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Н Новости

Формат CHM, структурность, локальность, скорость и около-научная лирика

CI/CD

Недавно понадобилось мне применить достойную но не прожорливую систему CI/CD - доставки. И пока выбор пал на Concourse CI + Jenkins местами. Это отдельная тема, но рассматривал также Gitlab Community, DroneCI и Gitea Actions.
На текущий момент потребовалось изучать документацию по этой системе. У Concourse хороший сайт, но мне захотелось получить локальную версию для чтения на смартфоне; проблема для многих сейчас актуальная. И оказалось, что такой версии ни у них, ни где-либо нет. Памятуя успешное использование локальной версии портала cppreference.com, я решил, почему бы не попробовать использовать такой же метод: упаковать доку в формате chm. Тут можно вспомнить старый анекдот про техподдержку:

 - Помогите, я, кажется удалила Интернет!
 - Секундочку, мадам, у нас тут где-то есть копия.

CHM

Итак chm. Не знаю как у вас, а у меня браузер позволяет иногда сохранить всю веб-страницу в этом формате для локального просмотра. И это удобнее - иметь один файл на страницу вместо html-портянки с кучей разбросанных картинок и скриптов.
Но вообще-то, CHM - это многостраничный формат, html-версия и наследник стандартного файла справки .hlp Windows 90-х - 00-х годов. И он может хранить в структурированном виде целый сайт или даже портал, с перекрёстными ссылками внутри. Забавно, что юное поколение вообще не имеет об этом никакого представления. Как например здесь: "I Found Something Weird in North Korea's OS yt:[E72cXsvKRVs].mp4".

Ностальгия

А ведь были же времена... Я помню в нашей студенческой сетке вполне можно было найти какой-то вариант типа библиотеки Мошкова, с разными дополнениями. Там в виде вот этих самых help-контейнеров была масса информации, помимо собственно художественной классической литературы, от технических порталов, хакерских сборников, программистских энциклопедий до сборников анекдотов, Трахтенберга и техник НЛП. Были и относительно легальные тогда статьи про запрещённые и не очень вещества и взрывчатку. И всё это компактно, на жёстком диске, структурированно. Занимало всего несколько гигабайт, что немного учитывая десятки тысяч текстов. А что сегодня? Я загружаю 1 грёбаную страницу с тоннами джабаскрипта на нём, который мне нахрен не сдался, и получаю пол-гига хлама, мусора, в котором нет никакого содержания.
Вообще это было славное время сетевого взаимодействия (для меня). Правда надо учитывать, что возможно, это специфика именно того локального коммьюнити, в котором я был и жил. Поскольку это студенческий кампус, да ещё это же Академ. Это были времена, когда студенты имели доступ не только к своей частной сетке кампуса - которая сама по себе произведение искусства, за счёт участвовавших в ней людей (а в Академе, поверьте, не самые скучные люди), но и к ресурсам более зрелой сетки Академ-орга и местного Хоумнета. Это время локальных форумов типа форума седьмой общаги; на самом деле у каждой общаги был свой, но семерка оказалась площадкой для всех и про всё. Он не был виден из внешнего интернета, о чём многие покинувшие альмаматер сожалели. Также конечно форум Академ-Орг, который и ныне как-то живет. Вот он более матерый но и более размытый и универсальный. Позже узнал, что организатор одной из успешных соцсетей запостил рекламу (нелегально) своего творения для продвижения его в ограниченные массы (регистрация тогда была по приглашениям) - вполне разумное действие для попытки раскрутки КАЧЕСТВЕННОГО продукта, ибо социальный продукт, как и любой другой, определяется его компонентами.
Вообще, были и другие форумы - математический, например. Они особнячком держались. Ну а на нашем факультете, поскольку он всё же "Информационных технологий", наверное, в каждой группе каждого курса (хотя их немного) был человек, который запускал свой вариант форума, аналогично как сейчас нейросеточка тебе за полдня нагенерирует сайт. Поскольку всё-таки поднять форум на опенсорсе (и не очень) - лёгкое развлечение и практика.

