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[Перевод] Prompt Caching: токены LLM в 10 раз дешевле — но за счёт чего?

Команда AI for Devs подготовила перевод и разбор статьи о Prompt Caching — технологии, которая делает входные токены LLM в разы дешевле и заметно снижает задержки. Внутри — подробное объяснение, что именно кэшируют OpenAI и Anthropic, как KV-кэш связан с attention в трансформерах и почему это не имеет ничего общего с повторным использованием ответов.

На момент, когда я пишу эту статью, закэшированные входные токены стоят в долларах за токен примерно в 10 раз дешевле обычных входных токенов — как в API OpenAI, так и Anthropic.

Anthropic даже заявляет, что кэширование промптов может снизить задержку «до 85% для длинных промптов», и в моих собственных тестах я убедился, что при достаточно длинном промпте это действительно так. Я отправил сотни запросов и в Anthropic, и в OpenAI и заметил существенное сокращение задержки до первого токена для промптов, в которых все входные токены брались из кэша.

Теперь, когда я зацепил вас красивым текстом и эффектными графиками, задавались ли вы когда-нибудь вопросом…

Что вообще такое закэшированный токен?

Что происходит в этих бескрайних океанах GPU, что позволяет провайдерам давать вам скидку в 10 раз на входные токены? Что именно они сохраняют между запросами? Это не сохранение ответа с последующим повторным использованием, если тот же самый промпт отправляется снова — это легко проверить через API. Напишите промпт, отправьте его десяток раз и обратите внимание: вы получаете разные ответы каждый раз, даже если в разделе usage указано, что входные токены были закэшированы.

Не удовлетворившись ответами в документации вендоров ПО для разработчиков, которые хорошо объясняют, как пользоваться кэшированием промптов, но аккуратно обходят вопрос о том, что именно кэшируется, я решил копнуть глубже. Я нырнул в кроличью нору устройства LLM, пока не понял, какие именно данные провайдеры кэшируют, для чего они используются и как это делает всё быстрее и дешевле для всех.

К концу этой статьи вы:

глубже поймёте, как работают LLM
сформируете новую интуицию о том, почему LLM устроены именно так
разберётесь, какие именно нули и единицы кэшируются и как это снижает стоимость ваших запросов к LLM

Архитектура LLM

В своей основе LLM — это гигантские математические функции. Они принимают на вход последовательность чисел и выдают на выходе число. Внутри LLM находится огромный граф из миллиардов тщательно организованных операций, которые преобразуют входные числа в выходное.

Этот гигантский граф операций можно грубо разделить на четыре части.

Каждый узел на этой схеме можно рассматривать как функцию, которая принимает входные данные и возвращает результат. Вход подаётся в LLM в цикле до тех пор, пока специальное выходное значение не скажет модели остановиться. В виде псевдокода это может выглядеть так:

// Copy code
prompt = "What is the meaning of life?";

tokens = tokenizer(prompt);
while (true) {
	embeddings = embed(tokens);
	for ([attention, feedforward] of transformers) {
		embeddings = attention(embeddings);
		embeddings = feedforward(embeddings);
	}
	output_token = output(embeddings);
	if (output_token === END_TOKEN) {
		break;
	}
	tokens.push(output_token);
}

print(decode(tokens));

LLM удивительно компактны
Хотя пример выше сильно упрощён, меня поразило, насколько мало строк кода содержат современные LLM.
Себастьян Рашка делает самостоятельные реализации open source-моделей на PyTorch, а также выпускает массу первоклассных образовательных материалов, которые вам наверняка понравятся, если вам понравится эта статья. Например, одна из текущих ведущих открытых моделей, Olmo 3, укладывается всего в пару сотен строк кода.

Место, где происходит кэширование промптов, находится в механизме attention трансформера. Мы шаг за шагом разберём, как работает LLM, пока не доберёмся до него. А значит, начинать этот путь нужно с токенов.

Токенизатор

Прежде чем LLM сможет что-то сделать с вашим промптом, его нужно преобразовать в представление, с которым модель умеет работать. Это двухэтапный процесс, разделённый между токенизатором и стадией embedding. Зачем всё это нужно, станет понятно только когда мы дойдём до embedding, так что потерпите, пока мы разберёмся с тем, что делает токенизатор.

