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Н Новости

Человеческий мозг на Python

Приветствую любителей порассуждать о том, как скоро нейросети отнимут работу у человека и захватят мир. А также тех, кто этой темой никогда не интересовался. В общем, устраивайтесь по удобней.

Я планирую выпустить несколько статей, в которых расскажу о своих попытках воссоздать нейросеть в оригинальном ее виде. Т.е. повторить функционал настоящего нейрона, а затем и целой нейросети в коде.

С чего все началось

Нейросетями я пользовался давно. С ностальгией вспоминаю насколько убогой была первая версия ChatGPT... И меня всегда интересовал вопрос о подкапотном устройстве хотя бы самой простой из них. Но как только я начинал лезть в эту тему, меня тут же спускала на землю ОНА. Да, да - МАТЕМАТИКА. Так как математику я мягко говоря не люблю, а нейросети не отпускают мое любопытство, я решил пойти другим путем.

Во первых, возник вопрос, оправдывает ли "нейросеть" свое название? Действительно ли математические модели нейронных сетей так похожи на то, что происходит в нашей черепной коробке.

Во вторых, было бы интересно именно воссоздать нейросеть в оригинальном ее смысле. И посмотреть что из этого выйдет.

Наверняка, я не первый, кто это делает. Но смотреть на результаты других довольно скучно... поэтому поехали!

Нейробиология

Как можно программировать нейрон, не зная что он себя представляет? Поэтому, прочитав пару статей из интернета, пообщавшись с ChatGPT и отсмотрев десяток лекций из этого замечательного плейлиста, я пришел к следующим выводам.

На первом этапе нужно забыть о мозге целиком и его структурах, потому что до сих пор точно не изучено каким образом они все взаимодействуют
Существуют разные типы нейронов, но, применив главный принцип человека разумного - абстракцию, я могу создать только одну модель нейрона и получать любой другой, изменяя характеристики исходного
Существует большое количество клеток, которые поддерживают жизнь нейрона. Их тоже можно исключить из модели
Так как самые примитивные нейросети не предоставляют организмам более чем возможность передвигаться и питаться, то и мне не стоит сразу смотреть в сторону решения сложных задач. Пусть нейросеть хотя бы позволит оживить модельку червя

Устройство нейрона

Внешне нейрон выглядит так:

Внутреннее устройство нейрона. Подробнее смотрите лекции: первую и вторую.

Работа нейрона делится на четыре части.

Часть 1: Создание потенциала

Тут мы вводим новое понятие: "нейротрансмиттер", или же "нейромедиатор". Это некоторое вещество, которое способно открывать специальные каналы в дендритах. Через эти каналы в нейрон попадают положительно и отрицательно заряженные ионы.

Ионы в свою очередь создают электрический потенциал. Когда потенциал достигает порогового значения, происходит передача потенциала по аксону.

Часть 2: Передача потенциала

Благодаря электрическому потенциалу открываются каналы, которые впускают ионы натрия, которые в свою очередь открывают следующие каналы. Получается цепная реакция, которая проходит по аксону.

Когда ионы натрия доходят до конца аксона, они открывают другие каналы, которые впускают ионы кальция.

Часть 3: Выброс нейромедиаторов

В процессе жизни нейрона вырабатывается большое количество веществ. В том числе и нейромедиаторы. Это тоже довольно увлекательный процесс, но описывать его я сейчас не буду.

Эти вещества в пузырьках передаются к концу аксона.

Ионы кальция позволяют этим пузырькам слиться с телом нейрона и выбросить их в СИНАПС. Синапс - это место, где связаны дендриты одного нейрона и отростки аксона другого.

Часть 4: Реполяризация

Далее идет волна реполяризации. Она движется в обратную сторону и выравнивает электрический потенциал. После чего нейрон снова готов принимать нейромедиаторы. Цикл завершен.

Надеюсь из моего краткого описания у вас появилось хотя бы малейшее понимание работы нейрона. Переходим к коду.

Общая схема

Общая схема работы нейросети выглядит так:

Общая модель нервной системы в организме

Допустим, что класс контроллера это кожа. Она генерирует импульс на нейрон. Далее нейросеть обрабатывает этот импульс. И через другие нейроны импульс возвращается на класс контроллер. Например, на мышцы, чтобы существо сжалось от внешнего раздражителя.

Рассчет нейросети будет происходить в простом цикле. Нейросеть будет инициировать действия внутри нейрона, а также передавать нейротрансмиттеры между нейронами. Для начала запрограммируем сам нейрон.