Мультимедиа

Вообще, конечно, не форумами едиными и не только текстовыми медиа полнилась сетка кампуса. Её компактность и относительно неплохая пропускная способность делали доступными вещи, которые в интернете тогда были невозможны. В сеточке было много музыки, клипов, арт-картинок и фильмов. Причем по всему этому работал местный сканер сетевой жизни - дословно NetBioSearch, весьма неплохая поисковая система по ресурсам кампуса (а впоследствии и всего Академа), которая обходила ftp и самба-шары (для тех, кто недавно вылупился - это виндовые общие папки). И находила много всего интересного. Тут стоить отметить, что эта система работала ещё до распространения пиринговых сетей, в академе это был DC. И главное удобство особенно самбы было в том, что она работала сиюминутно, с места к карьер, что называется. Если вы с друзьями решали какую киношку посмотреть вечером, то проблема решалась просто: даже если оценки форума land7 вам показались неубедительными или фильм только вышел и не получил ещё свою критику от продвинутых киноманов (в случае музыки - меломанов) или вы хотите рискнуть и стать пионерами, то самба позволяла, не загружая весь фильм целиком, а это с тогдашним качеством и сжатием было много/долго даже по локалке - около 15 минут, позволяла быстро протыкать участки фильма, оценить общее качество (например экранку), игру актеров и динамику и решить стоит ли оно усилий. Это особенно полезно, если было несколько версий на выбор, что было часто в случае популярного медиа. Очень жаль, что Микрософт зарубила технологию в последних продуктах. Особенно примечателен стал период, когда сервер семерки проапгрейдили, файловое хранилище укрупнилось и оно стало держать нагрузки от множества людей даже в часы пик. Апгрейд проводили тогдашний смотритель терминалки в ФМШ и Abs, ныне вещающий в интернетах.
Стоит ещё упомянуть наличие даже цифрового вещания (стриминга), для тех, кто почему-то соскучился по ТВ или радио от некоторых энтузиастов - владельцев тв-тюнеров. Надо сказать, что вещатели, даже если не брать в расчёт их малое число, единицы, и скромный набор каналов, не зашумляли, не нагружали сеть, потому что делалось вещание конечно броадкастом. По-моему, современные решения IP-tv не такие эффективные.

Без глобалки

Надо сказать, что потребности выходить в глобальную сеть было мало.
Да и глобальный интернет был медленным и тогда был нужен в основном моему соседу, которому зачем-то надо было знать, чем закончился очередной футбольный матч. Сам я будучи технарем, немного проявлял интерес к самому техно- спорту - Формуле-1. А новости меня почти не интересовали тогда. Были дела поважнее и поинтереснее. Например, про теракт в Беслане я узнал через несколько лет. Местами только было что-то интересное в глобальном интернете: я открыл для себя myspace, который в те года блистал, Фейсбук был почти неизвестен.
Надо сказать, что вся эта лафа - роскошь непосредственного общения в коммьюнити была помножена на концентрацию интересных людей с разным бэкграундом в одном месте, поскольку Академ изначально это сибирский melting-pot. Плюс полное самостоятельное управление своими связями. Это значительно отличается от современной информационной среды, где доминируют крупные порталы с потоковой выдачей информации, подобранной из маркетинговых и политических соображений, создающие вокруг тебя пузырь из мишуры и дезинформации. Соцсети, с непонятными механизмами ранжирования, полагаю, покупаемыми и, разумеется, с прослушкой АНБ (или ФСБ, мосада - кому что). Да ещё всё это теперь обмазывается сверху слоем нейрослопа. Таким образом, выход в глобальную сеть, да и вообще на публику, всегда сопровождается размытием, разбавлением ценности и самости.

