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Н Новости

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:

RAG, Поисковая расширенная генерация

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

Как это выглядит:

Индексируем данные
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:

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

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:

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:

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():

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

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

Алиса, отбой.

Источник

Теги

ICO

Категория

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Дата

1 июл. 2025 г.

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03.05.25 05:01 melissaholroyd

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13.05.25 19:24 graceharrison09

I LOST MY CRYPTO, HOW DO I RECOVER IT? Contact iFORCE HACKER RECOVERY My name is Grace Harrison, a single mother of two from the U.S., and I want to share how I overcame a devastating cryptocurrency scam with the help of iForce Hacker Recovery. Drawn in by the promise of high returns, I invested most of my savings into what seemed like a legitimate crypto platform only to lose everything overnight. The emotional and financial toll was overwhelming. Desperate, I discovered iForce Hacker Recovery. Though initially unsure, their professionalism and empathy gave me hope. They explained the recovery process clearly and treated my case with care. Thanks to their expertise, I was able to recover my lost funds and regain control of my financial future. Whatsapp +1 240. 80. 33. 706
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

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
14.05.25 14:45 Clarkanderson

Hello, my name is Clark Anderson from Spain. I want to share my experience with a fake investment platform. I was introduced to a Bitcoin investment opportunity by a man from the United Kingdom and, trusting him, I invested $50,000. When I tried to withdraw my profits, I realized I had been scammed. Desperate for help, I searched online for recovery options and found Ultimate Hacker Jerry. Thanks to his assistance, I was able to seek help in recovering my losses. I hope my story serves as a warning to others about the dangers of online investments. INFOR [email protected] +1,4,5,8,3,0,8,0,8,2,5 https(://)ultimates hackjerry (.) com
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

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
17.05.25 18:33 marywilliam3544

A few months ago, I became a victim of a crypto scam that cost me more than $42,000. It started with what looked like a legitimate investment opportunity on social media. The platform was well-designed, the “advisors” sounded experienced, and the returns they promised seemed realistic at the time. I did some quick research, saw fake positive reviews, and decided to give it a try.At first, everything seemed to go smoothly. I deposited small amounts and saw returns in my account almost immediately. Encouraged, I added more—until I realized I could no longer withdraw anything. The site shut down, the contact numbers went dead, and the people I had spoken to disappeared. That’s when it hit me—I had been scammed.I was embarrassed, angry, and honestly, heartbroken. I didn’t think there was any way to get the money back. My bank couldn’t help, the police didn’t have any tools for crypto tracing, and I felt completely stuck. Then, a friend referred me to PRO WIZARD GILBERT RECOVERY. I was hesitant at first, but after speaking with one of their recovery specialists, I felt a sense of hope I hadn’t felt in weeks. They were incredibly professional, didn’t make any exaggerated claims, and explained their process clearly.The team began working right away using advanced blockchain forensics to trace the stolen funds. Within a few days, they located the wallets that received my funds and started the legal steps necessary to flag and recover the crypto. I was blown away by how thorough and efficient they were After several weeks of careful investigation and coordination, PRO WIZARD GILBERT RECOVERY successfully recovered nearly 75% of my lost funds. I couldn’t believe it. I went from thinking that money was gone forever to having it returned to me—and all thanks to their dedication and expertise.If you’ve lost money to a crypto scam, I can’t recommend PRO WIZARD GILBERT RECOVERY enough. They’re the real deal. Professional, honest, and relentless in fighting for their clients. Thanks to them, I’ve not only recovered most of what I lost, but I’ve also regained peace of mind. CONTACT INFO=====WhatsApp +1 (920) 408‑1234 TELEGRAM====== http s:// t. me/Pro_Wizard_Gilbert_Recovery EMAIL========== pro wizard gilbert recovery (@) engineer. com
19.05.25 05:42 kylebro

It’s been hard losing a lot of my money to these companies. I found a crypto Recovery Agent,VIA Email:( [email protected] ) who made sure I got back everything. If your case is similar, you can consult them on how to get your money back. Whats app or text : +1 949 245 7617 Telegram : @dawsonwright Website : bestrecoveryagent.com
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
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

