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Н Новости

Сервис, который пишет мне парсеры по ТЗ. Начиналось как тест на выходные

Я делаю catalogloader.com, price-matrix.ru и inventorymod.com - всё вокруг товарных данных. Чтобы клиент начал пользоваться, к нему нужно подключить поставщика. Поставщик каждый раз новый: у одного XML по ссылке, у второго REST с OAuth, у третьего личный кабинет с кнопкой «выгрузить Excel», у четвёртого - только сайт с каталогом и больше ничего.

Работа тупая и одинаковая: сходить, забрать, разложить по колонкам. Но её надо делать сорок раз подряд, каждый раз чуть иначе, и каждый раз это вечер: devtools, пагинация, где тут категория, написать выгрузку, отладить, положить в проект.

В конце июня 2026-го, в четверг вечером, я сел проверить, можно ли это отдать модели. Не «пусть подсказывает код в редакторе» - этого мне и так хватало. Хотелось, чтобы она сама запускала то, что написала, видела ответ сервера и правила по факту.

Сейчас оно живёт на script.catalogloader.com, называется AIScript, и подключения поставщиков в price-matrix я через него и делаю. Дальше - как оно устроено и обо что я расшибся по дороге.

Первая версия не работала вообще

Начал я, как все начинают: свободный текст один вызов LLM Python-код запуск в контейнере. На демонстрационных задачах - «сгенерируй табличку», «переложи JSON в xlsx» - всё выглядело прекрасно. На реальном поставщике не заработало ни разу. Ни одного подключения я этой версией не сделал.

Выглядит это так: код красивый, по нему видно, что автор понимает, что делает, эндпоинт правильного вида, пагинация на месте, поля разложены по колонкам. Запускаешь - 404. Или 200 и пустой список, потому что параметр называется иначе. Или всё отработало, а в файле нули, потому что цена лежит на два уровня глубже. Правишь, запускаешь снова - вылезает следующее такое же. Быстрее было написать самому.

Довольно долго я считал, что дело в промпте, и вылизывал формулировки. Не помогло ни разу, потому что проблема была не там.

Через три недели, 17 июля, у меня появилась записка, где я сам себе это сформулировал - три причины, почему one-shot не вывозит именно интеграции:

(A) У модели нет документации API поставщика (она угадывает эндпоинты/поля).
(B) Генерация one-shot, без реального пробного запроса и без цикла «сгенерировал запустил увидел ошибку починил».
(C) Ввод - свободный текст, а у интеграции есть чёткая СТРУКТУРА (база URL, авторизация, сущности, пагинация, формат файла).

Корень - (B). Модель без ответа сервера угадывает, а угадать чужой API с первого раза нельзя: это не задача на знание питона, это задача на факты, которых у неё нет. Никакой промпт этого не чинит - нужен реальный запрос и возможность посмотреть, что вернулось. Пришлось выкидывать one-shot и делать агентный цикл.

Как это работает сейчас

Пользователь пишет задачу текстом. Модель получает пять инструментов и ходит по ним, пока не дойдёт до результата:

Постановка задачи: обычный текст, никакого конструктора и селекторов.

run_code - выполнить Python в песочнице, вернуть настоящие stdout/stderr;
read_input_file - поискать по загруженной документации (Swagger/OpenAPI/текст);
write_workspace_file / read_workspace_file - состояние между шагами;
finish - отдать финальный скрипт и резюме человеку.

