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Алиса, подвинься

Статья обзорная, для динозавров, которые только сейчас очнулись из беспросветного сна неведения. Таким динозавром собственно являюсь я сам. Все термины, описание, мыслеформы и прочее, никак не претендуют на точность и истину в последней инстанции. На вопросы "а почему не использовали инструмент Х" отвечу: так получилось. Статья была написана в свободное от работы время, практически урывками.
Приятного чтения.

Вокруг столько движухи вокруг ИИ: бесплатный DeepSeek R1 обвалил акции ИТ гигинтов США! Tulu 3 превзошла DeepSeek V3! Qwen 2.5-VL от Alibaba обошел DeepSeek! Ну и т.д. и т.п.

А что это за ИИ такой? Программисты с помощью его пишут код, копирайтеры пишут текст, дизайнеры рисую дизайны (тот же Ионов от студии Артемия Лебедева), контент-мейкеры генерируют рисунки и видео.

А что остаётся нам, обычным людям? Алиса, Маруся, Салют, Сири, Кортана, Алекса, Bixby, и прочее.

Это конечно хорошо, но все эти замечательные ИИ ассистенты нам полностью не принадлежат. Мы не можем их полностью контролировать. Вся наша жизнь благодаря этим онлайн ассистентам — как открытая книга для корпораций, которые не прочь на нас заработать.

А что если ...мы попробуем сделать своего собственного ИИ ассистента?

Что мы хотим?

Алиса и прочие ИИ ассистенты — слушают команды с микрофона и выполняют определенные действия. Было бы неплохо иметь свой собственный аналог заточенный на свои собственные потребности, который не будет самостоятельно лезть в интернет, и сливать личную информацию. Давайте назовем своего ИИ ассистента не банально «Джарвис». И команды он будет выполнять только если первое слово в предложении - «Джарвис».

К примеру, как может выглядеть управление своим загородным домом

  • время, дата (выдает текущее время и дату)

  • какие сегодня новости? (выдает заголовки топ 5 новостей)

  • какая погода в москве и питере? (выдает погоду)

  • проверь почту (выдает заголовки непрочитанных писем эл.почты)

  • закажи суши (вызов API магазина суши если таковой имеется)

  • отправь СМС брату: «сегодня не приеду, весь день занят» (вызов API отправки СМС)

  • курс доллара (выводит стоимость 1 доллара в рублях по курсу ЦБ)

  • включи музыку бетховен симфония номер пять (запуск плеера)

  • будильник на завтра в 17:15 (добавление будильника)

  • отмени все дела сегодня (отмена всех будильников)

  • включи робот-пылесос (команда «умному дому»)

  • включи телевизор в кухне (команда «умному дому»)

  • закрой шторы в гостиной (команда «умному дому»)

  • выключи свет в коридоре, в прихожей и в ванной (команда «умному дому»)

  • поставь дом на охрану (команда «умному дому»)

Таким образом, ассистент должен знать какую-то контекстную личную информацию чтобы мог выполнить определенные команды: какие есть комнаты, что есть контакт с определенным номером телефона, адрес дома в который необходимо заказать суши, и т.д.

Ассистент в нашем случае — по сути это компьютер с микрофоном и колонками, включенный в локальную сеть, имеющий доступ к интернету, локально запускающий ИИ, который понимает и выполняет наши устные команды. Желательно чтобы всё это работало на недорогом ПК, без крутой видеокарты.

С чего начать?

Начнем с распознавания голоса. Т.к. я уже знаком с замечательным инструментом для распознавания голоса https://alphacephei.com/vosk/index.ru, проект: https://github.com/alphacep/vosk-api – то его и будем использовать.

Для начала установим пакет Vosk в NuGet. Затем скачаем и разархивируем модель vosk-model-small-ru-0.22 (всего 45Мб) из https://alphacephei.com/vosk/models.

Для работы с микрофоном установим пакет NAudio. А для озвучивания ответов Джарвиса будем использовать TTS (Text-to-Speech). По умолчанию в системе может не быть русского мужского голоса, поэтому можно установить подходящий с сайта https://rhvoice.su/voices. В настройках приложения снимаем галку «Предпочтительная 32-разрядная версия».

Cобственно код
using NAudio.Wave;
using Newtonsoft.Json;
using System;
using System.Linq;
using System.Speech.Synthesis;
using Vosk;

namespace ConsoleJarvis
{
    internal class Program
    {
        private class RecognizeWord
        {
            public double conf { get; set; }
            public double end { get; set; }
            public double start { get; set; }
            public string word { get; set; }
        }
        private class RecognizeResult
        {
            public RecognizeWord[] result { get; set; }
            public string text { get; set; }
        }

        static void Main(string[] args)
        {
            //модель
            Model model = new Model("vosk-model-small-ru-0.22");

            //настраиваем "распознаватель"
            var recognizer = new VoskRecognizer(model, 16000.0f);
            recognizer.SetMaxAlternatives(0);
            recognizer.SetWords(true);

            //настраиваем и «включаем» микрофон
            var waveIn = new WaveInEvent();
            waveIn.DeviceNumber = 0; //первый микрофон по умолчанию
            waveIn.WaveFormat = new WaveFormat(16000, 1); //для лучшего распознавания
            waveIn.DataAvailable += WaveIn_DataAvailable;
            waveIn.StartRecording();

            //получаем данные от микрофона
            void WaveIn_DataAvailable(object sender, WaveInEventArgs e)
            {
                //распознаем
                if (recognizer.AcceptWaveform(e.Buffer, e.BytesRecorded))
                {
                    //получаем распознанный текст в json
                    string txt = recognizer.FinalResult();

                    //преобразуем
                    RecognizeResult values = JsonConvert.DeserializeObject<RecognizeResult>(txt);

                    //парсим команды
                    parseCommands(values);
                }
            }

            Console.WriteLine();
            Console.WriteLine("Скажите одну из команд:");
            Console.WriteLine("Джарвис, список команд!");
            Console.WriteLine("Джарвис, дата");
            Console.WriteLine("Джарвис, время");
            Console.WriteLine("Джарвис, запусти блокнот");
            Console.WriteLine("Джарвис, выход");
            Console.WriteLine("Напишите 'exit' и нажмите Enter что-бы выйти");
            Console.WriteLine();
            var input = Console.ReadLine();
            while (input != "exit")
            {
            }
        }

        //генерируем ответ
        static void PlayTTS(string text)
        {
            var synthesizer = new SpeechSynthesizer();
            synthesizer.SetOutputToDefaultAudioDevice(); //аудио-выход по умолчанию
            //synthesizer.SelectVoice(voiceName); //выбор голоса

            var builder = new PromptBuilder();
            builder.StartVoice(synthesizer.Voice);
            builder.AppendText(text);
            builder.EndVoice();

            //генерируем звук
            synthesizer.Speak(text);
        }

        static void parseCommands(RecognizeResult words)
        {
            if (words.text.Length == 0) return;

            Console.WriteLine("Распознано: " + words.text + Environment.NewLine);

            //если в предложении первое слово джарвис - слушаем команду
            if (words.result.First().word.Contains("джарвис"))
            {
                var text = words.result.Select(obj => obj.word).ToList();

                var print = string.Join(" ", text);
                var command = string.Join(" ", text.Skip(1)); //Skip(1) - пропускаем первое слово "джарвис"

                //логируем команду
                Console.WriteLine(print);

                var executerComment = "";

                if (command.Trim().Length == 0)
                {
                    Console.WriteLine("Джарвис: что?");
                    PlayTTS("что?");
                }
                else if (!Executer.Parse(command, ref executerComment)) //выполняем команды
                {
                    Console.WriteLine("Джарвис: Команда не распознана");
                    PlayTTS("Команда не распознана");
                }
                else
                {
                    Console.WriteLine("Джарвис: "+executerComment);
                    PlayTTS(executerComment);
                }
                Console.WriteLine("");
            }
        }
    }
}

Доступные команды, файл Executer.cs:

using System;
using System.Collections.Generic;
using System.Globalization;

namespace ConsoleJarvis
{
    public static class Executer
    {
        public delegate void Func(string text, ref string comment);

        private class Command
        {
            public string word { get; set; }
            public Func action { get; set; }
            public Command(string word, Func action)
            {
                this.word = word;
                this.action = action;
            }

        }

        private static readonly List<Command> commands = new List<Command>();

        static Executer()
        {
            //Добавляем все доступные команды

            commands.Add(new Command("список команд", (string text, ref string comment) =>
            {
                foreach (var c in commands) {
                    comment = comment + Environment.NewLine + c.word + '.';
                }
            }));

            commands.Add(new Command("дата", (string text, ref string comment) =>
            {
                comment = DateTime.Now.ToString("dddd dd MMMM yyyy", CultureInfo.CurrentCulture);
            }));

            commands.Add(new Command("время", (string text, ref string comment) =>
            {
                comment = DateTime.Now.ToString("H mm", CultureInfo.CurrentCulture);
            }));

            commands.Add(new Command("запусти", (string text, ref string comment) =>
            {
                foreach (var c in text.Split(' '))
                {
                    switch (c)
                    {
                        case "калькулятор":
                            System.Diagnostics.Process.Start(@"calc.exe");
                            return;
                        case "блокнот":
                            System.Diagnostics.Process.Start(@"notepad.exe");
                            return;
                    } 
                }
                comment = "я не умею запускать ничего кроме калькулятора и блокнота";
            }));

            commands.Add(new Command("выход", (string text, ref string comment) =>
            {
                Environment.Exit(0);
            }));

        }

        public static bool Parse(string text, ref string comment)
        {
            foreach (var command in commands)
            {
                if (text.Contains(command.word))
                {
                    command.action(text, ref comment);
                    return true;
                }
            }
            return false;
        }
    }
}

Пример распознанного текста:

{
  "result" : [{
      "conf" : 1.000000,
      "end" : 1.110000,
      "start" : 0.630000,
      "word" : "джарвис"
    }, {
      "conf" : 1.000000,
      "end" : 1.410000,
      "start" : 1.110000,
      "word" : "курс"
    }, {
      "conf" : 1.000000,
      "end" : 1.860000,
      "start" : 1.410000,
      "word" : "доллара"
    }],
  "text" : "джарвис курс доллара"
}

Вот так с помощью нехитрых приспособлений буханка белого хлеба превратилась в троллейбус мы получили «Голосовой ассистент Ирина» https://habr.com/ru/articles/595855/.