It started as an ordinary Tuesday. I was transferring 5 BTC my life savings at the time to a new cold wallet for better security. My fingers moved swiftly, copying the address, pasting it, and hitting Send without a second thought. Then ,the horrow struck.A split second after the transaction confirmed, I realized I had pasted the wrong address. A typo. One wrong character. My stomach twisted into knots as I watched my Bitcoin disappear into the blockchain abyss, headed to an address I didn’t recognize. Panic set in. 5 BTC. Over $300,000 at the time. Gone. I spent sleepless nights scouring forums, reaching out to blockchain experts, even pleading with miners but the immutable nature of Bitcoin meant no one could reverse it. The address was active, but the owner? Unknown. Then, I stumbled upon Washington Recovery Pro, a firm specializing in cryptocurrency transaction reversals and asset recovery. Skeptical but desperate, I reached out. Their team, led by a seasoned blockchain investigator named Marcus, took my case. They explained that while Bitcoin transactions are irreversible, if the recipient is identifiable, recovery is possible through negotiation or legal pressure. Using on-chain forensics, they traced the mistaken transaction to a crypto exchange wallet meaning the recipient had likely cashed out or moved the funds. Washington Recovery Pro contacted the exchange, providing irrefutable proof of the erroneous transfer. After weeks of pressure, the exchange froze the funds and initiated a recovery process. two weeks after my heart-stopping mistake, I received an email: Your 5 BTC has been recovered and will be returned to your wallet. I couldn’t believe it. Washington Recovery Pro had done the impossible. My Bitcoin was saved, but not by luck by skill, persistence, and legal expertise. If you ever face a similar nightmare, remember: some mistakes can be undone. Email: [email protected]: +1 (903) 249‑8633‬
30.05.25 05:03 kevinpatmore2

Good day everyone, some statements people make may appear unbelievable, yet they reflect their truth due to their personal experiences. I'm a truck driver and I enjoy playing the lottery, but it's been 8 years without winning anything significant. I became upset over this and chose to seek help online from anyone skilled in using spells to win the lottery since my grandma had faith in spells and a story about Lord Meduza spells drew my interest. I obtained his contact information, and we discussed all aspects of how he could assist me. In less than 72 hours, Lord Meduza provided me with the lottery numbers I required after he completed the spell for me. I purchased my ticket online, followed the guidance of Lord Meduza, and now my life is fortunate because I won a $42.5 million Jackpot in the lottery I participated in. I’m thankful to Lord Meduza because he truly keeps his promises and I will donate $1 million to the orphanage homes in my city. Email: [email protected] or WhatsApp +18079072687.
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

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
02.06.25 16:01 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
03.06.25 22:21 [email protected]

When I lost $120,000 to obvious price manipulation on a shady derivatives platform, I felt a mix of disbelief and frustration. I had been drawn to this platform by promises of high returns and innovative trading features that seemed too good to be true. Initially, everything appeared to be going well, and I was excited about the potential profits. However, it didn’t take long for me to notice some alarming signs. As I continued to trade, I began to see unusual price fluctuations that didn’t align with the broader market trends. It was as if the platform was orchestrating these movements to manipulate prices in their favor. Despite my growing suspicions, the allure of quick profits kept me engaged. I convinced myself that I could navigate the volatility and come out ahead. Unfortunately, that was a grave mistake. I suffered a significant loss, which wiped out a substantial portion of my investment. It was a gut-wrenching moment, and I felt utterly defeated. In my desperation, I reached out to Web-site: www://trustgeekshackexpert.com/ --- (Email: [email protected]] a firm that specializes in recovering lost funds from fraudulent platforms. I hoped they could help me reclaim at least a portion of my losses.[TRUST GEEKS HACK EXPERT] was incredibly supportive and trustyworthy. They conducted a thorough investigation into the platform’s operations and quickly uncovered the truth was the exchange was fake and designed to exploit unsuspecting traders like me. [TRUST GEEKS HACK EXPERT] revealed that the operators had created a façade of legitimacy, complete with fake testimonials and misleading marketing strategies, to lure in victims.With the evidence gathered by [TRUST GEEKS HACK EXPERT], they took decisive action. They traced my lost funds to the operators’ cold wallets, which are typically used to store cryptocurrencies securely offline. This was a crucial step, as it allowed [TRUST GEEKS HACK EXPERT] to pinpoint where my stolen funds were held. Through a combination of legal pressure and technical expertise, they managed to negotiate the return of $95,000 to me a significant portion of my initial loss.This has been a stark reminder of the risks associated with trading on unregulated platforms. Thanks to [TRUST GEEKS HACK EXPERT], I learned the hard way that it’s essential to conduct thorough research before engaging with any trading service. I now recognize the signs of potential fraud, such as unrealistic profit promises and a lack of transparency. The successful recovery of my funds by [TRUST GEEKS HACK EXPERT]
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