Спека run_code (формат Anthropic; для OpenAI Chat Completions, OpenAI Responses и Gemini она транслируется на лету):

'run_code': {
    'name': 'run_code',
    'description': ('Execute a Python script in an isolated sandbox (Python 3.12; '
        'available: requests, pandas, openpyxl, selectolax, beautifulsoup4, lxml, '
        'jmespath, price-parser). Configured secrets are available as '
        "os.environ['NAME']. For a file result, write to /output/result.* "
        '... Use it for API RECONNAISSANCE (print responses) and for the final export. '
        'During recon print COMPACTLY: keys(), len(), the first 1-2 elements/a slice - '
        'not the whole response, otherwise the important parts get truncated.'),
    'input_schema': {
        'type': 'object',
        'properties': {
            'script': {'type': 'string', 'description': 'The full Python script to run.'},
        },
        'required': ['script'],
    },
},

Нормальная сессия выглядит так: один-два разведочных прогона («напечатай статус и первые два элемента»), потом маленький образец на три товара, который уже создаёт /output/result.xlsx, потом finish с полным скриптом без тестовых ограничений. Полную выгрузку по всему каталогу запускает уже пользователь - кнопкой или по расписанию.

Границы, до которых я дошёл методом проб: один run_code - 120 секунд, вся задача - 900, потолок итераций сквозь возобновления - 45, порог обрезки истории - 200 000 символов. Последнее число я поднимал дважды: начинал с 60k, и для окон современных моделей это оказалось смешно мало.

Половина ценности оказалась не в генерации

Я затевал всё ради качества кода, а самый большой выигрыш получил в двух местах, про которые вообще не думал: на старте и после.

Старт. Чтобы написать тот же парсер руками, нужен поставленный питон нужной версии, редактор с настроенным окружением, виртуалка под проект, доставленные библиотеки и оплаченный доступ к модели, если хочется помощи. Ничего сложного, но это полчаса до первой строчки - и полчаса каждый раз, когда садишься за это не на своей машине. В браузере ничего этого нет: открыл вкладку, написал задачу. Библиотеки уже в образе песочницы, модель уже подключена.

И то, что после. Вот эту часть я недооценил сильнее всего. Готовый скрипт - это ещё не работающая автоматизация: его надо где-то держать, чем-то запускать по расписанию, куда-то складывать результаты, как-то узнавать, что он упал. Обычно тут начинается вторая половина работы - арендовать сервер, раскатать окружение, положить крон, придумать, куда писать логи, и потом всю жизнь помнить, что где-то там крутится VPS с одним скриптом.

Здесь скрипт получает дом в момент сохранения, и это ровно то, что я имею в виду под «мгновенным хостингом для питон-скриптов»:

Расписание - галочка в диалоге: каждые N часов, ежедневно в HH:MM или по дням недели. Дальше это забота демона, а не человека.
Внешний API - ключ создаётся автоматически вместе с конфигурацией. GET /api/v1/export?key=... отдаёт файлы последней выгрузки, а с run_and_wait_timeout=120 запускает скрипт прямо сейчас, ждёт и отдаёт файл именно этого прогона (не успел - 504, второй параллельный запуск той же конфигурации - 409).
История прогонов с логами и файлами, чистится сама: храним три последних.
Живой лог и предпросмотр файла прямо во время работы - видно, как результат растёт.
Письма о том, что скрипт готов, что длинный ручной прогон закончился и что прогон прервался.
Автоотключение расписания, если за N дней никто ни разу не дёрнул API конфигурации. Чтобы не молотить годами выгрузку, которая давно никому не нужна, - с письмом владельцу и баннером в интерфейсе.

Расписание - галочка и время: ни сервера, ни крона, ни присмотра за ними.

API-ключ создаётся вместе с задачей: выгрузку можно забирать из чужого кода.

У меня на ноутбуке до сих пор стоит всё нужное, чтобы сделать это руками, и я всё равно иду в браузер. Не потому, что не осилю написать парсер, а потому, что не хочу после этого заводить ему сервер.