Пробуем LLM

Первым делом для запуска LLM моделей локально, гугл советует установить LM Studio. После установки выяснилось что для запуска модели необходима поддержка процессором инструкции AVX2. К сожалению такой инструкции на Intel(R) Core(TM) i7-3770K нет.

Следующее что попробовал установить: GPT4ALL. Программа позволяет загрузить модели из своего списка «оптимизированные для GPT4ALL», а так же с некоего HuggingFace.

Что такое HuggingFace? Оказывается это целая платформа с большой библиотекой нейросетевых моделей. Выбрал в поиске самую малую модель Jarvis-0.5B.f16.gguf размером примерно 948Мб.

Пишу «привет». Зашумел процессорный кулер, и через секунду оно ответило.

Вот оно что! Вот зачем нужен апгрейд ПК! Не банальная причина поиграть в игры! А ради вот этого самого!

Отличный вариант попробовать модели — koboldcpp.

Но погодите, прежде чем рваться в код, надо немного теории.

LLM, БЯМ, Нейронка, Чат-гпт. Краткий понятийный курс

Что-бы прикоснуться к прекрасному миру LLM, окунемся немного в теорию. Что такое нейронка, с чем ее едят. Пояснения для тех кто особо никогда этим не интересовался, но хочет понять. Дальнейшие рассуждения — мои личные наблюдения, так сказать простым понятным языком. Просьба не судить строго за стиль письма.

Фактически нейронка — это массив чисел загруженный в оперативную память, которому подают на вход какую-либо информацию (текст, фото, звук), и эта информация, проходя через массив, выдает определенный результат.

Сам процесс обработки информации нейронкой называется «инференс» (inference).

Как нейронка понимает какую информацию мы ей передаем, и какими единицами она «мыслит»? Понятно что раз нейронка — это массив чисел, то и подавать на вход ей надо числа. Текст который вы пишете нейронке, разбивается на «токены» - кусочки текста, которые в нейронке соотносятся к определенному числу. Поэтому когда вы пишете: «hello my frend», этот текст разбивается на три токена «hello» «my» «frend», причем каждый привязан к определенному числу. В итоге в нейронку передается три числа, как пример: 12234, 42112, 234345.

Т.е. у нейронки есть определенный словарь токенов: связь токена и числа (вектор).

Размер нейронки — не бесконечный, мы не можем передать ей бесконечное количество информации за один раз. Мы можем передать ей на вход ограниченное количество токенов. Такое ограничение называется «Контекстным окном». Чем больше и круче нейронка — тем больше контекстное окно, т.е. больше токенов можно передать в нейронку.

Так сложилось, что первая LLM была сделана в США и «понимала» только английские слова. Когда нейронки стали обучать другим языкам, то пришлось увеличивать словарь токенов. В русском языке одно слово может сильно видоизменяться по падежам, и раздувать словарь токенов одним словом в разных падежах — это очень нерационально. Придумали лайфхак: разбивать слова на куски, из которых можно собрать любое слово. Поэтому текст «привет мой друг» преобразуется не на три токена, а на большее количество: «при» «вет» « » «мой» « » «др» «уг». В итоге в нейронку передается уже 7 токенов а не три.

Поэтому в определенное «контекстное окно» входит больше слов на английском языке, и меньше — на русском.

Инференсом можно управлять: дать волю нейронке или сдержать ее фантазию. Для этого существует параметр «Температура»: чем выше — тем больше нейронка фантазирует. Однако чем больше температура, тем больше вероятность что нейронка будет «галлюцинировать»: выводить совершенно бессвязный ответ.

Другой параметр «TopK» позволяет при генерации ответа сузить диапазон выдаваемых слов, отбросив самые нерелевантные варианты. Например генерируя фразу: «Солнце встает на…» нейронка может вставить последнее слово «картина». Но если мы укажем параметр TopK=3, то нейронка выберет один из топ 3 самых релевантных слов: «восток», «рассвет», «небо».

Еще один параметр «Frequency penalty» - штраф за частоту: модель получает «штраф» за каждое повторение токена в ответе, что увеличивает разнообразие ответа.

«Presence penalty» - штраф за присутствие: модель получает «штраф» за повторяющийся токен, и генерирует новый неповторяющийся токен в ответе.

Когда мы что-то пишем нейронке — наш текст называется «промпт» (prompt): запрос пользователя.

Мы так же можем управлять нейронкой подобрав правильный промт: попросить анализировать текст, сгенерировать новый, ответить в определенном стиле, выделить важное, суммировать информацию и т.д. В ход идут не только слова, но и знаки препинания (!), написание важных слов В ВЕРХНЕМ РЕГИСТРЕ, выделение звездочками, кавычками и т.д. Искусство промптинга называется «Промпт-инжиниринг».

Что-бы придать нейронке определенный стиль, придать направление общения, применяется «Системный промпт», например: «Ты — полезный помощник Олег. Отвечай кратко и по делу. Не задавай лишних вопросов». Системный промпт задается в начале диалога с пользователем.

Нейронка в своих ответах опирается на «контекст», который формируется как системным промптом, так и в процессе общения с пользователем. Кроме того нейронка так же ориентируется на историю общения. Поэтому очистив историю и контекст, общение с нейронкой начнется как с чистого листа.

Нейронка может работать не только с текстом, но и с изображением, видео, звуком. Такие нейронки называют «мультимодальными».

Размер нейронки можно характеризовать количеством «параметров»: т.е. количеством чисел (весов) из которых состоит массив нейронки. Аналог параметра в живой природе — сила связи между нейронами. Есть модели на 1, 10, 70, 180 миллиардов параметров.

Для того что-бы пользоваться нейронкой, необходимо иметь достаточно оперативной памяти что-бы нейронка могла туда загрузиться полностью. Кроме того, что-бы нейронка работала шустро — нужен достаточно мощный процессор, который должен поддерживать определенные процессорные инструкции (AVX, AVX2). Но если у вас есть мощная видеокарта с большим количеством памяти — вам повезло: инференс будет намного быстрее чем на центральном процессоре ПК.

Но не у всех есть видеокарта с 24-80 Гб. для запуска полноценных нейронок. Можно уменьшить размер нейронки почти не теряя в качестве. Такой процесс называется «квантизацией»: весь массив чисел (весов) из которых состоит нейронка преобразуют в массив чисел с меньшей точностью. Например в массиве были числа примерно такие: 0.123456789 а стали: 0.123. Почитать об этом можно здесь: https://habr.com/ru/articles/797443/

Обучение модели намного более трудоёмкий процесс чем инференс. Качество готовой модели сильно зависит от «датасета»: исходных данных для обучения с правильными вариантами ответа. Первая часть обучения называется «претрейн» (pretrain, предобучение) — самый трудозатратный процесс для железа на котором идет обучение. Модель обучают общими знаниями о мире. Такая «претрейн» модель практически бесполезна для общения.

Далее идет «файнтюн» (finetune, тонкая настройка): модель учится отвечать на датасетах с диалогами. Третья необязательная часть обучения «алаймент» (alignment, выравнивание): настройка модели на корректный и безопасный вывод (например, исключение неэтичных тем).

Готовая модель содержит знания только на тот момент когда ее обучали, и будет отвечать только в контексте прошедшего времени. Если ее спросить какой сейчас год — она ответит например 2022, если обучалась на данных того момента времени. Постоянно дообучать модель — накладно. Кроме того, модель знает только обобщенную информацию.

Поэтому разработчики чат-ботов используют следующие инструменты:

  • Function Calling – модели говорят что есть определенные функции например «вывод погоды» и т.д. И если пользователь спросит «какая погода в Москве», модель может выполнить эту функцию (заранее реализованную программистом), вернув пользователю ответ.

  • RAG (Retrieval Augmented Generation) — модель может обратиться к массиву данных (через Function Calling) любезно предоставленным программистом для вывода информации пользователю. Либо сам разработчик подкидывает найденную информацию по запросу в промпт или в историю чата. Для этого заранее сканируются документы, где текстовая информация индексируется весами модели (формируется массив векторов для поиска).

Поиск информации в интернете, включение лампочки и прочее — всё реализуется через Function Calling. Сама модель не умеет самостоятельно лезть в гугл или открывать вам шторы в комнате по команде.

А еще по причине того, что нейронка не может дообучаться и расти как живой организм, ни о каком захвате скайнета пока речи не идет.

Ок. Пока на этом всё. Идем дальше.

NPU

В современных процессорах есть блок NPU (Neural Processing Unit). По сути это небольшой "сопроцессор" заточенный на выполнение операций с матрицами. Задействовать его можно через библиотеку Intel® NPU Acceleration Library на пайтоне: https://github.com/intel/intel-npu-acceleration-library. Так же можно задействовать через OpenVINO, DirectML.

В перспективе, для запуска больших ИИ моделей можно обойтись этим блоком, напихав побольше ОЗУ в ПК, без траты на дорогие видеокарты с памятью от 24Гб.

Но у меня старый процессор. Поэтому оставим это на будущее.

Пробуем в код. LlamaSharp, он же llama.cpp

Итак, наша задача: попробовать запустить модель напрямую, и желательно без python. Сам пайтон очень тяжелый, а нам нужно максимально облегчить работу с LLM. Простите питонисты.