Класс нейрона

Применяя абстракцию от сложных химических и биологических терминов в ходе длительных размышлений, я пришел к следующему

class Neuron:
    def __init__(self, name):
        self.name = name
        self.treshold = 10  # treshold of activation
        self.returnablity = 0.1  # percent of remaining transmitters
        self.speed = 5  # the less, the faster signal will be sent after activation
        self.recovery = 5  # if 0, neuron ready to send signal. -=1 on each step after

        self.sta = 5  # sta - steps to activation. Set > 0 when created to autostart
        self.str = 0  # str - steps to recovery

        # outer tm
        self.dendrite = [0, 0]  # recieve from another synaps
        self.synapse = [0, 0]  # send to another neuron and reset to zero

        # inner tm
        self.reproductivity = [0.5, -0.1]  # amount of transmitters + on each step
        self.accumulated = [0, 0]  # move to synapse and set accumulated * returnability

        self.current_state = [0, 0]  # how many transmitters in synapse; before calculations complete
        self.last_state = [0, 0]  # after calculations; [activator, ingibitor]

Давайте по порядку.

# outer tm
self.dendrite = [0, 0]  # recieve from another synaps
self.synapse = [0, 0]  # send to another neuron and reset to zero

Нейромедиаторы в общем бывают двух видов: возбуждающие и подавляющие. В зависимости от того, положительные или отрицательные ионы они впускают. Поэтому абстрагируемся от конкретных веществ. Пусть нулевой элемент всегда отвечает за положительные, а первый за отрицательные.

dendrite - отвечает за хранение возбуждающих и подавляющих нт, получаемых на дендритах

synapse - отвечает за хранение их же, но в синапсе(между дендритами одного и аксоном другого)

self.treshold = 10  # treshold of activation
self.sta = 5  # sta - steps to activation. Set > 0 when created to autostart
self.speed = 5  # the less, the faster signal will be sent after activation

Когда потенциал превышает пороговое значение treshold, происходит передача потенциала. Она отражена в переменной-счетчике sta. То есть через sta итераций произойдет выброс нт в синапс. При каждой активации нейрона, она устанавливается в константное значение speed.

self.recovery = 5  # if 0, neuron ready to send signal. -=1 on each step after
self.str = 0  # str - steps to recovery

После передачи нт нейрон восстанавливается. str еще одна переменная-счетчик.

# inner tm
self.reproductivity = [0.5, -0.1]  # amount of transmitters + on each step
self.accumulated = [0, 0]  # move to synapse and set accumulated * returnability

Все время существования нейрона в нем вырабатываются нейротрансмиттеры. reproductivity показывает сколько будет создано на каждой итерации. А accumulated - сколько уже содержится в нейроне.

Да, это довольно прямолинейная и топорная логика, но в будущем при желании можно использовать какие-либо функции для динамического рассчета нт.

Когда счетчик sta оказывается в нуле, значения из accumulated назначаются в synapse, а accumulated обнуляется.

Следующие связанные нейроны будут брать нт из synapse, а часть нт будет возвращена из synapse в accumulated. (Да, часть нт возвращается обратно в нейрон)

self.current_state = [0, 0]  # how many transmitters in synapse; before calculations complete
self.last_state = [0, 0]  # after calculations; [activator, ingibitor]

current_state хранит уровень потенциала в нейроне. Так как рассчет происходит последовательно в цикле, то может возникнуть такая ситуация, что нейрон должен принять нт из множества других, но один уже был рассчитан, а остальные еще нет. Поэтому для каждого нейрона введен дополнительный атрибут last_state, который будет обновлен для каждого нейрона после завершения рассчетов. Т.е. в процессе рассчета новые данные записываются в current_state, а используются last_state.

На схеме это выглядит следующим образом

А это уже целая нейросеть!

Класс нейросети

Хорошо, класс нейрона есть. Но сам по себе он бесполезен. Его нужно заставить работать.

class Network:
    def __init__(self):
        #  replace axons and dendrites with it
        self.neurons: {Neuron: [Neuron]} = {}
        self.run = False

Словарь neurons хранит все нейроны в нейросети в качестве ключей, а также список нейронов с которыми он связан в качестве значений.

А также есть флаг run, который помогает останавливать нейросеть, когда она запущена в отдельном потоке.