Песочница

Код, написанный моделью, лезет в интернет с чужими учётками. Каждый run_code - отдельный контейнер:

'--memory=256m',
'--cpus=0.5',
f'--env=SANDBOX_TIMEOUT_SECONDS={_eff}',

Внутри python:3.12-slim, непривилегированный uid 1000 и заранее поставленные библиотеки, чтобы модель не тратила шаги на pip install:

RUN pip install --no-cache-dir \
        requests pandas openpyxl \
        selectolax beautifulsoup4 lxml jmespath price-parser \
        curl_cffi \
        playwright

ENV PLAYWRIGHT_BROWSERS_PATH=/ms-playwright
RUN playwright install --with-deps chromium \
    && chmod -R a+rx /ms-playwright

Playwright с headless Chromium и curl_cffi приехали в образ в один день, 10 августа, с разницей в пару часов. Парсингом мы занимаемся постоянно, и обе категории сайтов у нас встречаются регулярно: там, где каталог рисуется джаваскриптом, модель честно забирает HTML - а товаров в этом HTML нет вообще; там, где стоит защита по TLS-отпечатку, всё непохожее на настоящий браузер получает 403 независимо от заголовков. Раньше я обходил и то и другое руками в каждом проекте по отдельности, и в какой-то момент стало очевидно, что оба инструмента должны просто лежать в образе - чтобы модель могла ими воспользоваться сама, без моего участия.

Секреты пользователя лежат зашифрованными Fernet, в контейнер уезжают через --env-file, в логах маскируются. В генерируемом коде их значений быть не должно - только os.environ['NAME'] без дефолта. Это отдельным абзацем в системном промпте, потому что модель по доброте душевной подставляет значение прямо в исходник, чтобы «скрипт запускался как есть». Для настроенных секретов это плохо, а для логина-пароля, который человек сам вписал в ТЗ, - наоборот правильно. Про это разделение будет отдельно ниже, я на нём знатно обжёгся.

Что сломалось: бесконечная разведка

Главная головная боль, и промптом она не лечится. Модель заходит на сайт, печатает структуру, решает проверить ещё категорию, потом пагинацию, потом «а посмотрим карточку товара» - и упирается в потолок шагов, ни разу не создав файл результата. Строчка «не исследуй долго» в промпте не даёт вообще ничего: модель искренне считает, что вот этот, последний прогон точно нужен для дела.

Что сработало - вклиниваться в диалог. С третьего разведочного прогона без результата на каждом шаге подмешивается user-сообщение:

def _steer_message(recon_steps: int, have_output: bool):
    if recon_steps < _STEER_START:
        return None
    if have_output:
        body = ('Stop. You ALREADY have a successful run with a non-empty '
            '/output/result.* on a sample. Reconnaissance is over - on the NEXT step '
            'call finish and pass the FULL final script (without test limits) in the '
            'code field. Do not investigate anything else.')
    else:
        body = (f'Stop. You have made {recon_steps} reconnaissance runs but still have '
            'NOT created the /output/result.* file. ... take ONE category, the first 3 '
            'product cards, parse the fields required by the task, ALWAYS write the rows '
            'to /output/result.xlsx and print the row count. ...')
    return {'role': 'user', 'content': body}

Порог я потом опустил с четырёх до трёх. Смешное наблюдение: пере-разведкой грешат не слабые модели, а как раз сильные - у gpt-5.6-luna в моих прогонах стабильно выходило по четыре холостых запуска без записи result.*, то есть она догорала ровно на границе. Развернул на шаг раньше - стало заметно лучше.

Что сломалось: история

Один шаг агента - это скрипт плюс stdout, а stdout легко бывает в десятки килобайт, если модель напечатала весь ответ целиком (за что её отдельно ругает описание инструмента, см. выше). Пять шагов - и контекст кончился.

Просто выкидывать старое нельзя: модель тут же идёт проверять эндпоинт, который двумя шагами раньше отдал 404. Поэтому вытесненные пары «вызов результат» уходят в отдельный дешёвый вызов модели и возвращаются одним сжатым сообщением с маркером:

_BRIEF_PREFIX = ('[SUMMARY OF EARLIER, EVICTED STEPS - what was already tried, so you '
    'do not repeat yourself or re-fetch what is already known]\n')

Маркер сделан префиксом прямо в тексте сообщения. Хотелось служебным ключом в dict, но провайдеры по-разному переваривают незнакомые поля в messages, и я решил не выяснять это в проде.