Так вот, после длинного отступления на тему локальности и компактности, замечу, что CHM - это про локальность. Ты получаешь копию сайта, книги или справочника в оффлайн версии. Причем с содержанием и индексом, если качественно сделано. А это : удобство навигации без жрущего всю память браузера, моментальный поиск без гугла и яндекса, быстрый переход по результатам оного, никаких эластик-search и прочего кровавого энтерпрайз (кому он нужен-то вообще, никогда не понимал). Всё быстро, четко, точно и доступно моментально под рукой. В принципе, для многих сейчас ПДФки играют примерно ту же роль, но их текстовый формат менее предсказуем, а поиск хуже, для больших документов - тормозит. Плюс плоская структура, содержание не всегда есть. CHM в него можно конвертировать. В свое время, подход типа отправить распарсить документ по сети (!) считался верхом непрофессионализма и общего невежества. Но это если объём позволяет.

Парсим

Итак, задача: превратить онлайн документацию в компактный справочник. Для начала её надо скачать. Это можно сделать с помощью ряда утилит. В моём случае с этим хорошо справился штатный wget.

Далее преобразование. На самом деле формат закрытый, но довольно древний и проанализирован, так что есть много утилит его парсинга — в основном чтения. Официальный инструмент создания контейнера — Html Workshop — давно заброшен. И не поддерживает современный продвинутый веб‑контент. Что самое удивительное, я впервые нашёл действительно полезную программу, написанную на Паскале!, которая здесь всех переплюнула. Утилита chmcmd входит в стандартную поставку FreePascal. После некоторой подготовки она скомпилировала мне готовый справочник по Concourse CI. Правда пока без индекса.

Содержание (TOC)

Для создания оглавления я применил проверенные временем xml технологии. Помогло здесь то, что изначально дока выполнена в семантической вёрстке. И есть раздел содержания но с нормальной разметкой и уровнями. Применив совсем небольшую (~50 строк) таблицу стилей xml (xslt), я получил почти готовое оглавление справочника. Осталось добавить фильтр против разного шума в файлах (ненужные скрипты, ссылки и т.п.) В очередной раз убедился, насколько блестяще xml формат и его парсеры выполняют свою работу. В сравнении с тем же json, где даже подступиться к задаче подобного рода - большая проблема. Насколько сложны и нечитаемы запросы например того же jq в сравнении с xpath/xquery.

Скрытый текст
<?xml version="1.0" encoding="UTF-8"?>
<xsl:stylesheet version="2.0" xmlns:xsl="http://www.w3.org/1999/XSL/Transform">
	<xsl:output method="html" indent="no" />

	<xsl:template match="table" name="table" >
		<UL><xsl:apply-templates select="tbody/tr | tr" />
		</UL>
	</xsl:template>

	<xsl:template match="tbody" name="tbody" >
		<xsl:apply-templates select="tr" />
	</xsl:template>

	<xsl:template match="tr">
		<xsl:variable name='url' select='concat("concourse-ci.org/", td[2]/a/@href)' />
		<LI><OBJECT type="text/sitemap">
			<param name="Name">
				<xsl:attribute name='value'>
					<xsl:apply-templates select="td" />
				</xsl:attribute>
			</param>
			<param name="Local" value='{$url}' />
			</OBJECT>

			<xsl:if test='not((ancestor::nav)[last()][div[@class="top"]/a[@class="self"]])'>
				<xsl:apply-templates select="document($url)//body//div[@class='context'][nav/div[@class='top']/a/@class='self']/nav/div[@class='children']/table" />
			</xsl:if>
		</LI>
	</xsl:template>

	<xsl:template match="td[@class='number-cell']">
		<xsl:value-of select='string()'/>
		<xsl:text>  </xsl:text>
	</xsl:template>

	<xsl:template match="td[@class='title-cell']">
		<xsl:value-of select='string()'/>
	</xsl:template>