На гитхабе есть проект https://github.com/ggerganov/llama.cpp на C/C++. А на c# есть замечательный проект https://github.com/SciSharp/LlamaSharp использующий llama.cpp, вот его и будем использовать.

Сразу скажу, много перепробовал моделей, но в итоге самой быстрой оказалась: Qvikhr-2.5-1.5B-Instruct-r-Q8_0.gguf, см.: https://huggingface.co/Vikhrmodels/QVikhr-2.5-1.5B-Instruct-r_GGUF/tree/main

Добавляем в проект пакеты из NuGet: LlamaSharp и LlamaSharp.Backend.Cpu, без которого не удастся запустить и инферить модель.

Простой пример
using LLama.Common;
using LLama;
using LLama.Sampling;
using LLama.Transformers;

//путь к модели
string modelPath = @"c:\models\QVikhr-2.5-1.5B-Instruct-r-Q8_0.gguf";

var parameters = new ModelParams(modelPath)
{
    ContextSize = 1024, //контекст
};

//загружаем модель
using var model = LLamaWeights.LoadFromFile(parameters);

//создаем контекст
using var context = model.CreateContext(parameters);

//для инструкций
var executorInstruct = new InstructExecutor(context);
//для интерактива 
var executorInteractive = new InteractiveExecutor(context);
//каждый раз сбрасывает контекст
var executorStateless = new StatelessExecutor(model, parameters)
{
    ApplyTemplate = true,
    SystemMessage = "Ты - полезный помощник. Отвечай кратко"
};

//параметры инференса
InferenceParams inferenceParams = new InferenceParams()
{
    MaxTokens = 256, //максимальное количество токенов
    AntiPrompts = new List<string> { ">" },
    SamplingPipeline = new DefaultSamplingPipeline()
    {
         Temperature = 0.4f
        ,TopK = 50
        ,TopP = 0.95f
        ,RepeatPenalty = 1.1f
    }
};

//загружаем из модели правильный шаблон для промпта
LLamaTemplate llamaTemplate = new LLamaTemplate(model.NativeHandle)
{
    AddAssistant = true
};

//генерируем правильный промпт
string createPrompt(string role, string input)
{
    var ltemplate = llamaTemplate.Add(role, input);
    return PromptTemplateTransformer.ToModelPrompt(ltemplate);
}

Console.Write("\n>");
string userInput = Console.ReadLine() ?? "";
while (userInput != "exit")
{
    //посмотрим какой нам генерируется ответ
    //prompt: <| im_start |> user
    //привет <| im_end |>
    //<| im_start |> assistant

    //для executorInstruct и executorInteractive каждый раз будет дублировать всю историю переписки, т.к. она хранится в контексте
    //для executorStateless - контекст будет создаваться заново без истории переписки
    var prompt = createPrompt("user", userInput);
    Console.WriteLine("prompt: "+ prompt);

    //инфер
    await foreach (var text in executorInteractive.InferAsync(prompt, inferenceParams))
    {
        Console.ForegroundColor = ConsoleColor.White;
        Console.Write(text);
    }
    userInput = Console.ReadLine() ?? "";
}

Сразу хотелось бы отметить: у каждой модели свой шаблон общения (ChatML, CommandR, Gemma 2, и т.д.). В данном случае нам не нужно формировать правильный промпт вручную. За нас это делает код, и данные хранящиеся в модели.

Однако эксперименты подразумевают частую правку кода и запуск проекта, а значит и периодический тяжелый этап загрузки модели.

Ollama

Существует такой проект https://ollama.com, позволяющий работать сразу с несколькими моделями одновременно. Работает просто: локально запускается сервер, который по первому требованию загружает модель, и вы спокойно с ней работаете. Остановили свой проект на c#, поправили код, запустили — а модель уже загружена в ollama, не нужно ждать новой загрузки.

Скачиваем Ollama (релиз https://github.com/ollama/ollama/releases/tag/v0.5.11), устанавливаем. Ищем интересующую вас модель https://ollama.com/search и скачиваем командой: ollama pull modelname. Можем с ней поработать прямо из консоли: ollama run modelname. Выход: /bye. Вывести список скачанных локально моделей: ollama list. Запустить сервер: ollama serve.

Однако я уже скачал ранее модель Qvikhr-2.5-1.5B-Instruct-r-Q8_0.gguf на 1,53 Гб, и на сайте ollama такой модели нет. Что делать?

Можно добавить любую уже скачанную gguf модель на локальный сервер Ollama:

Скрытый текст

1) Создаем файл Modelfile (без расширения) с таким содержимым:

from c:\models\QVikhr-2.5-1.5B-Instruct-r-Q8_0.gguf
# set the temperature to 1 [higher is more creative, lower is more coherent]
PARAMETER temperature 0.0
#PARAMETER top_p 0.8
#PARAMETER repeat_penalty 1.05
#PARAMETER top_k 20

TEMPLATE """
{{- if .Messages }}
{{- if or .System .Tools }}<|im_start|>system
{{- if .System }}
{{ .System }}
{{- end }}
{{- if .Tools }}

# Tools

You may call one or more functions to assist with the user query. Do not distort user description to call functions! 

You are provided with function signatures within <tools></tools> XML tags:
<tools>
{{- range .Tools }}
{"type": "function", "function": {{ .Function }}}
{{- end }}
</tools>

For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
<tool_call>
{"name": <function-name>, "arguments": <args-json-object>}
</tool_call>
{{- end }}<|im_end|>
{{ end }}
{{- range $i, $_ := .Messages }}
{{- $last := eq (len (slice $.Messages $i)) 1 -}}
{{- if eq .Role "user" }}<|im_start|>user
{{ .Content }}<|im_end|>
{{ else if eq .Role "assistant" }}<|im_start|>assistant
{{ if .Content }}{{ .Content }}
{{- else if .ToolCalls }}<tool_call>
{{ range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}}
{{ end }}</tool_call>
{{- end }}{{ if not $last }}<|im_end|>
{{ end }}
{{- else if eq .Role "tool" }}<|im_start|>user
<tool_response>
{{ .Content }}
</tool_response><|im_end|>
{{ end }}
{{- if and (ne .Role "assistant") $last }}<|im_start|>assistant
{{ end }}
{{- end }}
{{- else }}
{{- if .System }}<|im_start|>system
{{ .System }}<|im_end|>
{{ end }}{{ if .Prompt }}<|im_start|>user
{{ .Prompt }}<|im_end|>
{{ end }}<|im_start|>assistant
{{ end }}{{ .Response }}{{ if .Response }}<|im_end|>{{ end }}
"""

# set the system message
SYSTEM """You are JARVIS. You are a helpful assistant. Answer user requests briefly."""

2) Затем запускаем в командной строке импорт модели в Ollama:

ollama create MY -f c:\models\Modelfile

Вуаля. Теперь к этой модели можно обращаться по имени «MY».

Очень важно: в TEMPLATE указаны инструкции без которых Ollama не будет работать с Function Calling. Иначе Ollama выдаст ошибку "registry.ollama.ai MY does not support tools".

Если после запуска командой ollama serve у вас выходит ошибка "Error: listen tcp 127.0.0.1:11434: bind: Only one usage of each socket address (protocol/network address/port) is normally permitted.", посмотрите в трей - там может быть запущен экземпляр ollama. Его можно выгрузить, выбрав "Quit Ollama".

Почему именно этот старый релиз 0.5.11? Потому что у модели Qvikhr-2.5-1.5B-Instruct-r-Q8_0.gguf в новых релизах ollama перестают работать функции.

Microsoft Semantic Kernel

У мелкософта есть свой проект по работе с LLM, в том числе и с Ollama. Репозиторий: https://github.com/microsoft/semantic-kernel, еще есть кукбук https://github.com/microsoft/SemanticKernelCookBook.

Простой чат

Устанавливаем пакеты Microsoft.SemanticKernel, Microsoft.SemanticKernel.Connectors.Ollama в NuGet.

Простой чатик
#pragma warning disable SKEXP0070

using Microsoft.SemanticKernel;

var modelId = "MY";
var url = "http://localhost:11434";

var builder = Kernel.CreateBuilder();
builder.Services.AddOllamaChatCompletion(modelId, new HttpClient() { BaseAddress = new Uri(url) });
var kernel = builder.Build();

Console.Write("User: ");
string? input = null;
while ((input = Console.ReadLine()) is not null)
{
    var answer = await kernel.InvokePromptAsync(input);
    Console.WriteLine("AI: " + string.Join("\n", answer));

    Console.Write("User: ");
}

Пользовательские функции

Теперь попробуем вызвать пользовательские функции

Function Calling
#pragma warning disable SKEXP0070

using Microsoft.SemanticKernel;
using Microsoft.SemanticKernel.Connectors.Ollama;
using System.ComponentModel;

var modelId = "MY";
var url = "http://localhost:11434";

var builder = Kernel.CreateBuilder();
builder.Services.AddOllamaChatCompletion(modelId, new HttpClient() { BaseAddress = new Uri(url) });
var kernel = builder.Build();

//Добавляем свои функции
kernel.Plugins.AddFromObject(new MyWeatherPlugin());
kernel.Plugins.AddFromType<MyTimePlugin>();
kernel.Plugins.AddFromObject(new MyNewsPlugin());

//настраиваем ollama на запуск функций
var settings = new OllamaPromptExecutionSettings
{
    FunctionChoiceBehavior = FunctionChoiceBehavior.Auto(),
    Temperature = 0,
    TopP = 0,
};

Console.Write("User: ");
string? input = null;
while ((input = Console.ReadLine()) is not null)
{
    var answer = await kernel.InvokePromptAsync(input, new(settings));
    Console.WriteLine("AI: " + string.Join("\n", answer));

    Console.Write("User: ");
}

//Плагины
public class MyWeatherPlugin
{
    [KernelFunction, Description("Gets the current weather for the specified city")]
    public string GetWeather(string _city)
    {
        return "very good in " + _city + "!";
    }
}

public class MyTimePlugin
{
    [KernelFunction, Description("Get the current day of week")]
    public string DayOfWeek() => System.DateTime.Now.ToString("dddd");

    [KernelFunction, Description("Get the current time")]
    public string Time() => System.DateTime.Now.ToString("HH 'hour' mm 'minutes'");

    [KernelFunction, Description("Get the current date")]
    public string Date() => System.DateTime.Now.ToString("dddd dd MMMM yyyy");
}

public class MyNewsPlugin
{
    [KernelFunction, Description("Gets the current news for the specified count")]
    public string GetNews(int count)
    {
        return "the ruble strengthened. An alien ship was found in the USA. It's a full moon today.";
    }
}

Результат:

1c45e6748e40cd765e635bbe1d156de5.png

RAG, Поисковая расширенная генерация

Попробуем заставить LLM искать информацию в наших данных (сделаем из него поисковик) т.е. реализуем RAG.

