайминги в этом вызове - 63 секунды от вопроса до финального ответа на CPU без GPU вообще, за четыре раунда к модели, каждый 10-30 секунд в зависимости от длины контекста. (Этот trace снят на qwen2.5:7b; qwen3:8b, рекомендованный выше, ведёт себя эквивалентно - узкое место в inference на CPU, а не в конкретной модели.) БД отвечает мгновенно (десятки ms на каждый tool). На сервере с GPU или через API эти 63 секунды стали бы 5-10. Это к вопросу о том, где использовать локальные модели, а где нет - и об этом отдельный пункт ниже.

Где это может сломаться

Несколько типичных проблем, с которыми вы столкнетесь, как только запустите этот пример на реальной базе. Первая из них - не из учебника, а из честного "поднял первый раз и получил вот это".

Модель печатает tool-вызов как текст вместо вызова

Первый запуск этого демо был на llama3.1:8b. На вопрос "есть у нас кофе на складах?" модель ответила:

Since the question is in Russian and does not specify a city or product description,
I will assume it's asking for a general availability of coffee products.

To answer this question, we need to call findProducts with a keyword "кофе" (coffee)
to find matching product IDs.

{"name": "findProducts", "parameters": {"keyword": "кофе"}}

Никакого tool не вызвалось. Сырой JSON ушёл в финальный ответ пользователю.

Что произошло: модель понимает концепцию tools, но не выполняет фактический вызов в нужном protocol-формате (tool_calls в metadata ответа). Spring AI получает обычный assistant-message без tool-calls-меты и считает, что это финальный текстовый ответ. Это не баг Spring AI и не ошибка в промпте. Это просто слабая модель: llama3.1:8b нестабильно работает с native tool calls в Ollama.

Лечится сменой модели. После переключения на модель с надёжным tool calling (qwen2.5:7b на тот момент; в демо сейчас qwen3:8b, но можно пробовать любые другие) тот же запрос на той же конфигурации начал отрабатывать корректно: модель вызвала findProducts, потом getStock для нескольких товаров, и собрала текстовый ответ. Никакого "лечения промптом" не потребовалось, да оно бы и не помогло в этой ситуации.

Урок: выбор модели важнее качества промпта. В демо легко показать ChatClient + tools и забыть, что модель - это отдельная переменная, которая может всё сломать без единой ошибки в коде. Для production - сразу закладывайте серверные модели (OpenAI, Anthropic, ха-ха) или проверенные локальные с явной поддержкой tool calling (qwen2.5, qwen3, llama3.x с правильными chat-template’ами). Общая рекомендация из опыта - вам нужно много VRAM: для по-настоящему крупных моделей это десятки, а скорее - сотни гигабайт.

Анекдот выше касается конкретно llama3.1:8b - более новые варианты (llama3.2, llama3.3) исправили поддержку tool calling для большинства конфигураций. Принцип остаётся тот же: проверяйте тег tools в Ollama registry перед выбором модели, а потом проверяйте модель.

Остальные типичные грабли

Модель путает названия tools. Лечится конкретикой в description и явным порядком вызовов в system prompt.
Модель возвращает выдуманные ID. Помогает валидация в самих tool-методах (UUID.fromString(productId) бросит исключение на мусоре, например) и явное указание в system prompt: "Only use ids returned by previous tool calls".
Большие выборки. Метод findProducts возвращает 20 товаров - это сознательный лимит. Если отдать модели 500 строк, она потеряется и/или съест весь контекст на первом запросе и "поплывёт".
Локальная модель тормозит на CPU. Модель на 7-8B на CPU - один ответ это секунды, иногда десятки секунд. Это не интерактивный опыт. Минимум для удобства - GPU с 16 GB VRAM, такие сейчас называют "дешёвыми видеокартами". Для прода - серверные модели через API или много железа у вас.
Модель отвечает не на том языке. Лечится явным указанием в промпте, как мы и сделали. Не панацея, иероглифы даже у облачных моделей - не редкость.

Промежуточный итог

К концу этой части у нас есть приложение, в котором пользователь задает свободные вопросы про склад и получает осмысленные ответы. Ни одного REST-эндпоинта, ни одного явного использования формы с фильтрами - только текстовый интерфейс и набор tool-методов, которые модель собирает в нужном порядке.

Это не значит, что классический CRUD не нужен. Список товаров с фильтрами и сортировкой быстрее, чем разговор с моделью, да и более предсказуем. Но в сценариях с многомерным поиском (несколько критериев, неточные формулировки) агентный интерфейс начинает выигрывать.

Во второй части:

Дадим агенту право менять данные: резервировать остатки, создавать заявки на пополнение.
Разберем, под каким пользователем выполняется tool, когда и как использовать SystemAuthenticator, и как аудировать действия, которые на самом деле инициировал агент.
Соберем metadata-aware промпт, чтобы модель знала вашу доменную модель без ручного перечисления.
Обсудим, как валидировать то, что возвращает LLM, прежде чем передавать это в DataManager.

И отдельно - короткий раздел "когда AI-агент не нужен", чтобы понять, как не забивать гвозди микроскопом.

Что почитать дальше

github.com/jmix-edu/ai-warehouse - полный исходник демо к этой статье.

Spring AI Reference - официальная документация Spring AI.
Building AI agents with Spring AI - оригинал, на котором построена эта статья, без Джеймикс-специфики.
Документация Джеймикс: DataManager - глубокое погружение в стандартный слой доступа к данным.
Документация Джеймикс: Security - как и какие политики безопасности применяются при работе с DataManager.

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12 июн. 2026 г.

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15.06.26 16:34 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.06.26 16:34 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.06.26 16:41 Louane Mercier

It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).
15.06.26 16:45 Andrés Montero

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
15.06.26 16:48 Olivia Sørensen

Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.
15.06.26 16:51 Viljar Yohannes

I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.
15.06.26 16:58 Guimar da Rosa

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.
15.06.26 17:03 Andrea Escalante

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t
16.06.26 11:40 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.06.26 11:43 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.06.26 13:37 Felix Steve

MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.
16.06.26 13:45 Wills ben

SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.
18.06.26 13:31 Noemi Bernard

I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146
18.06.26 13:35 Carter Morris

My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.
18.06.26 13:40 Kuybida Andriyiv

I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.06.26 11:09 Maurizio Rolland

I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146
21.06.26 11:13 Buse Fahri

It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]
21.06.26 11:16 علیرضا گلشن

The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 14:16 Universina da Mota

Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 14:21 Elizabeth Thompson

If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 15:33 Júlia Castro

If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.06.26 21:13 Emilie Safi

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
26.06.26 15:05 Riley Stephens

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
26.06.26 15:09 Antonio Riley

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

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28.06.26 00:37 kimberlyhebertt673

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
29.06.26 11:57 Lisadonato0726

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29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

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30.06.26 15:08 wendytaylor015

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02.07.26 01:22 Lieneke Bonnema

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02.07.26 01:26 Clara Morin

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04.07.26 15:32 Fraddy Pual

There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.07.26 18:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.07.26 19:06 Toivo Walli

I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46
09.07.26 19:10 Misty Alexander

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09.07.26 19:13 Clara Soto

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12.07.26 03:30 Kora Baltacha

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12.07.26 03:33 Pahal Mathew

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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15.07.26 11:58 Lily Gagné

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

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19.07.26 19:53 kimberlyhebertt6877

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19.07.26 19:54 kimberlyhebertt6877

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