Дешевле - значит больнее

К этому моменту агентный цикл работал. На claude-opus-4.8 и на codex-5.5 задачи доходили до finish в общем-то неплохо: модель делала разведку, писала образец, отдавала полный скрипт. Проблема была не в качестве, а в счёте. Одна задача - это десяток вызовов модели, и в каждом едет вся история с килобайтами stdout от предыдущих прогонов. Для сервиса, где человек за месячную подписку делает не одну задачу, такая себестоимость генерации не сходилась.

29 июля я полез смотреть, что будет на дешёвой модели, - взял gemini-3-6-flash через сторонний шлюз. Следующие два дня я занимался исключительно тем, что чинил последствия этого решения. Зато набор костылей получился поучительный, и он весь до сих пор в коде.

Модель проговаривает вызов словами

Главная беда: просишь tool_choice = ANY, а в ответ приходит текст, в котором вызов функции аккуратно описан прозой:

Function call requested: run_code
Arguments: {"script": "..."}

Структурного functionCall при этом нет вообще, парсер видит ответ без вызова инструмента - и через пару таких ходов задача сдаётся. Причём происходит это нерегулярно: тот же самый запрос может отработать нормально.

Первая линия обороны - nudge, короткое «продолжай через инструменты, текстом отвечать нельзя». Помогает, но не всегда, и заодно сжигает ход. Поэтому появился salvage - попытка вытащить вызов из текста парсером. Наивная версия («найди JSON после Arguments») прожила примерно один живой прогон.

Дальше начался цирк с экранированием

По порядку, как оно ломалось на живых запусках. Каждый пункт - отдельный вечер и отдельный коммит:

Хвостовой мусор. Шлюз дописывал после JSON что-нибудь своё, вроде ... Retention limit: 100 lines}. Обычный json.loads на этом падает.
Настоящие переводы строк внутри строкового аргумента. Python-скрипт приезжал в значении не как \n, а живыми переносами - то есть это уже не JSON.
Экранированные кавычки внутри кода плюс тот же мусор в хвосте: одной стратегией «обрезать хвост» такое не вытаскивается.
Легитимный \n в исходнике. Пятый по счёту сорванный прогон: в скрипте было честное split('\n'). Мой код по привычке раскодировал escape-последовательности, превратил их в настоящий перенос строки, сломал строковый литерал - и отверг совершенно рабочий скрипт.
Совсем другой формат. Иногда шлюзвыдавал вообще не JSON: action:default_api:run_code{script:...сырой питон...}.

Схема, к которой я пришёл, простая, и нравится мне больше любой попытки угадать правило. Не выяснять, как именно всё закодировано, а перебрать варианты и взять тот, что даёт валидный Python:

текст ответа
   
    формат A: "Function call requested: NAME / Arguments: {...}"
         пробуем raw_decode (терпим мусор в хвосте)   получилось? берём
         не вышло  достаём значение ключа вручную:
              срезы:    S1 обрезать хвостовой мусор
                        S2 до первой НЕэкранированной кавычки
              варианты: как есть  /  с раскодировкой escape
               4 кандидата, берём ПЕРВЫЙ, который парсится как Python
   
    формат B: "action:default_api:NAME{script:...}"  сырой питон до финальной }

В коде это выглядит так:

bases = [tail.rstrip(' \t\r\n"\'}')]               # S1: срезать хвост
mq = re.search(r'(?<!\\)"', tail)                 # S2: до 1-й НЕэкранир. кавычки
if mq:
    bases.append(tail[:mq.start()])
candidates = []
for base in bases:
    for val in (base, _json_unescape(base)):
        if val not in candidates:
            candidates.append(val)
chosen = None
for val in candidates:
    if not val.strip():
        continue
    if key != 'script' or check_python_syntax(val)[0]:
        chosen = val
        break

Ключевая деталь - check_python_syntax как критерий отбора. Спасённый вызов принимается, только если внутри действительно компилируемый Python; иначе лучше потратить ход на nudge, чем гонять в песочнице заведомо битый (обычно обрезанный) скрипт. И raw пробуется раньше раскодированного - именно из-за истории с split('\n').