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24.06.25 04:10 Beth Wilson

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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

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24.06.25 04:12 Beth Wilson

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24.06.25 04:14 Beth Wilson

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24.06.25 04:14 Beth Wilson

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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
10.07.25 19:43 kevin

People have lost so much in binary options and Crypto currency, many Traders have failed to withdraw their funds and profits made from binary and crypto currency options, failed to use the right strategies when needed, failed to engage with the right broker, not giving their trade a break, also having too many trading accounts which is one of the cause of their lost of funds, deposits of too low or too high amount of funds and most especially, not being able to present the full history of their trade when trying to withdraw their funds and their profits. If you are out there and having problems such as these or you are a beginner, or for a good reason need to raise your standard of living or you have been scammed or you have problems withdrawing your funds and profits made from your recent trades contact him via ZATTCHRECOVERY @ GMAIL COM he will guide you on steps how to get your money back.
12.07.25 23:43 [email protected]

Mighty Hackar Recovery saved me The internet, once a safe space for communication, has become a dangerous place for sc@mmers. A R&B fan, unaware of the warning signs, invested $600,000 in an Instagram sc@m claiming to be from Teddy Swims. The sc@mmer was defrauded, and the victim's money went missing. They sought help from Mighty Hackar Recovery, a group specializing in recovering cryptocurrency fraud. The group conducted a thorough investigation, revealing the fraudster's dishonesty. The experience taught the importance of caution and the need to trust others. The story serves as a warning to double-check identities, carefully consider offers, and seek professional advice before making financial commitments. If you have fallen victim to a bitc0in sc@m, Mighty Hackar Recovery can help. You can reach out to them on WhatsApp +14042456415 Mighty Hacker Recovery hire Bitc0in expert near you. Blockchain projects Cryptocurrency exchanges ICOs (Initial Coin Offerings) Crypto wallet providers Decentralized applications (DApps) Cryptocurrency mining companies Blockchain-based platforms Crypto payment solutions NFT (Non-Fungible Token) projects
19.07.25 13:09 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.07.25 13:10 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email:: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.07.25 13:47 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 Recoveryfundprovider@GmaiL. com or on WhatsApp at ‪+44 736 644 {5035}‬.
21.07.25 08:47 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 Recoveryfundprovider@GmaiL. com or on WhatsApp at ‪+44 736 644 {5035}‬.
22.07.25 19:01 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 Recoveryfundprovider@GmaiL. com or on WhatsApp at ‪+44 736 644 {5035}‬.
22.07.25 20:04 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 Recoveryfundprovider@GmaiL. com or on WhatsApp at ‪+44 736 644 {5035}‬.
23.07.25 22:57 Frodejoel

Yes, recovery is possible — I say this from personal experience. A few months ago, I was scammed out of a large amount of crypto by what seemed like a legitimate investment opportunity. I tried reaching out to the platform, filed reports, and even contacted my wallet provider — no success. Then I came across a team called Scanner Hacker Crypto Recovery. I was skeptical at first, but they walked me through the process. They helped track the transaction trail and guided me through the necessary legal and technical steps. In the end, I was able to recover my stolen crypto — something I thought was gone forever. If you’ve been a victim: • Don’t panic • Don’t send more money to new “recovery scammers.” • Do your research and look for ethical, proven recovery teams I’m happy to share more about my experience if it helps — just write to Scanner Hacker Crypto Recovery directly with their email address: [email protected] Website: https://scannerhacktech.com/
24.07.25 13:51 tomcooper0147

Agent Jasmine Lopez has been a lifesaver! My Instagram account, crucial for my job, was locked, and I was at a loss on how to recover it. Thankfully, I reached out to Jas, and she expertly helped me regain access. The relief was immense! If you're facing a similar issue or need account assistance, I highly recommend contacting her. You can reach out to her on insta at { Recoveryfundprovider} (RECOVERYFUNDPROVIDER@GMAIL. COM.) WhatsApp her at +44 {736-644-5035} She's knowledgeable and efficient – she'll get the job done!
24.07.25 15:18 [email protected]