Далее пару методов для создания и редактирования сети

# first to second (one way communication)
def link(self, n1, n2):
    if n2 in self.neurons[n1]:
        self.neurons[n1].remove(n2)
    else:
        self.neurons[n1].append(n2)

def add(self, n: Neuron):
    self.neurons[n] = []

И наконец, главная логика ее работы

  def maincycle(self):
      while self.run:
          for neuron in self.neurons.keys():
              neuron.step()
              tm = neuron.synapse
              neuron.synapse[0] = neuron.synapse[0] * 0.1
              neuron.synapse[1] = neuron.synapse[1] * 0.1
              amount = len(self.neurons[neuron])
              for dendrite in self.neurons[neuron]:
                  dendrite.dendrites((tm[0]/amount, tm[1]/amount))

          for neuron in self.neurons.keys():
              neuron.last_state = neuron.current_state

          time.sleep(0.01)

Здесь мы проходим по всем нейронам в словаре. Распределяем нейротрансмиттеры из синапса поровну по всем связанным с ним нейронам. А затем обновляем состояния каждого.

Как вы могли заметить, в цикле вызывается метод step нейрона. Он реализует логику его работы

def step(self):
    self.accumulated[0] += self.reproductivity[0]
    self.accumulated[1] += self.reproductivity[1]
    if self.str > 0:
        print(pcns(), self.name, 'ВОССТАНАВЛИВАЮСЬ')
        self.str -= 1
    elif self.sta == 1:
        print(pcns(), self.name, 'ВЫБРАСЫВАЮ')
        self.sta = 0
        self.synapse[0] += self.accumulated[0]
        self.synapse[1] += self.accumulated[1]
        self.accumulated[0] = self.accumulated[0] * self.returnablity
        self.accumulated[1] = self.accumulated[1] * self.returnablity
        self.str = self.recovery
    elif self.sta > 0:
        print(pcns(), self.name, 'ПЕРЕДАЮ')
        self.sta -= 1
    elif self.last_state[0] + self.last_state[1] > self.treshold:
        print(pcns(), self.name, 'АКТИВИРУЮСЬ')
        self.current_state = [0, 0]
        self.sta = self.speed
    else:
        print(pcns(), self.name, 'НАКАПЛИВАЮ')
        self.current_state[0] += self.dendrite[0]
        self.current_state[1] += self.dendrite[1]
        self.dendrite[0] = 0
        self.dendrite[1] = 0

И метод dendrites для приема нт из синапса

def dendrites(self, tm):
    print(pcns(), self.name, 'ПРИНИМАЮ')
    self.dendrite[0] += tm[0]
    self.dendrite[1] += tm[1]

Теперь попробуем это все запустить

if __name__ == '__main__':
    net = Network()
    net.run = True
    threading.Thread(target=net.maincycle).start()
    n1 = Neuron('ПЕРВЫЙ')
    n2 = Neuron('ВТОРОЙ')
    net.add(n1)
    net.add(n2)
    net.link(n1, n2)

Часть вывода в консоли

-----------1------------
386500223981600 ПЕРВЫЙ ПЕРЕДАЮ
386500224013300 ВТОРОЙ ПРИНИМАЮ
386500224025400 ВТОРОЙ ПЕРЕДАЮ
-----------2------------
386500727221500 ПЕРВЫЙ ПЕРЕДАЮ
386500727240500 ВТОРОЙ ПРИНИМАЮ
386500727253100 ВТОРОЙ ПЕРЕДАЮ
-----------3------------
386501230345700 ПЕРВЫЙ ПЕРЕДАЮ
386501230378100 ВТОРОЙ ПРИНИМАЮ
386501230395500 ВТОРОЙ ПЕРЕДАЮ
-----------4------------
386501739995900 ПЕРВЫЙ ПЕРЕДАЮ
386501740041700 ВТОРОЙ ПРИНИМАЮ
386501740061700 ВТОРОЙ ПЕРЕДАЮ
-----------5------------
386502247167700 ПЕРВЫЙ ВЫБРАСЫВАЮ
386502247208500 ВТОРОЙ ПРИНИМАЮ
386502247231500 ВТОРОЙ ВЫБРАСЫВАЮ
-----------6------------
386502761955400 ПЕРВЫЙ ВОССТАНАВЛИВАЮСЬ
386502761996500 ВТОРОЙ ПРИНИМАЮ
386502762028300 ВТОРОЙ ВОССТАНАВЛИВАЮСЬ
-----------7------------
386503265130200 ПЕРВЫЙ ВОССТАНАВЛИВАЮСЬ
386503265159800 ВТОРОЙ ПРИНИМАЮ
386503265181800 ВТОРОЙ ВОССТАНАВЛИВАЮСЬ

Все работает именно так, как и было задумано! (хотя при первом прочтении вряд ли это можно понять)

Графический интерфейс

Но ведь ничего не понятно! Скажете вы. И я с вами полностью согласен. Поэтому посидев часок с ChatGPT я смог получить графический интерфейс на pygame.