Как это выглядит:

  1. Индексируем данные

  2. Используем функцию для поиска данных (объект TextMemoryPlugin из Microsoft.SemanticKernel.Plugins.Memory)

Добавим в NuGet компоненты: SmartComponents.LocalEmbeddings.SemanticKernel, Microsoft.SemanticKernel.Plugins.Memory.

В коде мы добавили факты: "Иван живет в Москве"; "У Ивана есть три кота" и т.д. А так же добавили логирование вызова пользовательских функций.
Плагин для поиска в семантической памяти нам любезно предоставил мелкософт: TextMemoryPlugin.

RAG
#pragma warning disable SKEXP0001
#pragma warning disable SKEXP0050
#pragma warning disable SKEXP0070

using Microsoft.Extensions.DependencyInjection;
using Microsoft.SemanticKernel;
using Microsoft.SemanticKernel.Connectors.Ollama;
using Microsoft.SemanticKernel.Embeddings;
using Microsoft.SemanticKernel.Memory;
using Microsoft.SemanticKernel.Plugins.Memory;
using System.ComponentModel;

var modelId = "MY";
var url = "http://localhost:11434";

var builder = Kernel.CreateBuilder();
builder.AddLocalTextEmbeddingGeneration(); //для embeddingGenerator
builder.Services.AddOllamaChatCompletion(modelId, new HttpClient() { BaseAddress = new Uri(url) });
var kernel = builder.Build();

//Добавляем свои функции
kernel.Plugins.AddFromObject(new MyWeatherPlugin());
kernel.Plugins.AddFromType<MyTimePlugin>();
kernel.Plugins.AddFromObject(new MyNewsPlugin());

//===RAG
//семантическая память
var embeddingGenerator = kernel.Services.GetRequiredService<ITextEmbeddingGenerationService>();
var store = new VolatileMemoryStore();
var memory = new MemoryBuilder()
           .WithTextEmbeddingGeneration(embeddingGenerator)
           .WithMemoryStore(store)
           .Build();

//добавляем факты
const string CollectionName = "generic";
await memory.SaveInformationAsync(CollectionName, "Иван живет в Москве.", Guid.NewGuid().ToString(), "generic", kernel: kernel);
await memory.SaveInformationAsync(CollectionName, "У Ивана есть три кота.", Guid.NewGuid().ToString(), "generic", kernel: kernel);
await memory.SaveInformationAsync(CollectionName, "Семён живет в Питере.", Guid.NewGuid().ToString(), "generic", kernel: kernel);
await memory.SaveInformationAsync(CollectionName, "У Семёна есть три кота.", Guid.NewGuid().ToString(), "generic", kernel: kernel);
await memory.SaveInformationAsync(CollectionName, "Марина живет в Воркуте.", Guid.NewGuid().ToString(), "generic", kernel: kernel);
await memory.SaveInformationAsync(CollectionName, "У Марины есть две собаки.", Guid.NewGuid().ToString(), "generic", kernel: kernel);

//плагин поиска
kernel.Plugins.AddFromObject(new TextMemoryPlugin(memory));
//===RAG

//логирование вызовов функций
kernel.FunctionInvocationFilters.Add(new FunctionCallLoggingFilter()); 

//настраиваем ollama на запуск функций
var settings = new OllamaPromptExecutionSettings
{
    FunctionChoiceBehavior = FunctionChoiceBehavior.Auto(), //включаем плагины
    Temperature = 0
};

Console.Write("User: ");
string? input = null;
while ((input = Console.ReadLine()) is not null)
{
    var answer = await kernel.InvokePromptAsync(input, new(settings));

    Console.WriteLine("AI: " + string.Join("\n", answer));

    Console.Write("User: ");
}

//Плагины
public class MyWeatherPlugin
{
    [KernelFunction, Description("Gets the current weather for the specified city")]
    public string GetWeather(string _city)
    {
        return "very good in " + _city + "!";
    }
}

public class MyTimePlugin
{
    [KernelFunction, Description("Get the current day of week")]
    public string DayOfWeek() => System.DateTime.Now.ToString("dddd");

    [KernelFunction, Description("Get the current time")]
    public string Time() => System.DateTime.Now.ToString("HH 'hour' mm 'minutes'");

    [KernelFunction, Description("Get the current date")]
    public string Date() => System.DateTime.Now.ToString("dddd dd MMMM yyyy");
}

public class MyNewsPlugin
{
    [KernelFunction, Description("Gets the current news for the specified count")]
    public string GetNews(int count)
    {
        return "the ruble strengthened. An alien ship was found in the USA. It's a full moon today.";
    }
}

public class FunctionCallLoggingFilter : IFunctionInvocationFilter
{
    public async Task OnFunctionInvocationAsync(FunctionInvocationContext context, Func<FunctionInvocationContext, Task> next)
    {
        try
        {
            var values = "";
            foreach (var arg in context.Arguments.Names)
            {
                var val = context.Arguments[arg] == null ? "null" : context.Arguments[arg];
                values += $"{arg}: {val}; ";
            }

            Console.WriteLine($"call {context.Function.Name}: {values}");
        }
        catch
        {
            Console.WriteLine($"call {context.Function.Name}");
        }

        await next(context);
    }
}

Результат:

9f8113d68088edda7658b8a71b2f6c18.png

  1. Первый раз мы спросили "у кого есть три кота", ИИ начал поиск в семантической памяти с лимитом 1, и выдал Семёна.

  2. Второй раз мы принудительно указали параметры поиска у кого есть три кота? (( recall input='три кота' collection='generic' relevance=0.8 limit=1 )), с лимитом 1, что бы удостовериться, что этот запрос похож на первый.

  3. Третий раз мы принудительно указали лимит 2, что бы TextMemoryPlugin выдал нам список из 2 позиций, ...и тут что-то не так. ИИ должна была вывести Ивана и Семёна.

Оказалось что при выводе нескольких значений (а для этого используется json), в LLM возвращалась кривая строка с unicode последовательностями. Что-то типа такого: ["\u0423 \u0421\u0435\u043C\u0451\u043D\u0430 \u0435\u0441\u0442\u044C \u0442\u0440\u0438 \u043A\u043E\u0442\u0430.","\u0423 \u0418\u0432\u0430\u043D\u0430 \u0435\u0441\u0442\u044C \u0442\u0440\u0438 \u043A\u043E\u0442\u0430."]

Давайте сделаем свой аналог TextMemoryPlugin, который будет искать по всем коллекциям семантической памяти и выдавать корректный вывод. Тем более что исходники есть на гитхабе. Заодно раскрасим вывод.

MyTextMemoryPlugin
using Microsoft.SemanticKernel;
using Microsoft.SemanticKernel.Memory;
using System.ComponentModel;
using System.Diagnostics.CodeAnalysis;
using System.Text.Encodings.Web;
using System.Text.Json;

[Experimental("SKEXP0001")]
public sealed class MyTextMemoryPlugin
{
    private ISemanticTextMemory memory;

    public MyTextMemoryPlugin(ISemanticTextMemory memory)
    {
        this.memory = memory;
    }

    [KernelFunction, Description("Key-based lookup for a specific memory")]
    public async Task<string> RetrieveAsync(
        [Description("The key associated with the memory to retrieve")] string key,
        //[Description("Memories collection associated with the memory to retrieve")] string? collection = DefaultCollection,
        CancellationToken cancellationToken = default)
    {
        //ищем во всех коллекциях
        var collections = await this.memory.GetCollectionsAsync();
        foreach (var collection in collections)
        {
            var info = await this.memory.GetAsync(collection, key, cancellationToken: cancellationToken).ConfigureAwait(false);
            var result = info?.Metadata.Text;

            if (result != null)
                return result;
        }

        return string.Empty;
    }

    [KernelFunction, Description("Semantic search and return up to N memories related to the input text")]
    public async Task<string> RecallAsync(
        [Description("The input text to find related memories for")] string input,
        //[Description("Memories collection to search")] string collection = DefaultCollection,
        //[Description("The relevance score, from 0.0 to 1.0, where 1.0 means perfect match")] double? relevance = DefaultRelevance,
        [Description("The maximum number of relevant memories to recall")] int? limit = 3,
        CancellationToken cancellationToken = default)
    {
        var collections = await this.memory.GetCollectionsAsync();

        foreach (var collection in collections)
        {
            // Search memory
            List<MemoryQueryResult> memories = await this.memory
            .SearchAsync(collection, input, limit.Value, 0.9, cancellationToken: cancellationToken)
            .ToListAsync(cancellationToken)
            .ConfigureAwait(false);

            if (memories.Count == 1)
            {
                Console.ForegroundColor = ConsoleColor.Yellow;
                Console.WriteLine("RecallAsync: " + string.Join("\n", memories[0].Metadata.Text));
                return memories[0].Metadata.Text;
            }

            if (memories.Count > 1)
            {
                var opt = new JsonSerializerOptions { WriteIndented = true, Encoder = JavaScriptEncoder.Create(new TextEncoderSettings(System.Text.Unicode.UnicodeRanges.All)) };
                var t = JsonSerializer.Serialize(memories.Select(x => x.Metadata.Text), opt);
                Console.ForegroundColor = ConsoleColor.Yellow;
                Console.WriteLine("RecallAsync: " + string.Join("\n", t));
                return t;
            }
        }
        return string.Empty;
    }
}

Результат:

5fdc109ee3a0dcbd1a7387923005eb59.png

Можно использовать встроенный плагин TextMemoryPlugin, только правильно его настроить:

var opt = new JsonSerializerOptions { WriteIndented = true, Encoder = JavaScriptEncoder.Create(new TextEncoderSettings(System.Text.Unicode.UnicodeRanges.All)) };
kernel.Plugins.AddFromObject(new TextMemoryPlugin(memory, jsonSerializerOptions: opt));

Однако и тут есть проблемы. Если поставить версию компонентов (Microsoft.SemanticKernel, Microsoft.SemanticKernel.Connectors.Ollama, Microsoft.SemanticKernel.Plugins.Memory) выше 1.40.1 - логирование не работает. Мелкософт опять что-то сломали.