	<xsl:template match="a">
		<xsl:value-of select='concat("concourse-ci.org/", @href)' />
	</xsl:template>

</xsl:stylesheet>

xml

Надо отметить (опять отступление), что в среде НГУшного кампуса в своё время завелась секта фанатов xml. Эта секта оказалась настолько влиятельной, что проникла в образование — вела спецкурс по xml в ФМШ, и даже захватила контроль над основным порталом НГУ, это один из немногих сайтов, который работал на xml, как технологии рендеринга и организации модульности. Надо сказать довольно долго продержался, пока не потребовалось быстро и весьма радикально менять лицо университета в связи с новыми веяниями по раскрутке узнаваемости (бренд N* — настоящая наука) и гонке за рейтингом. Насколько я помню и знаю, секта состояла в основном из математиков. Оно и понятно: кто как не математики стремятся к структурированию всего я вся и применяют технологии с подобными же свойствами. Ведь если подумать, математика — это собственно и есть наука о структурировании информации окружающего мира. (Пусть даже здесь сказывается мой бэк в информатике/кибернетике.) Не арифметика, не алгебра или геометрия — а это всё частные случаи изучения отношений между абстрактными конструкциями (то есть структур), которые в каком‑то приближении моделируют окружающую реальность; вернее могут моделировать, а могут моделировать другую реальность — тут зависит от набора аксиом, то есть, кто держит перо? и сам процесс моделирования — наложения на структуры тоже моделируется (вспомним логику), и так далее рекурсивно. Собственно моделирование — это процесс поиска/распознания/синтеза/валидации различных структур.

Пример. Возьмём тот же xml, который есть задание структуры документа, например html, более строго — xhtml, в виде xsd, подвида xml. И преобразование путем применения xslt, тоже xml. Структура посредством структуры переходит в другое состояние, часто — похожую структуру.

Что есть структуры? Математика с самых оснований своих строится на создании и организации структур. Они могут соотноситься с реальностью. Вспомним различные паттерны (в тех же языковых моделях), или если хотите законы природы, законы бытия, философию, если удобно мыслить их как веления Бога — ради бога. Но по сути это всё способы организации природы в структуры, что задают отношения между сущностями. Их описание есть предмет математики. С самого нижнего уровня (хотя начать можно по‑разному), мы определяем отношения как структуры — теорию множеств, и на этой базе строим далее: начиная с основного отношения — вложенности, определяем правила порядка и другие производные отношения, определяем числа наконец. Таким образом вся сущность математики - изучение и построение упорядоченности (из вложенности), объединений, пересечений, кластеризации, классов, типов, категорий (теория категорий). Если переметнуться на тему гуманитарного, то что это? Классы, страты, касты, государство, институты власти, социальные сети (широко), кланы, графы? То есть упаковка и переупаковка упакованного. Упаковка понятий и смыслов. Тогда экстремальный вариант - жесткая упаковка, фашизм. Некоторые лица в сетях находят такие процессы fascinating!. Да уж, fascinating по рукам и ногам.

Не структурность

В этом отношении большие языковые модели немного выбиваются из такой структурированной картины. Да, они схватывают закономерности, причём часто находящиеся на очень далеких ментальных дистанциях (с точки зрения человека). В этом собственно их особенность, их сила и слабость. На то они и большие, что работают с большими выборками и длинными путями в семантической цепи. Да, локальность в приоритете, но она не используется эффективно, далеко до уровня человека. Как известно из психологии, человек обычно может эффективно держать в поле зрения ~7 объектов. Этот принцип широко применяется (грамотными) специалистами, в частности в объектном программировании (7 методов на класс) и дизайне интерфейсов , в смысле GUI. ЛЛМка же может сейчас охватить куда больший набор сущностей. Но достигается это дорогой ценой, путем построения длинных и противоречивых семантических связей. Собственно я полагаю их длина - основная причина искажений. Короткие цепи сложнее исказить, меньше наводок со стороны. Поэтому многие тренируют специализированные модели под более узкие конкретные задачи, что эффективнее. Опять же, расширение охвата, обобщение имеет следствием размытие и локальную неустойчивость.