The mining pool I joined initially appeared to be a golden opportunity, promising consistent daily payouts, glowing testimonials, and a professional-looking platform that inspired confidence. I conducted what I believed was thorough research before investing a significant amount into what seemed to be a legitimate operation. For several months, everything ran smoothly, and I watched my earnings grow steadily until the day the platform suddenly vanished without a trace. With it went my investment, along with the funds of countless other victims. I was devastated, realizing I had fallen for an elaborate scam that had ensnared many others like me.Desperate for a solution, I began searching for ways to recover my lost cryptocurrency and stumbled upon TRUST GEEKS HACK EXPERT, a firm specializing in tracking down fraudulent schemes. Although I was initially skeptical about their services, I felt I had no other options left, so I decided to reach out Via web https://trustgeekshackexpert.com/ And Email.Trustgeekshackexpert{At}fastservice{.}com. To my surprise, their team responded immediately, explaining their process with clarity and confidence. They had dealt with similar cases before and knew exactly where to look for the missing funds. Using advanced blockchain analysis techniques, they traced the stolen funds through multiple wallets, uncovering the scammer’s real identity, a fake persona cleverly hiding behind layers of obfuscation. With concrete evidence in hand, they collaborated with law enforcement to freeze the fraudster’s assets. To my amazement, within just a few weeks, TRUST GEEKS HACK EXPERT successfully recovered 90% of my lost funds, returning them to me and other victims of the scam. The relief I felt was indescribable. What had initially seemed like a hopeless situation transformed into a second chance, all thanks to their expertise and relentless persistence. If you’ve been scammed by a fake mining pool, Ponzi scheme, or any form of cryptocurrency fraud, don’t give up hope. TRUST GEEKS HACK EXPERT demonstrated that even in the chaotic landscape of decentralized finance, justice is indeed possible.
25.07.25 17:54 trinity1121

It is a pleasure to write this review. I have been with MARIE since the beginning of 2018, and the service has been great. I had my coins stolen by hackers and I was so worried about how to get them back. It was a nightmare for me, because I didn't know where to start. But then my friend told me about ([email protected] and telegram:@Marie_consultancy) and it made everything easier for me. I am glad that my bitcoin was recovered and now I can continue trading
25.07.25 22:49 tomcooper0147

Agent Jasmine Lopez helped me recover nearly £502,000 in USDC from a crypto scam. When I lost the funds, I felt hopeless, but her expertise in blockchain and dedication made all the difference. She skillfully traced complex transactions and tracked down the scammers, which would have been impossible for me to do on my own. Thanks to her tireless efforts, I was able to recover a significant portion of my lost crypto. If you've fallen victim to a similar scam, I highly recommend reaching out to her. You can contact her via email at [Recoveryfundprovider@gmail. COM.] or WhatsApp at {44 736-644-5035}. Her attention to detail and commitment to her work are truly impressive. Don't hesitate to reach out – her expertise could be the key to recovering your lost funds.
25.07.25 23:04 benjudge

Honestly, if you’ve ever fallen victim to a crypto scam, I know how overwhelming and hopeless it can feel. I went through it myself and tried everything I could to recover what I lost—nothing worked until I found someone who genuinely knew what they were doing. Sylvester Bryant was the one actually helped me recover my USDC. What stood out was how transparent and professional he was the entire time. No empty promises—just real results and support when I needed it most. If you’re in the same boat and looking for someone reliable, I truly recommend giving him a shout. You can reach him at: 📧 yt7cracker [at] gmail [dot] com 📱 WhatsApp: +1 (512) 577-7957 Don’t lose hope—it is possible to bounce back.
25.07.25 23:04 benjudge

Honestly, if you’ve ever fallen victim to a crypto scam, I know how overwhelming and hopeless it can feel. I went through it myself and tried everything I could to recover what I lost—nothing worked until I found someone who genuinely knew what they were doing. Sylvester Bryant was the one actually helped me recover my USDC. What stood out was how transparent and professional he was the entire time. No empty promises—just real results and support when I needed it most. If you’re in the same boat and looking for someone reliable, I truly recommend giving him a shout. You can reach him at: 📧 yt7cracker [at] gmail [dot] com 📱 WhatsApp: +1 (512) 577-7957 Don’t lose hope—it is possible to bounce back.
26.07.25 14:00 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.07.25 14:00 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.07.25 15:58 benjudge