Токенизатор берёт ваш промпт, нарезает его на небольшие фрагменты и каждому уникальному фрагменту присваивает целочисленный идентификатор — «токен». Например, вот как GPT-5 токенизирует промпт «Check out ngrok.ai»:

Промпт был разбит на массив ["Check", " out", " ng", "rok", ".ai"] и преобразован в токены [4383, 842, 1657, 17690, 75584]. Один и тот же промпт всегда даёт один и тот же набор токенов. Токены также чувствительны к регистру, потому что заглавные буквы несут информацию. Например, «Will» с заглавной W с большей вероятностью является именем, чем «will» со строчной.

Почему бы просто не разбивать по пробелам? Или по символам?
Это на удивление большой вопрос, и его детальное рассмотрение легко удвоило бы объём этого поста. Короткий и неудовлетворительный ответ — это компромисс. Если хочется погрузиться глубже, у Андрея Карпати есть отличное видео, где он с нуля пишет токенизатор. Для кэширования промптов достаточно понимать, что токенизация превращает текст в числа.

Токены — это базовая единица ввода и вывода для LLM. Когда вы задаёте ChatGPT вопрос, ответ стримится обратно по одному токену за итерацию работы модели. Провайдеры делают это потому, что генерация полного ответа может занимать десятки секунд, а отправка токенов по мере готовности делает процесс более интерактивным.

Зададим классический вопрос к LLM, чтобы увидеть это в действии.

Токены промпта поступают на вход, ✨ происходит магия ИИ ✨, на выходе появляется токен, и всё повторяется. Этот процесс называется inference. Обратите внимание: каждый выходной токен добавляется к входному промпту перед следующей итерацией. LLM нужен весь контекст, чтобы выдавать качественные ответы. Если бы мы передавали только промпт, модель постоянно пыталась бы сгенерировать первый токен ответа. Если бы передавали только ответ — она сразу забывала бы вопрос. И промпт, и ответ целиком должны подаваться в LLM на каждой итерации.

Что это за токен 199999 ?
Inference должен когда-то закончиться. У LLM есть разные «специальные» токены, которые она может выдавать, и один из них сигнализирует о завершении ответа. В токенизаторе GPT-5 это токен 199999. Это лишь один из способов завершения генерации. Вы также можете задать максимальное количество токенов через API, а у провайдеров могут быть и другие правила остановки, связанные с безопасностью.
Существуют и специальные токены для обозначения начала и конца сообщений в диалоге — именно так чат-модели вроде ChatGPT и Claude понимают, где заканчивается одно сообщение и начинается другое.

И последнее про токенизаторы: их много. Токенизатор ChatGPT отличается от токенизатора Claude. Даже разные модели OpenAI используют разные токенизаторы. У каждого свои правила разбиения текста на токены. Если хотите посмотреть, как разные токенизаторы режут текст, загляните в tiktokenizer.

Теперь, когда мы разобрались с токенами, поговорим об embeddings.

Embedding

Токены, полученные от токенизатора, теперь поступают на стадию embedding. Чтобы понять, что такое embedding, полезно сначала разобраться, какова цель модели.

Когда люди решают задачу с помощью кода, они пишут функции, которые принимают входные данные и возвращают результат. Например, перевод температуры из Фаренгейтов в Цельсии.

// Copy code
function fahrenheitToCelsius(fahrenheit) {
	return ((fahrenheit - 32) * 5) / 9;
}

Мы можем подать в fahrenheitToCelsius любое число и получить правильный ответ. Но что если у нас задача, где формула неизвестна? Что если у нас есть только загадочная таблица входов и выходов?

Input	Output
21	73
2	3
10	29
206	1277

Я не ожидаю, что вы узнаете эту функцию, хотя замечу, что ChatGPT сразу же её определяет, если вставить скриншот в приложение.

Когда мы знаем правильный результат для каждого входа, но не знаем саму функцию, мы можем «обучить» модель восстановить эту функцию. Для этого мы даём модели заготовку — тот самый огромный граф математических операций — и изменяем его, пока модель не сойдётся к нужной функции. После каждого обновления графа мы прогоняем через него входные данные и смотрим, насколько близко он подошёл к правильным выходам. Мы повторяем это, пока результат нас не устроит. Это и есть обучение.

Оказывается, при обучении модели генерировать корректный текст очень важно уметь определять, насколько два предложения похожи. Но похожи в каком смысле? Они могут быть одинаково грустными, смешными или заставляющими задуматься. Похожими по длине, ритму, тону, языку, словарю, структуре. Существует огромное количество измерений, по которым можно сравнивать предложения, и они могут быть похожи по одним измерениям и различаться по другим.