С помощью этого интерфейса можно добавлять нейроны, удалять, создавать и удалять связи. Сохранять и загружать модели, перемещаться по экрану и масштабировать. А также выводить показатели в реальном времени. (Я был приятно удивлен качеством работы ChatGPT 4.0)

Здесь подсвечена связь во время передачи сигнала

Исходный код можно найти в моем github.

Заключение

Мне удалось реализовать изначальную задумку. Все работает так, как я и хотел. Был удивлен, насколько математические модели нейросетей похожи на то, как они выглядят на самом деле.

В следующих статьях покажу, как я проектирую нейросеть. Попробую привязать ее к объектам и взаимодействовать с ними. А также вывести инструкцию по тонкой настройке нейросети(показателей, чьи значения можно изменять там ого-го).

Хочу создать механизм для эволюционного развития нейросети. Сложно представить, как можно вручную создать тысячи нейронов. Пусть они сами генерируются рандомно, а я лишь буду задавать условия естественного отбора.

В общем, идей еще очень много. По мере их реализации, буду писать новые статьи. Спасибо за прочтение!

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20 июн. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
24.06.24 04:31 tashandiarisha

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26.06.24 18:46 Jacobethannn098

LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER
26.06.24 18:46 Jacobethannn098

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

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27.08.24 13:06 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

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06.09.24 01:44 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
16.09.24 00:10 marcusaustin

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16.09.24 00:11 marcusaustin

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23.09.24 18:56 matthewshimself

At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
01.10.24 14:54 Sinewclaudia

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02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
18.10.24 09:34 freidatollerud

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31.10.24 00:13 ytre89

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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19.11.24 03:06 [email protected]

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19.11.24 03:07 [email protected]

My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
21.11.24 04:14 ronaldandre617

Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886 Email digital tech guard . com Telegram: digital tech guard recovery . com website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!
21.11.24 08:02 Emily Hunter

If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.
22.11.24 04:41 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
22.11.24 15:26 cliftonhandyman

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22.11.24 23:43 teresaborja

all thanks to Tech Cyber Force Recovery expert assistance. As a novice in cryptocurrency, I had been carefully accumulating a modest amount of Bitcoin, meticulously safeguarding my digital wallet and private keys. However, as the adage goes, the best-laid plans can often go awry, and that's precisely what happened to me. Due to a series of technical mishaps and human errors, I found myself locked out of my Bitcoin wallet, unable to access the fruits of my digital labors. Panic set in as I frantically searched for a solution, scouring the internet for any glimmer of hope. That's when I stumbled upon the Tech Cyber Force Recovery team, a group of seasoned cryptocurrency specialists who had built a reputation for their ability to recover lost or inaccessible digital assets. Skeptical at first, I reached out, desperate for a miracle. To my utter amazement, the Tech Cyber Force Recovery experts quickly assessed my situation and devised a meticulous plan of attack. Through their deep technical knowledge, unwavering determination, and a keen eye for detail, they were able to navigate the complex labyrinth of blockchain technology, ultimately recovering my entire Bitcoin portfolio. What had once seemed like a hopeless endeavor was now a reality, and I found myself once again in possession of my digital wealth, all thanks to the incredible efforts of the Tech Cyber Force Recovery team. This experience has not only restored my faith in the cryptocurrency ecosystem. Still, it has also instilled in me a profound appreciation for the critical role that expert recovery services can play in safeguarding one's digital assets. ENAIL < Tech cybers force recovery @ cyber services. com > WEBSITE < ht tps : // tech cyber force recovery. info > TEXT < +1. 561. 726. 3697 >
24.11.24 02:21 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
25.11.24 02:19 briankennedy