Hey everyone, just wanted to share my experience in case it helps someone else here. If you've ever lost funds in a crypto scam, you know how devastating it can be. I went through it myself and tried several recovery services—most were dead ends. The only one who actually helped was Sylvester Bryant. He assisted me in recovering my USDC, XRP and what really impressed me was his professionalism and honesty throughout the process. If you’re in a similar situation, I’d suggest getting in touch with him. 📧 yt7cracker [@] gmail . com 📱 WhatsApp: +1 (512) 577-7957 Just sharing in case it helps someone avoid the runaround I went through
26.07.25 15:58 benjudge

Hey everyone, just wanted to share my experience in case it helps someone else here. If you've ever lost funds in a crypto scam, you know how devastating it can be. I went through it myself and tried several recovery services—most were dead ends. The only one who actually helped was Sylvester Bryant. He assisted me in recovering my USDC, XRP and what really impressed me was his professionalism and honesty throughout the process. If you’re in a similar situation, I’d suggest getting in touch with him. 📧 yt7cracker [@] gmail . com 📱 WhatsApp: +1 (512) 577-7957 Just sharing in case it helps someone avoid the runaround I went through
26.07.25 16:12 trinity1121

Recovering lost funds requires teamwork between recovery experts and legal helpers. Recovery specialists can find and get back stolen assets,. Educate yourself by reaching out to ([email protected] and telegram:@Marie_consultancy) . This helps prevent future scams and can assist in reclaiming lost Bitcoin. Being cautious and searching for help increases your chances of getting your money back.
26.07.25 17:02 benjudge

Hey everyone, just wanted to share my experience in case it helps someone else here. If you've ever lost funds in a crypto scam, you know how devastating it can be. I went through it myself and tried several recovery services—most were dead ends. The only one who actually helped was Sylvester Bryant. He assisted me in recovering my USDC, XRP and what really impressed me was his professionalism and honesty throughout the process. If you’re in a similar situation, I’d suggest getting in touch with him. 📧 yt7cracker [@] gmail . com 📱 WhatsApp: +1 (512) 577-7957 Just sharing in case it helps someone avoid the runaround I went through
26.07.25 17:52 benjudge

Honestly, if you’ve ever fallen victim to a crypto scam, I know how overwhelming and hopeless it can feel. I went through it myself and tried everything I could to recover what I lost—nothing worked until I found someone who genuinely knew what they were doing. sylvester bryant was the one actually helped me recover my USDC. What stood out was how transparent and professional he was the entire time. No empty promises—just real results and support when I needed it most. If you’re in the same boat and looking for someone reliable, I truly recommend giving him a shout. You can reach him at: 📧 yt7cracker@ gmail . com 📱 WhatsApp: +1 (512) 577-7957 Don’t lose hope—it is possible to bounce back.
26.07.25 19:49 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
26.07.25 21:06 daniellahugson

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN. CONSULT A CERTIFIED CRYPTO RECOVERY EXPERT, FASTFUND RECOVERY.
26.07.25 21:06 daniellahugson

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN. CONSULT A CERTIFIED CRYPTO RECOVERY EXPERT, FASTFUND RECOVERY.
26.07.25 21:07 daniellahugson

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN. CONSULT A CERTIFIED CRYPTO RECOVERY EXPERT, FASTFUND RECOVERY. I had always thought it would be impossible to recover stolen cryptocurrency funds until I came across the Fastfund Recovery team. This cryptocurrency recovery team successfully recovered my stolen Bitcoin and Ethereum funds. I was one of the many victims of a crypto scam, and I lost my entire family savings trying to double it. It was a very difficult time for me and my family. I was depressed and gave up hope of ever getting my money back. A few weeks ago, I came across a post while searching for clues on Google on how to recover my cryptocurrency. I saw a recommendation about Fastfund Recovery and how they were able to recover cryptocurrency funds for many scam victims effectively. I didn’t hesitate to contact them and provide all the necessary information. Fastfund Recovery was able to recover my funds within two days. I’m truly grateful for their service, and I promised them I would recommend them to others like me. You can easily reach them via E-Mail: Fastfundrecovery8 (@)gmail com W/A: 1 (807)500-7554. Fastfund Recovery is no doubt the best when it comes to recovering cryptocurrency funds.