У токенов нет измерений. Это просто целые числа. А вот embeddings — имеют. Имеют много измерений.

Embedding — это массив длины n, представляющий точку в n-мерном пространстве. Если n равно 3, embedding может выглядеть как [10, 4, 2], то есть точка с координатами x=10, y=4, z=2 в трёхмерном пространстве. При обучении LLM каждому токену сначала назначается случайное положение в этом пространстве, а затем процесс обучения постепенно сдвигает все токены, пока не будет найдено такое расположение, которое даёт наилучшие результаты.

Стадия embedding начинается с того, что для каждого токена извлекается его embedding. В псевдокоде это может выглядеть так:

// Copy code
// Created during training, never changes during inference.
const EMBEDDINGS = [...];

function embed(tokens) {
	return tokens.map(token => {
		return EMBEDDINGS[token];
	});
}

Мы берём токены — массив целых чисел — и превращаем их в массив embeddings. Массив массивов, или матрицу.

Токены [75, 305, 284, 887] преобразуются в матрицу трёхмерных embeddings.

Чем больше измерений у embeddings, тем по большему числу осей модель может сравнивать предложения. Мы говорили о embeddings с тремя измерениями, но современные модели используют embeddings с тысячами измерений. У самых больших моделей их больше 10 000.

Чтобы показать ценность дополнительных измерений, ниже я привёл восемь групп цветных фигур, которые сначала находятся в одномерном пространстве. Они лежат на линии и представляют собой хаотичную мешанину. Но по мере добавления измерений становится видно, что на самом деле это восемь отдельных, связанных между собой групп.

Три измерений — это максимум, который я могу показать визуально, дальше вам придётся подключить воображение, чтобы представить, что можно сделать с тысячами измерений.

Есть ещё одна важная вещь, которую делает стадия embedding. После получения embeddings токена в них кодируется позиция токена внутри промпта. Я не углублялся в детали реализации — лишь настолько, чтобы понимать, что это почти не влияет на кэширование промптов, — но без этого LLM не смогла бы определить порядок токенов в тексте.

Обновим наш псевдокод, предполагая, что существует функция encodePosition. Она принимает embeddings и позицию и возвращает новые embeddings с закодированной позицией.

// Copy code
const EMBEDDINGS = [...];

// Input: array of tokens (integers)
function embed(tokens) {
	// Output: array of n-dimensional embedding arrays
	return tokens.map((token, i) => {
		const embeddings = EMBEDDINGS[token];
		return encodePosition(embeddings, i);
	});
}

Итого: embeddings — это точки в n-мерном пространстве, которые можно рассматривать как семантический смысл представляемого текста. Во время обучения каждый токен перемещается в этом пространстве так, чтобы находиться рядом с другими, похожими токенами. Чем больше измерений, тем более сложным и тонким может быть представление каждого токена у LLM.

Всё, что мы сделали на стадиях токенизации и embedding, было нужно, чтобы превратить текст в форму, с которой LLM может работать. Теперь давайте посмотрим, как выглядит эта работа на стадии трансформера.

Трансформер

Стадия трансформера — это про то, чтобы взять embeddings на вход и «переставить» их внутри n-мерного пространства. Делается это двумя способами, и мы сосредоточимся только на первом: attention. Про «Feedforward» и стадию вывода мы говорить не будем (в этой статье 👀).

Задача механизма attention — помочь LLM понять взаимосвязи между токенами в промпте, позволяя токенам влиять на положения друг друга в n-мерном пространстве. Для этого embeddings токенов промпта комбинируются взвешенным образом. На вход подаются embeddings всего промпта, а на выходе получается один новый embedding — взвешенная комбинация всех входных embeddings.

Например, если бы у нас был промпт «Mary had a little», и он превращался бы в 4 токена: Mary, had, a и little, механизм attention мог бы решить, что для генерации следующего токена нужно взять:

63% embeddings слова Mary
16% embeddings слова had
12% embeddings слова a
9% embeddings слова little

А затем он бы объединил их, масштабировав embeddings по весам и сложив. Так LLM «понимает», насколько ей стоит учитывать, то есть «внимательно смотреть» (attend) на каждый токен в промпте.

Это самая сложная и абстрактная часть процесса на данный момент. Сначала я покажу её в виде псевдокода, а затем посмотрим, как embeddings меняются при прохождении через неё. Я хотел сделать этот раздел менее «математичным», но тут трудно полностью избежать математики. Вы справитесь, я в вас верю.