Другой очень заметный минус Microsoft Semantic Kernel: чем больше подключено функций-плагинов, тем тяжелее выполняется любой запрос. А ведь мы не хотим ограничиваться парой тройкой функций...

Да, я пробовал систему с "агентами": сперва агент определяет необходимость вызова функции и если вызов необходим - ИИ может запустить функцию (настраивается через settings). Но это не поможет ускорить ответы. В любом случае, каждый запуск функции будет очень длительным.

Пример с агентом определяющим необходимость вызова функции
#pragma warning disable SKEXP0001
#pragma warning disable SKEXP0050
#pragma warning disable SKEXP0070

using Microsoft.SemanticKernel;
using Microsoft.SemanticKernel.Connectors.Ollama;
using System.ComponentModel;

var modelId = "MY";
var url = "http://localhost:11434";

var builder = Kernel.CreateBuilder();
builder.AddLocalTextEmbeddingGeneration(); //для embeddingGenerator
builder.Services.AddOllamaChatCompletion(modelId, new HttpClient() { BaseAddress = new Uri(url) });
var kernel = builder.Build();

//"облегченное ядро"
var kernelLight = kernel.Clone();

//Добавляем свои функции в "основное ядро"
kernel.Plugins.AddFromObject(new MyWeatherPlugin());
kernel.Plugins.AddFromType<MyTimePlugin>();
kernel.Plugins.AddFromObject(new MyNewsPlugin());

//логирование вызовов функций
kernel.FunctionInvocationFilters.Add(new FunctionCallLoggingFilter());
kernelLight.FunctionInvocationFilters.Add(new FunctionCallLoggingFilter());

//определяем список всех доступных функций
var functions = "";
foreach (var plugin in kernel.Plugins)
{
    var items = plugin.Select(x => {
        //var param = x.Metadata.Parameters.Select(y => y.Name).ToArray();
        var param = x.Metadata.Parameters.Select(y =>
        {
            //если есть описание параметра - берем его, иначе - наименование параметра
            //return string.IsNullOrEmpty(y.Description) ? y.Name : y.Name + " - " + y.Description;
            return y.Name;
        }).ToArray();
        var result = param.Length == 0 ? x.Name : x.Name + "(" + string.Join(",", param) + ")";
        return result;
    }).ToArray();
    functions += string.Join(",", items) + ",";
}
functions = "[" + functions + "]";

//агент 
var functionNeedAgent = kernelLight.CreateFunctionFromPrompt(@$"ОПРЕДЕЛИ ПОДХОДИТ ЛИ ЗАПРОС ПОД ФУНКЦИИ: {functions}. 
    ЕСЛИ ДА - ВЕРНИ ТОЛЬКО: 'function:название;parameters:параметры в запросе' ИЛИ 'null'. 
    БОЛЬШЕ НИЧЕГО НЕ ВЫВОДИ.
    ПРИМЕР: 'function:GetWeather;parameters:-'.
    ЗАПРОС: '{{{{$user_input}}}}'");

//настраиваем ollama на запуск функций
var functionSettings = new OllamaPromptExecutionSettings
{
    FunctionChoiceBehavior = FunctionChoiceBehavior.Auto(autoInvoke:true), //включаем плагины
    Temperature = 0
};

//отключаем запуск функций
var defaultSettings = new OllamaPromptExecutionSettings
{
    FunctionChoiceBehavior = FunctionChoiceBehavior.None(), //отключаем плагины
    Temperature = 0.3f //добавим креативности
};

Console.ForegroundColor = ConsoleColor.Green;
Console.Write("User: ");

string? input = null;
while ((input = Console.ReadLine()) is not null)
{
    //проверка на необходимость вызова функции
    var answer = await functionNeedAgent.InvokeAsync(kernelLight, new() { ["user_input"] = input });

    Console.ForegroundColor = ConsoleColor.Yellow;
    Console.WriteLine("functionNeedAgent: " + string.Join("\n", answer));

    //если необходимо вызвать функцию - вызываем
    if (answer.ToString().Contains("function"))
    {
        answer = await kernel.InvokePromptAsync(input, new(functionSettings));
    } else
        answer = await kernel.InvokePromptAsync(input, new(defaultSettings));

    Console.ForegroundColor = ConsoleColor.White;
    Console.WriteLine("AI: " + string.Join("\n", answer));

    Console.ForegroundColor = ConsoleColor.Green;
    Console.Write("User: ");
}

//Плагины
public class MyWeatherPlugin
{
    [KernelFunction, Description("Gets the current weather for the specified city")]
    public string GetWeather(string _city)
    {
        return "very good in " + _city + "!";
    }
}

public class MyTimePlugin
{
    [KernelFunction, Description("Get the current day of week")]
    public string DayOfWeek() => System.DateTime.Now.ToString("dddd");

    [KernelFunction, Description("Get the current time")]
    public string Time() => System.DateTime.Now.ToString("HH 'hour' mm 'minutes'");

    [KernelFunction, Description("Get the current date")]
    public string Date() => System.DateTime.Now.ToString("dddd dd MMMM yyyy");
}

public class MyNewsPlugin
{
    [KernelFunction, Description("Gets the current news for the specified count")]
    public string GetNews(int count)
    {
        return "the ruble strengthened. An alien ship was found in the USA. It's a full moon today.";
    }
}

public class FunctionCallLoggingFilter : IFunctionInvocationFilter
{
    public async Task OnFunctionInvocationAsync(FunctionInvocationContext context, Func<FunctionInvocationContext, Task> next)
    {
        try
        {
            var values = "";
            foreach (var arg in context.Arguments.Names)
            {
                var val = context.Arguments[arg] == null ? "null" : context.Arguments[arg];
                values += $"{arg}: {val}; ";
            }

            Console.ForegroundColor = ConsoleColor.Red;
            Console.WriteLine($"call {context.Function.Name}: {values}");
        }
        catch
        {
            Console.ForegroundColor = ConsoleColor.Red;
            Console.WriteLine($"call {context.Function.Name}");
        }

        await next(context);
    }
}

Результат:

b94277e8818b3b6743528efd5bac71bb.png

Microsoft.Extensions.AI

После долгих поисков в ускорении Microsoft Semantic Kernel, наткнулся на примеры библиотеки, которую собственно использует этот самый Kernel. Установил дополнительный пакет Microsoft.Extensions.AI.Ollama и начал эксперименты... Простые ответы модели (не использующие функции) не стали зависеть от количества плагинов. Однако, на него я потратил много времени пытаясь выяснить: почему результат функции на русском языке передается модели с unicode последовательностями. Никакие ухищрения, как на примере выше с MyTextMemoryPlugin не помогают. Как оказалось этот пакет - устаревший, и больше не поддерживается. Visual Studio рекомендует использовать другой пакет OllamaSharp. Однако этот пакет необходимо для RAG (OllamaEmbeddingGenerator).

OllamaSharp

В сети есть проект https://github.com/awaescher/OllamaSharp который позволяет очень просто работать с Ollama. Устанавливаем пакет OllamaSharp в NuGet. Смотрим как использовать Function Calling https://awaescher.github.io/OllamaSharp/docs/tool-support.html.

Пример с вызовом функций
using OllamaSharp;

var ollama = new OllamaApiClient("http://localhost:11434", "MY:latest");

//доступные функции
List<object> Tools = [new GetWeatherTool(), new DateTool()];

var chat = new Chat(ollama);
while (true)
{
    Console.Write("User: ");
    var message = Console.ReadLine();

    Console.Write("AI: ");
    //передаем сообщение и наши функции
    await foreach (var answerToken in chat.SendAsync(message, Tools))
        Console.Write(answerToken);

    Console.WriteLine();
}

Функции в отдельном файле SampleTools.cs (namespace обязателен):

namespace OllamaSharp;

public static class SampleTools
{
    //обязательные комментарии
    //из них генератор будет брать описание функций для модели

    /// <summary>
    /// Get the current weather for a city
    /// </summary>
    /// <param name="city">Name of the city</param>
    [OllamaTool]
    public static string GetWeather(string city) => $"It's cold at only 6° in {city}.";

    /// <summary>
    /// Get the current date
    /// </summary>
    [OllamaTool] 
    public static string Date() => System.DateTime.Now.ToString("dddd dd MMMM yyyy");
}

При вводе текста без знаков препинания, без вопросительных и восклицательных знаков — всё ок. Но стОит только ввести в конце вопросительный знак, либо использовать буквы в верхнем регистре — модель обращается к функциям, и ведет себя неадекватно. Как победить эту проблему - пока не ясно.

Пример неадекватности:

User: как тебя зовут
AI: Я – JARVIS.

Второй пример:
User: Как тебя зовут?
AI: Теплое сообщение: <tool_response>

Но нам не важны знаки препинания, мы будем передавать модели распознанный текст с микрофона, в котором не будет знаков препинания и верхнего регистра.