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25.11.24 02:20 briankennedy

After countless hours of research and desperate attempts to find a solution, I stumbled upon FASTFUND RECOVERY. It was like finding an oasis in the middle of a desert. Their website promised to help victims of scams reclaim what was rightfully theirs, and I instantly knew I had to give them a shot. Before diving headfirst into the recovery process, I wanted to make sure that FASTFUND RECOVERY was the real deal. So, I did my due diligence and looked into their expertise and reputation. To my relief, I found that they had an impeccable track record, successfully assisting countless individuals in recovering their lost funds. Their team consisted of experts in cybersecurity and financial fraud, armed with the knowledge and tools needed to tackle even the most intricate scams. With their reputation preceding them, I felt a renewed sense of hope. FASTFUND RECOVERY successfully came to my aid and got back the amount I lost to these scammers and for this, I am sending this article for clarification. The info of FASTFUND RECOVERY is email: Fastfundrecovery8 (@)Gmail (.) com. Web fastfundrecovery(.)com. (W/A 1 807/500/7554)
26.11.24 21:59 [email protected]

In a world brimming with enticing investment opportunities, it is crucial to tread carefully. The rise of digital currencies has attracted many eager investors, but along with this excitement lurk deceitful characters ready to exploit the unsuspecting. I learned this lesson the hard way, and I want to share my story in the hopes that it can save someone from making the same mistakes I did. It all began innocently enough when I came across an engaging individual on Facebook. Lured in by promises of high returns in the cryptocurrency market, I felt the electric thrill of potential wealth coursing through me. Initial investments returned some profits, and that exhilarating taste of success fueled my ambition. Encouraged by a meager withdrawal, I decided to commit even more funds. This was the moment I let my guard down, blinded by greed. As time went on, the red flags started to multiply. The moment I tried to withdraw my earnings, a cascade of unreasonable fees appeared like a thick mist, obscuring the truth. “Just a little more,” they said, “Just until the next phase.” I watched my hard-earned money slip through my fingers as I scraped together every last cent to pay those relentless fees. My trust had become my downfall. In the end, I lost not just a significant amount of cash, but my peace of mind about $1.1 million vanished into the abyss of false promises and hollow guarantees. But despair birthed hope. After a cascade of letdowns, I enlisted the help of KAY-NINE CYBER SERVICES, a team that specializes in reclaiming lost funds from scams. Amazingly, they worked tirelessly to piece together what had been ripped away, providing me with honest guidance when I felt utterly defeated. Their expertise in navigating the treacherous waters of crypto recovery was a lifeline I desperately needed. To anyone reading this, please let my story serve as a warning. High returns often come wrapped in the guise of deception. Protect your investments, scrutinize every opportunity, and trust your instincts. Remember, the allure of quick riches can lead you straight to heartbreak, but with cautious determination and support, it is possible to begin healing from such devastating loss. Stay informed, stay vigilant, and may you choose your investment paths wisely. Email: kaynine @ cyberservices . com
26.11.24 23:12 rickrobinson8

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26.11.24 23:12 rickrobinson8

Although recovering from the terrible effects of investment fraud can seem like an impossible task, it is possible to regain financial stability and go on with the correct assistance and tools. In my own experience with Wizard Web Recovery, a specialized company that assisted me in navigating the difficulties of recouping my losses following my fall prey to a sophisticated online fraud, that was undoubtedly the case. My life money had disappeared in an instant, leaving me in a state of shock when I first contacted Spartan Tech Group Retrieval through this Email: spartantechretrieval (@) g r o u p m a i l .c o m The compassionate and knowledgeable team there quickly put my mind at ease, outlining a clear and comprehensive plan of action. They painstakingly examined every aspect of my case, using their broad business contacts and knowledge to track the movement of my pilfered money. They empowered me to make knowledgeable decisions regarding the rehabilitation process by keeping me updated and involved at every stage. But what I valued most was their unrelenting commitment and perseverance; they persisted in trying every option until a sizable amount of my lost money had been successfully restored. It was a long and arduous journey, filled with ups and downs, but having Spartan Tech Group Retrieval in my corner made all the difference. Thanks to their tireless efforts, I was eventually able to rebuild my financial foundation and reclaim a sense of security and control over my life. While the emotional scars of investment fraud may never fully heal, working with this remarkable organization played a crucial role in my ability to move forward and recover. For proper talks, contact on WhatsApp:+1 (971) 4 8 7 - 3 5 3 8 and Telegram:+1 (581) 2 8 6 - 8 0 9 2 Thank you for your time reading as it will be of help.
27.11.24 00:39 [email protected]

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27.11.24 09:10 Michal Novotny

The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.