Большинство вычислений в attention — это умножение матриц. Единственное, что вам нужно знать об умножении матриц для понимания этой статьи: размер (shape) выходной матрицы определяется размерами входных. У результата всегда столько же строк, сколько у первой матрицы, и столько же столбцов, сколько у второй.

Имея это в виду, вот как упрощённый механизм attention вычисляет веса, которые нужно назначить каждому токену. В коде ниже я использую * как обозначение умножения матриц.

// Copy code
// Similar to EMBEDDINGS from the pseudocode
// earlier, WQ and WK are learned during 
// training and do not change during inference.
// 
// These are both n*n matrices, where n is the
// number of embedding dimensions. In our example
// above, n = 3.
const WQ = [[...], [...], [...]];
const WK = [[...], [...], [...]];

// The input embeddings look like this:
// [
//   [-0.1, 0.1, -0.3], // Mary
//   [1.0, -0.5, -0.6], // had
//   [0.0, 0.8, 0.6],   // a
//   [0.5, -0.7, 1.0]   // little
// ]
function attentionWeights(embeddings) {
	const Q = embeddings * WQ;
	const K = embeddings * WK;
	const scores = Q * transpose(K);
	const masked = mask(scores);
	return softmax(masked);
}

Давайте посмотрим, как embeddings «протекают» через эту функцию.

Подождите, а что такое WQ и WK?
Помните, я говорил раньше, что embeddings для каждого токена сначала получают случайное положение, а затем в процессе обучения эти значения понемногу подкручиваются, пока модель не сойдётся к хорошему расположению?
WQ и WK устроены похоже. Это матрицы размера n×n (где n — размерность embeddings), и в начале обучения они тоже заполняются случайными значениями. Затем во время обучения их так же постепенно корректируют, чтобы помочь модели сойтись к хорошему решению.
Всё, что изменяется в процессе обучения, называется «параметром модели» (model parameter). Каждое число с плавающей запятой в векторах embeddings и внутри матриц WQ и WK — это один параметр. Когда вы слышите, что у модели «175 миллиардов параметров», речь идёт именно об этих числах.
А что именно представляют собой WQ и WK — мы, по сути, не знаем. По мере сходимости они начинают означать некоторое преобразование embeddings, которое помогает модели выдавать хороший результат. Они могут «делать что угодно», а интерпретация их содержимого — это открытая и активно развивающаяся область исследований.

Чтобы получить Q и K, мы берём embeddings и умножаем их на WQ и WK соответственно. У WQ и WK число строк и столбцов всегда равно числу измерений embeddings — в нашем случае это 3. Я выбрал здесь случайные значения для WQ и WK, а числа округлил до двух знаков после запятой для удобства чтения.

Итоговая матрица Q имеет 4 строки и 3 столбца. 4 строки — потому что у матрицы embeddings было 4 строки (по одной на токен), а 3 столбца — потому что у WQ было 3 столбца (по одному на измерение embeddings).

Вычисление K полностью такое же, только вместо WQ используется WK.

Q и K — это «проекции» входных embeddings в новые n-мерные пространства. Это не исходные embeddings, но они вычислены на их основе.

Затем мы берём Q и K и перемножаем их. Мы берём транспонированную K — то есть «переворачиваем» её по диагонали — чтобы итоговая матрица стала квадратной: число строк и столбцов в ней равно числу токенов входного промпта.

Эти scores — представление того, насколько важен каждый токен для генерации следующего токена. Число в левом верхнем углу, -0.08, — это «насколько важна Mary для had». Затем строкой ниже, -0.10, — это «насколько важна Mary для a». Я покажу это визуально после матричной части. Всё, что будет дальше, — это превращение scores в веса, которые можно использовать для смешивания embeddings.

Первая проблема этой матрицы scores в том, что она позволяет будущим токенам влиять на прошлое. В верхней строке мы знаем только «Mary», значит, именно она и должна быть единственным словом, которое влияет на генерацию «had». То же самое во второй строке: мы знаем «Mary» и «had», значит только они двое должны влиять на генерацию «a», и так далее.

Чтобы исправить это, мы применяем треугольную маску к матрице, чтобы «обнулить» будущие токены. Но вместо нулей мы ставим минус бесконечность. Почему — объясню чуть позже.

Вторая проблема в том, что эти scores — произвольные числа. Нам было бы намного удобнее, если бы это было распределение, которое по каждой строке суммируется в 1. Именно это делает функция softmax. Детали работы softmax тут не важны: она немного сложнее, чем «разделить каждое число на сумму строки», но результат тот же — сумма по каждой строке равна 1, и каждое число находится между 0 и 1.