Microsoft.Extensions.AI + OllamaSharp

Реализуем сразу и Function Calling, и RAG (аналог мелкософтовского TextMemoryPlugin).

Скрытый текст
using Microsoft.Extensions.AI;
using OllamaAITest;
using OllamaSharp;
using System.ComponentModel;
using System.Numerics.Tensors;

var ollamaClient = new OllamaApiClient(new Uri("http://localhost:11434"), "MY");

IChatClient chatClient = new ChatClientBuilder(ollamaClient)
    //.UseFunctionInvocation() //автозапуск функций отключим, мы будем вручную запускать функции
    //.UseDistributedCache(new MemoryDistributedCache(Options.Create(new MemoryDistributedCacheOptions()))) //кэш результатов отключим, нам нужны свежие результаты
    .Use(async (chatMessages, options, nextAsync, cancellationToken) =>
     {
         await nextAsync(chatMessages, options, cancellationToken);
     })
    .Build();


//генератор векторов
OllamaEmbeddingGenerator ollamaEmbeddingGenerator = new(new Uri("http://localhost:11434"), "MY");

//настройка генерации
var opt = new EmbeddingGenerationOptions()
{
    ModelId = "MY",
    AdditionalProperties = new()
    {
        ["Temperature"] = "0"
    },
};

//факты
string[] facts = [
    "Иван живет в Москве",
    "У Ивана есть три кота",
    "Семён живет в Питере",
    "У Семёна есть три кота",
    "Марина живет в Воркуте",
    "У Марины есть две собаки",
    ];

//генерируем вектора из фактов
var factsEmbeddings = await ollamaEmbeddingGenerator.GenerateAndZipAsync(facts, opt);

//настройка чата
ChatOptions options = new ChatOptions();
options.ToolMode = AutoChatToolMode.Auto;
options.Tools = [
    AIFunctionFactory.Create(GetWeather),
    AIFunctionFactory.Create(DayOfWeek),
    AIFunctionFactory.Create(Time),
    AIFunctionFactory.Create(Date),
    AIFunctionFactory.Create(Recall)
    ];

//история
List<ChatMessage> chatHistory = new();

string answer = "";
bool lastWasTool = false;
do
{
    if (!lastWasTool)
    {
        Console.ForegroundColor = ConsoleColor.Green;
        Console.Write("User: ");
        var userMessage = Console.ReadLine();
        chatHistory.Add(new ChatMessage(ChatRole.User, userMessage));
    }

again:
    var response = await chatClient.GetResponseAsync(chatHistory, options);
    if (response == null)
    {
        Console.WriteLine("No response from the assistant");
        continue;
    }

    foreach (var message in response.Messages)
    {
        chatHistory.Add(message);

        FunctionCallContent[] array = response.Messages.FirstOrDefault().Contents.OfType<FunctionCallContent>().ToArray();
        if (array.Length > 0)
        {
            await ProcessToolRequest(message, chatHistory);
            lastWasTool = true;
        }
    }

    if (lastWasTool)
    {
        lastWasTool = false;
        goto again;
    } else
    {
        answer = string.Join(string.Empty, response.Messages.Select(m => m.Text));
        Console.ForegroundColor = ConsoleColor.White;
        Console.WriteLine($"AI: {answer}");

        chatHistory.Clear();//очищаем
    }

} while (true);

async Task ProcessToolRequest(
    ChatMessage completion,
    IList<ChatMessage> prompts)
{
    foreach (var toolCall in completion.Contents.OfType<FunctionCallContent>())
    {
        //AIFunction aIFunction = options.Tools.OfType<AIFunction>().FirstOrDefault((AIFunction t) => t.Name == toolCall.Name);

        AIFunction aIFunction = options.Tools.OfType<AIFunction>().FirstOrDefault((AIFunction t) => t.Name.Contains(toolCall.Name.Replace("__Main___g__", ""))); //__Main___g__

        var functionName = toolCall.Name;
        var arguments = new AIFunctionArguments(toolCall.Arguments);

        var callLog = string.Join("; ", arguments.Select(x => x.Key.ToString() +": " + x.Value?.ToString() + " ").ToArray());
        Console.ForegroundColor = ConsoleColor.Red;
        Console.WriteLine("Call: " + functionName + " " + callLog);

        if (aIFunction == null) continue;
        var result = await aIFunction.InvokeAsync(arguments);

        Console.ForegroundColor = ConsoleColor.Yellow;
        Console.WriteLine("Call result: " + string.Join("\n", result));

        ChatMessage responseMessage = new(ChatRole.Tool,
            [
                new FunctionResultContent(toolCall.CallId, result)
            ]);

        prompts.Add(responseMessage);
    }
}

//функции

[Description("Gets the current weather for the specified city")]
[return: Description("The current weather")]
string GetWeather([Description("The city")]  string _city)
{
    return "The weather in " + _city + " is 30 degrees and sunny.";
}

[Description("Get the day of week")]
string DayOfWeek() => System.DateTime.Now.ToString("dddd", new System.Globalization.CultureInfo("en-EN"));

[Description("Get the time")]
string Time() => System.DateTime.Now.ToString("HH 'hour' mm 'minutes'", new System.Globalization.CultureInfo("en-EN"));

[Description("Get the date")]
string Date() => System.DateTime.Now.ToString("dddd dd MMMM yyyy", new System.Globalization.CultureInfo("en-EN"));

[Description("Search the memory for a given query.")]
[return: Description("Collection of text search result")]
async Task<List<string>> Recall([Description("The query to search for.")] string query)
{
    //настройка генерации
    var o = new EmbeddingGenerationOptions()
    {
        ModelId = "MY",
        AdditionalProperties = new()
        {
            ["Temperature"] = "0"
        },
    };

    //генерируем вектор из запроса
    var userEmbedding = await ollamaEmbeddingGenerator.GenerateAsync(query, o);

    //производим поиск из запроса среди фактов
    var topMatches = factsEmbeddings
        //формируем список
        .Select(candidate => new
        {
            Text = candidate.Value,
            Similarity = TensorPrimitives.CosineSimilarity(candidate.Embedding.Vector.Span, userEmbedding.Vector.Span)
        })
        //relevance - отсекаем слабые совпадения
        /*
        .Where(x => {
            return x.Similarity >= 0.92f;
        })
        */
        //сортируем - сначала самые релевантные
        .OrderByDescending(match => match.Similarity)
        //limit - ограничиваем количество
        .Take(3);

    var result = topMatches.Select(x => x.Text).ToList<string>();

    return result;
}

Результат:

fa1639cd09fb2dd8c53f6d27b16ffe02.png

По итогу: первым у нас выполняется генерация векторов фактов, в пределах 3 секунд. Далее, при вводе любого запроса к модели, ей передается информация по всем доступным функциям (json описание). Это самое длительное действие - около 20 секунд. Далее любой запрос, в том числе когда модель выполняет функцию - от 3 до 7 секунд. Неплохо для неразогнанного Intel Core i7-3770K из далёкого 2012 года.

Для лучшего понимания того, как происходит общение с моделью, можно поставить точку останова на chatHistory.Clear():

  1. [user] Text = "у кого есть три кота" добавляем запрос пользователя в историю чата. Запускаем инфер истории чата.

  2. [assistant] FunctionCall = 3a5d650f, Main_g__Recall_7([query, У кого есть три кота?]) модель анализирует запрос, формирует и передает нам json с заполненными полями. Формируется уникальный номер запуска функции. Мы эту функцию запускаем. А так же добавляем результат в историю чата.

  3. [tool] FunctionResult = 3a5d650f, [ "У Семёна есть три кота", "Семён живет в Питере", "У Ивана есть три кота"] добавляем результат функции с ее уникальным номером в историю чата. Запускаем инфер истории чата.

  4. [assistant] Text = "Итак, у Семёна и у Ивана по три кота." модель выдает результат после анализа п.1 и п.3.

Итого: обычный запрос - 1 инфер. Запрос с выполнением функции - 2 инфера моделью.

Попробуем добавить что-то посложнее, например плагин добавляющий напоминания. Для вывода списка со своей структурой (MyEvent), необходимо не забыть дописать методы доступа к внутренним полям структуры{ get; set; }, иначе модель получит пустой список.

MyEventPlugin
using System.ComponentModel;

namespace OllamaAITest
{
    public class MyEventPlugin
    {
        public class MyEvent
        {
            public string description { get; set; }
            public DateTime time { get; set; }
        }

        List<MyEvent> events = new List<MyEvent>();

        [Description("Sets an alarm at the specified time with format 'hour:minut' and specified exact description")]
        public string SetEvent(string time, string? description)
        {
            foreach (var item in events)
            {
                //переписываем описание
                if (item.time.Equals(time))
                {
                    item.description = description;
                    return $"Event updated by description";
                }

                if (item.description.Equals(description))
                {
                    item.time = DateTime.Parse(time);
                    return $"Event updated by time";
                }
            }
            //ничего не нашлось - добавляем
            events.Add(new MyEvent() { time = DateTime.Parse(time), description = description });
            return $"Event set for time: {time}";
        }

        [Description("Remove one Event at the provided specified time with format 'hour:minut' or specified description")]
        public string RemoveEvent(string time, string? description)
        {
            var deleteCount = 0;
            var index = 0;
            while (index < events.Count)
            {
                var item = events[index];
                if (item.time.Equals(time) || item.description.Equals(description))
                {
                    events.RemoveAt(index);
                    deleteCount++;
                }
                else
                {
                    index++;
                }
            }

            if (deleteCount > 0) return $"Droped {deleteCount} Events";

            return $"Nothing deleted";
        }

        [Description("Remove all Events")]
        public string RemoveAllEvents()
        {
            events.Clear();
            return $"All Event is dropped";
        }

        [Description("List all Events")]
        [return: Description("Events with description and datetime")]
        public List<MyEvent> ListEvents()
        {
            return events;
        }
    }
}

А теперь добавим в Program.cs:

var events = new MyEventPlugin();

//настройка чата
ChatOptions options = new ChatOptions();
options.ToolMode = AutoChatToolMode.Auto;
options.Tools = [
    ...
    //ага вот эти ребята
    AIFunctionFactory.Create(events.SetEvent),
    AIFunctionFactory.Create(events.ListEvents),
    AIFunctionFactory.Create(events.RemoveEvent),
    AIFunctionFactory.Create(events.RemoveAllEvents),
    ];

Результат:

f4c73d5ef41d4949523391dbc288ef59.png

Итого

Дорогой дневник, мне не передать ту боль и страдания, которые я перенёс... Работа с урезанной версией LLM полна страданий. Модель понимает только очень простые вещи. Если плохо понимает на русском языке - необходимо переходить на английский. Модель внезапно может быть очень болтливой. Любой лишний символ в описании функции может поломать диалог с моделью. Добавление новой функции может повлиять на работу ранее добавленных функций. Чем больше функций - тем медленнее первый ответ. Модель не поддерживает тип DateTime в функциях (вернее конвертор json внутри компонента работы с моделью). Да и любые другие типы кроме string и int прибавят вам головной боли.