Но и у человека возможности по концентрации на локальной задаче ограничены. Тут все зависит от плотности информации. Если в контекст восприятия попадает сильно больше 7 объектов, в том числе скрытых (а отношения между объектами тоже есть объекты и они считаются, если их отслеживать), в особенности, если объекты для восприятия новые, а вы уже далеко не ребёнок (или ученый) с его гибкостью восприятия, то такая высокая концентрация информации будет вам в тягость и быстро вас утомит. Эффективность восприятия будет низкой, даже несмотря на плотный входящий поток информации (высокая скорость в том числе). Теперь разбавим концепцию водичкой.

Вспомнился один случай

Ещё будучи на первом курсе, и прилежно учась в тот период, я услышал от лектора по логике анонс некоего собрания в Институте Математики СО РАН с повесткой обсуждения будущих перспектив развития нашего молодого факультета ФИТ. Это касалось, конечно учебных планов, программы. На встречу пригласили в том числе студентов, видимо, чтобы были в курсе, какие есть планы и приоритеты, и может быть, какие-то вопросы задавали. И я зачем-то пошел, вместе с одногруппником. Студентов кроме нас почти не было. Были начальствующий состав института, семинаристы и кажется из физиков тоже кто-то был. Из знакомых мне тогда собственно лектор логики др.ф.-м.н. Е.Пальчунов, наш семинарист по алгебре Храмцов, лектор алгебры др.ф.-м.н. Чуркин и еще пара семинаристов. Надо сказать первые двое - это весьма харизматичные люди, я таких не только в науке, но и в целом в жизни (даже удаленно) больше почти не встречал. Они вообще не вписываются в типичный стереотип ученого-интеллигента. Но, конечно, интеллектуалы. На собрании в целом обсуждали, что то, что есть - сильная математика на старте + профильные предметы - отлично подходит для нашего экспериментального факультета. Про физику спросили, нужна ли она в нагрузку ( а ее по 2 пары (лекция+семинар) в неделю каждый семестр вплоть до 4-го курса). Все согласились оставить как есть ( а это в основном математики), что не нужно отрываться от реальности: "не забывай свои корни, помни, есть вещи на порядок выше". Плюс гуманитарка, университет же всё же. Под конец, кто-то решил, видимо, пошутить, и написал на доске формулу в одну строчку, из исчисления предикатов, кажется. Я тогда совсем не шарил. Математики посмотрели внимательно, большинство вроде поняли, в чём суть написанного, посмеялись, что-то обсудили. Вот же дают, подумал я тогда, так извращаться! Но оценил крутость способа выражения. Из того, что было, я вынес одно - в одну строку было записано довольно содержательное сообщение, возможно содержащее больше смысла чем отдельный роман Л.Толстого. Но в предельно сжатом виде. Так что понять его - как хлебнуть чистого спирта.

В программировании

И здесь часто встречается сферы и отдельные случаи, когда восприятие усложняется не за счет неестественности машинных механизмов (ассемблер тот же), а из-за высокой концентрации логики на символ (или токен), как в некоторых функциональных языках, например, в хаскеле. Эти случаи часто связаны с активным применением разного математического аппарата в конструкциях на этих языках, и как следствие с высокой плотностью. И среднему программисту, особенно из нынешнего поколения, сложнее схватывать смысл алгоритма, в сравнении с более естественными языками, типа c++/java/go. У некоторых есть другие, не вполне очевидные новичку сложности. Но и разбавленная логика тоже не в плюс, большой контекст с минимум посыла - крайне плохо воспринимается, но это зависит от человека. Кто-то уснет от скуки.
Кстати, в подтверждение, что ЛЛМ оперируют широкими мазками с большим охватом, можно посмотреть как они анализируют код, когда надо что-то поменять. Их рассуждения становятся весьма пространными, на мой взгляд (я так воду при чтении кода не лью), иногда это плюс, а иногда минус.