Чтобы пояснить, зачем здесь минус бесконечности, вот реализация softmax в коде:

// Copy code
function softmax(matrix) {
	return matrix.map(row => {
		const exps = row.map(x => Math.exp(x));
		const sumExps = exps.reduce((a, b) => a + b, 0);
		return exps.map(exp => exp / sumExps);
	});
}

Это не совсем «сложить числа и поделить каждое на сумму». Сначала берётся Math.exp от каждого числа, то есть вычисляется e^x. Если бы вместо -∞ мы подставляли нули, то Math.exp(0) === 1, и эти нули всё равно давали бы вес. А Math.exp(-Infinity) равно 0 — именно то, что нам нужно.

Сетка ниже показывает пример attention-весов для промпта «Mary had a little». Эти веса не совпадают с вычислениями выше, потому что я взял их из версии GPT-2, которая работает на отличном сайте Transformer Explained. То есть это реальные веса реальной, хоть и старой, модели.

В первой строке у нас есть только «Mary», поэтому Mary даёт 100% вклада в «had». Во второй строке Mary даёт 79%, а «had» — 21% при генерации «a», и так далее. Вероятно, неудивительно, что слово, которое LLM считает самым важным в этом предложении, — это «Mary»: у неё максимальный вес в каждой строке. Если бы я попросил вас продолжить фразу «Jessica had a little», вряд ли вы выбрали бы «lamb».

Осталось только смешать embeddings токенов — к счастью, это заметно проще, чем вычислять веса.

// Copy code
// Learned during training, doesn't change 
// during inference. This is also an n*n matrix,
// where n is the number of embedding dimensions.
const WV = [[...], [...], ...];

function attention(embeddings) {
	const V = embeddings * WV;
	// This is the `attentionWeights` function from
	// the section above. We're wrapping it in
	// this `attention` function.
	const weights = attentionWeights(embeddings);
	return weights * V;
}

Как и раньше, у нас есть матрица WV, заданная на этапе обучения. С её помощью мы получаем матрицу V из embeddings токенов.

Почему бы не смешивать embeddings напрямую?
Когда мы получаем Q и K, а затем перемножаем их, чтобы вычислить attention-веса, мы работаем исключительно с тем, насколько токены релевантны друг другу. Embeddings кодируют массу семантической информации о токенах: одно измерение может означать «цвет», другое — «размер», третье — «грубость» и так далее. Веса используют сходство, чтобы определить релевантность.
WV позволяет модели дополнительно решить, какие измерения стоит протащить дальше. В предложении «Mary had a little» важна Mary как имя. При этом модель могла выучить много про коктейль Bloody Mary или про Mary, Queen of Scots. Для детской считалки это не имеет отношения и лишь добавит шума, если тащить это дальше. Поэтому WV позволяет отфильтровать нерелевантные признаки перед тем, как смешивать embeddings.

Дальше мы перемножаем V на веса, которые вычислили, и на выходе получаем новый набор embeddings:

Итоговый результат механизма attention — последняя строка этой матрицы output. Вся контекстная информация из предыдущих токенов «вмешалась» в эту последнюю строку через attention, но чтобы получить её, пришлось вычислить и все предыдущие строки.

В итоге: embeddings заходят на вход, а на выходе получается новый embedding. Механизм attention проделал много тонкой математики, чтобы смешать токены в пропорции их важности, опираясь на матрицы WQ, WK и WV, которые он выучил во время обучения. Именно этот механизм позволяет LLM понимать, что важно в её контекстном окне, и почему.

И вот теперь мы наконец знаем всё, что нужно, чтобы говорить о кэшировании.

В attention есть не только это
То, что я показал, — упрощённая (да, серьёзно) версия attention, которая нужна, чтобы подчеркнуть самое важное для кэширования промптов. На практике там есть дополнительные детали, и если хочется копнуть глубже, рекомендую видео 3blue1brown про attention.

Кэширование промптов

Давайте снова посмотрим на сетку выше — но теперь увидим, как она заполняется по мере генерации каждого нового токена в цикле inference.