Хорошая новость: если мы смогли сделать хоть что-то похожее на рабочий вариант на такой маленькой урезанной модели, на таком слабом процессоре, то более разумные модели и более мощное железо точно будут выдавать более адекватный результат.

Да, нам не удалось сделать полноценного AI-ассистента. В данном случае модель выполняет в основном функцию оператора if then else, часто с нестабильным результатом.

Если нужен рабочий вариант: это n8n + полноценные LLM.

n8n
n8n

Алиса, отбой.

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  • 03.04.25 07:57 messijohn

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  • 03.04.25 10:58 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover

  • 03.04.25 10:58 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.04.25 09:49 mkihn634

    When my $870,000 Bitcoin investment was trapped in the crumbling ruins of an offshore exchange, I felt as if my financial future had been buried at sea. It was meant to be my safety net, a shield against life’s uncertainties, but now it seemed like nothing more than a digital ghost. Each news update about the exchange's insolvency hit me like a tidal wave, dragging my hope under. It was a sleepless night, scanning through horror stories in forums as other people were losing everything. I could see my dreams flying out the window. That is until a former client, who had weathered a similar storm, said GRAYWARE TECH SERVICES in a hushed but confident tone. "They are the best there is," he said. "They were like detectives and lawyers.". Desperation drove me to call them, and in the initial discussion, I knew I was dealing with experts who had experienced everything. Their legal experts were well-versed with international financial rules like the back of their hands. They deciphered the network of shell corporations and offshore locations quicker than I could update my email. Their technical team, no less relentless, followed the transaction trails with precision akin to a surgeon. What impressed me most was their thoroughness. Every update came with legal documentation so polished it looked fit for a courtroom. They liaised with authorities across borders, cutting through red tape with the precision of a seasoned diplomat. When obstacles arose, and they did, the team adapted without breaking stride. Their persistence became my anchor. Exactly 27 days after my initial call, I received an email that made my heart skip. My Bitcoin had been recovered and safely transferred to my new secure wallet. I stared at the screen, tears mixing with disbelief and relief. GRAYWARE TECH SERVICES not only retrieved my money but also restored my faith in getting finances. They guided me through the entire process of protecting my assets in this unstable world known as the online space. I now sleep soundly knowing that an impenetrable system shields my backside, thanks to their assistance. Their legal acumen is as sharp as their technological prowess. I owe my financial future to their tireless work. They truly are the guardians of the digital age. You can reach them on web at ( https://graywaretechservices.com/ )    also on Mail: ([email protected]) whatsapp (+18582759508)

  • 06.04.25 02:29 famousmullica

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  • 06.04.25 11:30 maryjul75

    As at September this year I got scammed by a fake investment broker, they took my savings, happiness, health, hope, trust and left me in tears and agony. My next thought was capitalized on suicide attempts, I also tried two different hackers who lured me to borrow for my colleagues but yet another scam. I saw a link on my Facebook group which I joined and luckily I came across www.fastrecoveryagent.com, they work in hand with the FBI in the united states. So I reported my case with evidence of payment made to the so-called investment broker, the ic3 investigator's carried out investigation to confirm if I was also tell the truth and after they must have concluded on my case I received back my money. I'm so grateful for your help today, words alone can't show how Happy and Alive I'm ever since I came across your great works. Thanks once more.

  • 07.04.25 11:16 Lindaporche5

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  • 07.04.25 11:16 Lindaporche5

    They froze my $275K in Bitcoin. Blockchain cyber retrieve took actions. Running a startup in Nigeria is already a wild ride power cuts, red tape, and FX rates that dance like Afrobeats. But the day the government banned crypto transactions? Game over. My funds were locked in an exchange wallet. No access, No help I tried everything VPNs, New accounts Support bots. Nothing changed, Then someone in a Signal group dropped the name: BLOCKCHAIN CYBER RETRIEVE. These folks didn’t fight the exchange they outsmarted it. Peer-to-peer protocols. DeFi tools. Secure escrow networks. Nine  days later, I got the email “Wallet restored. Check your balance. Every Single Satoshi. Was back. Since then? Fully decentralized, Unbothered, Unbanked. Whenever new laws try to stifle African innovation, I just sip palm wine and say: Let them try. We’ve got BLOCKCHAIN CYBER RETRIEVE now.” CONTACT THEM: Whatsapp +1, 5,2,0, 5,6,4, 8,3 0 0  Email: B L O C K C H A I N C Y B E R R E T R I E V E @ P O S T . C O M  OR   SUPPORT @ B L O C K C H A I N C Y B E R R E T R I E V E .O R G

  • 07.04.25 18:09 rashmiramesh

    I was introduced to crypto by my son a few years ago, I invested in USDT and BTC using Binance, I have several accounts including personal bank accounts so I was unable to keep up with all of them and ended up forgetting my secret codes used in accessing the account, I asked my son to help me since he had introduced me Crypto, unfortunately he gave me bad news that I had lost my investment, I was so heartbroken considering I had invested my life saving of $70,700, I narrated my ordeal to one of my friends who happened to know someone who had a similar experience, so after I met him he directed to where he got help, he told me that LEE ULTIMATE HACKER who were able to help him with his recovery problem, I quickly contacted them to help me with my lost funds, I was a bit skeptical about it coz of what I had gone through the last few days, the frustration and anxiety was getting to me, after contacting LEE ULTIMATE HACKER one of their team members took me through the recovery process explaining on how it works and what was required from my end ,he informed me that it would take 12 hours for my funds to be recovered, I was so anxious but they assured me that all will be well and soon enough I will be able to have full control of my wallet, true to their word LEE ULTIMATE HACKER team were able to recover my wallet and I was able to access and change my log ins to my wallet, I was so happy and I couldn’t believe it I logged in and out of my account a few times just to be sure, for any lost crypto contact LEE ULTIMATE HACKER via LEEULTIMATEHACKER @ AOL . COM telegram: LEEULTIMATE wh@tsapp +1 (715) 314 - 9248 the solution to all your recovery problems.

  • 07.04.25 18:32 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover

  • 07.04.25 18:32 elizabethrush89

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  • 07.04.25 21:03 elizabethrush89

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  • 08.04.25 03:00 natashaohnson

    Working in conflict zones means improvising. When normal banking channels failed us, our NGO relied on Bitcoin to buy medical supplies directly. It worked, until a missile strike took out our field office, along with the hardware wallet that stored $410,000 in funds. Overnight, our ability to deliver life-saving aid is paralyzed. Amidst the chaos, I reached out to contacts in the humanitarian world. A UN aid worker whispered a name: Cyber Constable Intelligence. "They're the ones who can help you recover lost crypto," he assured me. Despair and hope clashed as I dialed their team on a satellite phone in a conflict zone. What followed was nothing short of a virtual rescue mission. Cyber Constable Intelligence's blockchain forensic experts didn't simply "recover" our assets; they improvised a fix like battlefield medics performing triage. They tracked our wallet's blockchain timestamps, reconstructing lost credentials from synced backups and transaction history. Working under direst duress, we communicated information between spotty internet and backup power sources. Cyber Constable Intelligence team members improvised, rendering security protocols impenetrable as they worked through the jurisdictional nightmares of working within war zones. Every update from them was a pulse that kept our mission alive. After our last available backup failed, they instituted a complex cryptographic reconstruction technique, a process I still don't understand, but it worked. Twelve days later, my satellite device displayed a message: "Access restored. Funds secured." It was not money. It was bandages, antibiotics, clean water, and hope. Thanks to Cyber Constable Intelligence, we replenish our medical supplies, ensuring that patients, innocent victims who had been caught in the crossfire, received the treatment they deserved. More than restoration, they advised us on decentralized storage and multi-signature security for long-term durability. We don't simply utilize Bitcoin presently; we utilize it astutely. Now, each time I sign a crypto transaction, I remember that minute, receiving life-saving medication that might not have come but for this group. In times of war, not every hero wears a uniform. Some carry keyboards, hunting down lost assets and securing humanitarian aid. Cyber Constable Intelligence not only restored our crypto, they kept our mission in the battle. If you think Bitcoin is just an investment, think again. To us, it's a lifeline. CYBER CONSTABLE INTELLIGENCE INFO: WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com Email Info [email protected] Telegram Info: https://t.me/cyberconstable

  • 10.04.25 23:26 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.04.25 23:27 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.04.25 00:48 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.04.25 03:20 edwardoelliott6

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  • 11.04.25 08:10 Beatrice Gallagher

    I was defrauded of $78,000 by an individual I met online who was involved in a fraudulent investment endeavour. I initiated a search for legal assistance to retrieve my funds, and I encountered numerous testimonies regarding a criminal named RecoveryHacker101. I contacted them and provided the requisite information. The experts were able to locate and assist in the recovery of my misappropriated funds within approximately 36 hours. The fraudster was apprehended and apprehended by local authorities in his region, which is a source of immense relief for me. I trust that this information will be beneficial to the numerous individuals who have fallen victim to these fraudulent online investment scams. Their professional services are highly recommended for those in need of prompt and effective recovery assistance. If you require their services, you may only contact them via email at RecoveryHacker101[at]gmail[dot]com.