В случае с моим xsl-шаблоном я допустил ошибку, и когда мне надоело ее искать Гпт меня выручил: он не нашёл ошибок в коде шаблона с ходу, но когда я дал ему пример входного гипертекста, он сразу указал, что шаблон с ним не матчится и почему. Как-то я сам не проверил, а отладчика для этого у меня нет. Зато в другом он скосячил: при анализе конструкции ancestor:nav[last()] предложил мне на выбор два варианта интерпретации, с противоположными по смыслу значениями. А я не знаю. И дока по этому поводу молчит. Я и предложил ему выбрать-таки правильный вариант самому. Кстати в этом месте я до сих пор не уверен, и если кто шарит, подскажите, каков реальный порядок узлов в выражении. Пока работает. Или может быть кто-то знает, как быстро построить словарный индекс по набору страниц. Тоже приветствуется. Результат чуть позже выложу в подходящем месте.

Краткость сестра таланта.

Ещё один пример на высокую концентрацию, нормализация вдоль последней оси:

Для элементов массива A[..., i]:

μ = среднее значение A по последней оси: μ = mean(A along last axis)

σ = стандартное отклонение A по последней оси: σ = std(A along last axis)

результат = (A − μ) ÷ σ

Как тебе такое, Маск?

J:

norm =: (] - +/ % #) % %: (+/ @:* - +/ % #)

BQN:

Norm ← (⊢-+´÷≠) ÷ √(+´∘(⊢-+´÷≠)⋆2 ÷ ≠)

APL:

{(⍵-m)÷s←⍺÷⍨(+/((⍵-m)×⍵-m))÷≢⍵}

Ну как хлебнули чистого спиртика, я бы сказал с примесью ацетона, ядерная смесь.
Что здесь происходит?
Дан N-мерный числовой массив A. Для каждой «строки» вдоль последней оси вычесть её среднее значение и разделить на её стандартное отклонение.
Иначе говоря: операция применяется независимо к каждому срезу по последнему измерению, размер массива заранее не фиксирован, форма массива сохраняется

Тот же алгоритм на C (как видите, в 50 раз больше строк):

typedef struct {
    double* data;
    int* shape;
    int ndim;
} Array;

int prod(int* a, int n) {
    int p = 1;
    for (int i = 0; i < n; i++) p *= a[i];
    return p;
}

void normalize_last_axis(Array* A) {
    int last = A->shape[A->ndim - 1];
    int outer = prod(A->shape, A->ndim - 1);

    for (int o = 0; o < outer; o++) {
        double mean = 0.0;
        double var = 0.0;

        // mean
        for (int i = 0; i < last; i++) {
            mean += A->data[o*last + i];
        }
        mean /= last;

        // variance
        for (int i = 0; i < last; i++) {
            double d = A->data[o*last + i] - mean;
            var += d * d;
        }
        var /= last;

        double std = sqrt(var);

        // normalize
        for (int i = 0; i < last; i++) {
            A->data[o*last + i] =
                (A->data[o*last + i] - mean) / std;
        }
    }
}

Напоследок

Я не хочу, чтобы то, что здесь написано, выглядело как псевдонаучные исследования. Я всего лишь выражаю свое мнение как специалист в своей области, с учетом знаний и полученного опыта, в том числе универсального жизненного. Никакой дисциплины типа соционики я открывать не собирался. А про соционику наряду со слонами нам сообщала четверть века назад первая версия главной страницы Википедии. Поздравим их с юбилеем, они, все эти люди, которые пишут Энциклопедию для людей, этого заслуживают.

Источник

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 16.07.26 21:38 patricialovick86

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  • 30.07.26 00:04 Ahmed

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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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  • 23.08.26 20:02 leslieyee

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  • 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

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