Каждый новый токен добавляется ко входу и весь ввод заново перерабатывается целиком. Но приглядитесь: ни один из предыдущих весов не меняется. Вторая строка всегда 0.79 и 0.21. Третья строка всегда 0.81, 0.13, 0.06. Мы повторяем массу вычислений, которые повторять не нужно. Большинство умножений матриц для «Mary had a little» не требуется, если вы только что закончили обрабатывать «Mary had a» — а именно так и устроен цикл inference в LLM.

Избежать этих повторных вычислений можно, если сделать два изменения в цикле inference:

Кэшировать матрицы K и V на каждой итерации.
Передавать в модель только самый новый токен, а не весь промпт целиком.

Пройдёмся по матричным умножениям ещё раз, но теперь у нас закэшированы K и V для первых 4 токенов, а на вход мы подаём embeddings только одного токена. Да, это снова математика, простите, но в основном всё то же самое, что выше, и мы пройдёмся быстро.

Вычисление нового Q даёт на выходе всего одну строку. WQ не изменился по сравнению с прошлым разом.

Затем вычисление нового K тоже даёт на выходе одну строку, и WK также тот же.

Но дальше мы берём эту новую строку и дописываем её к 4 строкам K, которые были закэшированы с предыдущей итерации:

Итак, теперь у нас есть матрица K для всех токенов в промпте, но мы посчитали только её последнюю строку.

Дальше в том же духе получаем новые scores:

И новые веса:

Всё это время мы считаем только то, что действительно нужно. Старые значения вообще не пересчитываются. Далее получаем новую строку V:

И дописываем её к V, который был в кэше:

И наконец перемножаем новые веса с новым V, получая итоговые новые embeddings:

Эта единственная новая строка embeddings — всё, что нам было нужно. Вся контекстная информация из предыдущих токенов уже «запечена» в неё благодаря закэшированным K и V.

Данные, которые кэшируются, — это результат embeddings WK и embeddings WV, то есть K и V. Поэтому кэширование промптов обычно называют «KV-кэшированием» (KV caching).

Вот и всё: эти матрицы K и V выше — и есть те самые нули и единицы, которые провайдеры сохраняют в своих гигантских дата-центрах, чтобы давать нам токены в 10 раз дешевле и заметно ускорять ответы.

Провайдеры держат эти матрицы для каждого промпта 5–10 минут после запроса. Если вы отправляете новый запрос, который начинается с того же промпта, они переиспользуют закэшированные K и V вместо того, чтобы пересчитывать их заново. Самое классное — можно частично совпасть с записью в кэше и всё равно использовать совпавшую часть, а не только «полное совпадение целиком».

Визуализация ниже по кругу перебирает несколько промптов с похожими префиксами, чтобы показать, как могут использоваться записи кэша. Время от времени кэш очищается, чтобы было видно, как он снова заполняется.

OpenAI и Anthropic делают кэширование очень по-разному. OpenAI делает всё автоматически, пытаясь по возможности направлять запросы на закэшированные записи. В моих экспериментах, если отправить запрос и сразу же отправить его повторно, мне удавалось получить hit rate около 50%. Учитывая, насколько большим может быть время до первого байта при длинных контекстных окнах, это может приводить к непредсказуемой производительности.

Anthropic дают больше контроля: вы сами решаете, когда кэшировать и на какой срок. За эту возможность вы платите, но в моих экспериментах Anthropic направляли на закэшированные записи в 100% случаев, когда я явно просил кэшировать промпт. Это может сделать их более подходящим выбором для приложений, где вы работаете с длинными контекстными окнами и вам нужна предсказуемая задержка.

Постойте, а как же temperature?
Провайдеры LLM предлагают ряд параметров, чтобы управлять «случайностью» того, что модель будет генерировать. Часто встречаются temperature, top_p и top_k. Эти параметры влияют на финальный шаг цикла inference, где модель выбирает токен на основе вероятностей, которые она назначила каждому токену в своём словаре. Это происходит после того, как механизм attention сформировал финальные embeddings, поэтому кэширование промптов от этих параметров не зависит. Их можно свободно менять, не опасаясь «сломать» кэш промптов.

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Друзья! Эту статью подготовила команда ТГК «AI for Devs» — канала, где мы рассказываем про AI-ассистентов, плагины для IDE, делимся практическими кейсами и свежими новостями из мира ИИ. Подписывайтесь, чтобы быть в курсе и ничего не упустить!

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19 дек. 2025 г.

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30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
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18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
05.09.26 21:38 [email protected]

I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.10.26 21:26 [email protected]

I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 17:44 Darrell1717

I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
11.10.26 03:04 Patricia014

Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.26 12:58 melissathomason573

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