  • 13.04.25 01:13 michaeldavenport218

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  • 13.04.25 01:13 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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 14.04.25 23:44 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.04.25 03:56 tylerkevin

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  • 18.04.25 20:39 michaeldavenport218

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  • 18.04.25 20:39 michaeldavenport218

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  • 20.04.25 17:22 patricialovick86

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  • 20.04.25 17:22 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.04.25 03:51 gleerandon

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  • 21.04.25 12:19 michaeldavenport218

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  • 24.04.25 18:14 davidjustin50

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  • 24.04.25 18:17 Mary Perez

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  • 25.04.25 15:44 Sharo2025

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  • 25.04.25 15:46 Sharo2025

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  • 26.04.25 19:01 ashlyncarson

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  • 27.04.25 02:41 elizabethrush89

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  • 27.04.25 02:41 elizabethrush89

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  • 29.04.25 12:10 walterkeith2004

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  • 30.04.25 22:56 thomaslilley99

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  • 01.05.25 06:40 armand231101

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  • 01.05.25 14:46 kookersylvia81

    Through Telegram, I've finally had the opportunity to witness genuine professionalism with DuneNectarWebExpert. This experience has renewed my trust in people and strengthened my conviction in the significance of persistence and empathy. As a long-standing physician practicing in Atlanta, Georgia, I've treated numerous patients who have been victimized, their lives irreversibly altered by the damaging consequences of entrusting the wrong person with their private and financial details. One of my patients suggested that I seek help from DuneNectarWebExpert. From the instant I contacted ( Support (@) Dunenectarwebexpert (.) C0M ), I was met with comprehension, as they grasped the emotional distress caused by an online romance scam. Their professionalism, compassion, and commitment to rectifying the injustices suffered by scam victims, including myself and many others, were evident. Their team, comprised of cybersecurity professionals and digital investigation specialists, promptly evaluated the situation and developed a thorough plan to retrieve my lost funds. I would not be writing this epistle if I had not achieved the outcome I anticipated when I engaged DuneNectarWebExpert services. The process was challenging, as these fraudsters actively resisted efforts to recover my scammed crypto funds successfully. At the end of everything, it was all a success, and I am forever grateful to my patient and the team of DUNENECTARWEBEXPERT for their aid in my life and my family's. Please deal with DUNENECTARWEBEXPERT directly via their officials: https:// dunenectarwebexpert . com/ Telegram, DuneNectarWebExpert.

  • 01.05.25 20:59 elizabethrush89

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  • 03.05.25 05:01 melissaholroyd

    "The breakthrough came when they traced the stolen BTC to a lesser-known Pakistani exchange. By collaborating with Interpol and Pakistani authorities, they managed to freeze the exchange account that held the bulk of my stolen coins. Although 0.3 BTC had already been liquidated, 3.2 BTC ($128,000) was successfully recovered and returned to me within 12 days. As for the people behind the scam, the click farm’s operators are now facing fraud and money laundering charges. I’m incredibly grateful for the hard work of Tech Cyber Force Recovery. They didn’t just help me recover my funds, they sent a clear message that scams like this won’t go unpunished. It’s a reminder that while the crypto space can be risky, there are Tech Cyber Force recovery teams out there who will fight to bring justice. WhatsApp +1 561 726 36 97 telegram (@)Techcyberforc

  • 03.05.25 12:24 ratty clara

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  • 08.05.25 03:35 jwright70

    At FUNDS RETRIEVER ENGINEER, we specialize in the swift and efficient recovery of stolen or lost cryptocurrencies. Our team of seasoned cybersecurity experts, blockchain analysts, and digital forensics professionals employ state-of-the-art technology and innovative strategies to trace, identify, and reclaim your assets. We’re dedicated to helping individuals and organizations recover stolen cryptocurrencies and digital assets. Our team of expert cyber security specialists, cryptocurrency recovery specialists, and digital forensic analysts work tirelessly to track, recover, and secure your stolen assets. Visit us W H A T S A P P: +1 8 0 2 9 5 2 3 4 7 0 EmaIL F U N D S R E T R I E V E R [@] E N G I N E E R. C O M OR S U P P O R T @ F U N D S R E T R I E V E R [@] E N G I N E E R. C O M WEBSITE https://fundsretrieverengineer.com

  • 13.05.25 19:18 canemarcus0

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  • 13.05.25 19:24 graceharrison09

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  • 13.05.25 19:26 John Willis

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  • 13.05.25 20:21 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.05.25 20:21 wendytaylor015

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  • 14.05.25 14:45 Clarkanderson

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  • 14.05.25 14:45 Clarkanderson

    BITCOIN RECOVERY HELP GO TO ULTIMATE HACKER JERRY

  • 14.05.25 14:45 Clarkanderson

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  • 16.05.25 14:18 patricialovick86

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  • 16.05.25 14:18 patricialovick86

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  • 17.05.25 18:33 marywilliam3544

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  • 19.05.25 05:42 kylebro

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  • 20.05.25 11:40 robertalfred175

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  • 20.05.25 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 Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.05.25 17:55 Juliuslaurence1

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  • 30.05.25 05:03 kevinpatmore2

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  • 01.06.25 17:55 springthorpecameron5

    After losing $153,000 to a fake investment platform on Telegram, I found myself under immense pressure due to both the financial loss and my ongoing cancer treatment. Desperate to recover my stolen cryptocurrency, I researched viable options and discovered Ruder Cyber Tech Sleuths, a registered Bitcoin and USDT Recovery Agency with a strong reputation. Their impressive record of successful recoveries and positive reviews gave me hope. Despite my initial doubts, reaching out to them was a pivotal moment in my recovery journey. The process was complex, but their dedication, advanced technology, and professionalism were evident. I highly recommend their services to anyone who has fallen victim to scams. Ruder Cyber Tech Sleuths are truly exceptional and provide hope in an often dishonest world. [email protected] [email protected] whatsapp: +12132801476 Telegram : @rudercybersleuths

  • 02.06.25 16:01 wendytaylor015

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  • 02.06.25 16:01 wendytaylor015

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  • 03.06.25 22:21 [email protected]

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  • 06.06.25 18:43 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at [email protected] or on WhatsApp at ‪+44 736 644 5035‬.

  • 08.06.25 12:49 jack67667766

    Jasmine Lopez es una experta en recuperar criptomonedas robadas, como Ethereum y USDT. Ella usa métodos efectivos que la hacen una buena ayuda para quienes han sido víctimas de robo. Un cliente que perdió 908 mil euros acudió a ella, y en un día, Jasmine logró devolverle toda la cantidad. Esto trajo gran alivio al cliente. Ella tiene como objetivo ayudar a otros en situaciones similares y está lista para ofrecer apoyo. Si necesitas ayuda para recuperar fondos perdidos, puedes contactarla por correo electrónico en [email protected] o por WhatsApp al número ‪+44 736 644 5035‬.

  • 09.06.25 19:49 garnierroux

    CRYPTO RECOVERY COMPANY: CONTACT iBOLT CYBER HACKER RECOVERY COMPANY I was a victim of a cryptocurrency scam and thought I had lost everything. After doing some research, I came across iBOLT CYBER HACKER RECOVERY COMPANY and decided to give them a try. To my surprise, they were extremely professional, responsive, and knowledgeable from the start. Their team worked diligently to trace the stolen funds, and within a short time, they were able to recover a significant portion of my lost crypto. I couldn’t believe it — something I thought was gone forever was returned to me. If you've lost money to a crypto scam, I highly recommend contacting iBOLT CYBER HACKER RECOVERY COMPANY. They truly deliver on what they promise. — Satisfied Client . EMAIL: [email protected]/ . WHTSAPP: +39 351 105 3619 . TELEGRAM: t.me/iboltcyberhackservice . WEBSITE: https://iboltcyberhack.org/

  • 21.06.25 04:37 jamesgrant

    The emergence of cryptocurrencies has revolutionized the financial landscape, yet it has also given rise to significant challenges, particularly concerning security and the potential for loss of assets. In this context, individuals often seek assistance from entities called SCANNER HACKER CRYPTO RECOVERY, which purport to employ sophisticated techniques to reclaim lost Bitcoin (BTC) from compromised wallets or exchanges. However, while the allure of recovering lost assets can be compelling, it is imperative to approach these services with a critical lens. The cryptocurrency ecosystem is rife with scams and fraudulent schemes, ranging from phishing attacks to outright theft; thus, due diligence is paramount. Scholars and practitioners in the field must advocate for more robust security measures, educate stakeholders on the inherent risks of cryptocurrency ownership, and promote best practices in digital asset management to mitigate the likelihood of loss. Furthermore, effective policymaking to regulate these recovery services, hold malicious actors accountable, and protect consumers is essential to fostering a safer environment in the rapidly evolving world of digital currencies. You can communicate with SCANNER HACKER CRYPTO RECOVERY Via Email: [email protected] Web: https://scannerhacktech.com/ Whatsapp: +1 431 801 7493

  • 23.06.25 15:44 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] Capital Crypto Recover 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

  • 23.06.25 15:44 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] Capital Crypto Recover 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

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:12 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:14 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:14 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:18 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:23 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 25.06.25 22:56 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 26.06.25 20:33 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 00:46 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 22:31 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 28.06.25 00:46 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.06.25 00:46 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.06.25 07:39 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 29.06.25 11:52 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.06.25 15:06 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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