Каждый сорванный живой прогон я сохранял как фикстуру и добавлял в тест. Тот редкий случай, когда входные данные невозможно выдумать: их выдаёт только настоящий шлюз в настоящий четверг.

Подпись мыслей, которую нельзя терять

Отдельная засада, на которую ушло больше всего времени, потому что симптом выглядел как предыдущая проблема. У Gemini 3 с включённым thinking к каждому functionCall прицеплена thoughtSignature, и её надо возвращать обратно в истории. Я её выбрасывал при разборе ответа - и через пару ходов модель теряла собственную цепочку рассуждений и начинала выдавать вызовы текстом. Внешне тот же самый «нет tool call», а причина совсем другая: я сам ломал ей контекст.

Пришлось протаскивать подпись через весь цикл: ловить при разборе, хранить во внутреннем ключе блока tool_use и приклеивать обратно при сборке запроса. Ключ появляется только при AI_API_FORMAT=gemini, конвертеры остальных провайдеров его игнорируют.

А закончилось всё тем, что thinking в агентном пути я по умолчанию выключил:

GEMINI_AGENT_THINKING = False   # слать ли thinkingConfig в агентном пути Gemini

Логика такая: thinking + function calling через шлюз ломают структурные вызовы, а пошаговое рассуждение в агентном цикле и так есть - оно и есть сам цикл, только с реальными результатами вместо размышлений. В одношаговой генерации thinking остался, а round-trip подписи никуда не делся и работает страховкой.

Мелочи, которые добили

Пришлось поднять два порога. MAX_TEXT_ONLY с 2 до 5 - сколько подряд текстовых ответов терпим, прежде чем признать задачу сорванной: nudge обычно возвращает модель в колею за один-два хода, а порог 2 убивал задачи в шаге от готового результата. И бюджет токенов на задачу со 120k до 250k - флаки-модели нужно место, чтобы оправиться и всё-таки сойтись.

Отдельно веселил судья - модель, которая проверяет, годится ли полученный образец. На тестовой выборке из трёх товаров он честно писал «данные неполные, категорий мало» и отклонял нормальный результат. Пришлось и промпт судьи править (на ТЕСТОВОМ образце полнота не важна), и добавить детерминированный обход: если NOTOK выставлен только за полноту, а на руках непустая таблица - принимаем. Структурные претензии по-прежнему отклоняют.

Что в итоге

Оно поехало. Живой прогон на реальной задаче выгрузки стабильно доходит до finish=success, и это на модели, которая дешевле сильных в разы. Побочный эффект - поддержка четырёх форматов вызова инструментов: Anthropic Messages, OpenAI Chat Completions, OpenAI Responses и Gemini. Не от любви к абстракциям, а потому что провайдера хочется менять строчкой в конфиге.

Сейчас в дефолте gpt-5-6-sol с reasoning effort low, рядом закомментированы профили под claude-sonnet-5 и gemini-3-6-flash. Слабой модели, кстати, high заметно помогает - в отличие от сильных, где разницы почти не видно.

Вывод, за который я заплатил двумя днями: разница между дорогой и дешёвой моделью - это не только качество кода. Это ещё и дисциплина в соблюдении протокола. Сильная просто делает, что просят. Со слабой ты пишешь второй слой обороны вокруг каждого места, где она может отойти от формата, и этот слой в итоге больше, чем сама интеграция с провайдером.

Уточняющие вопросы перед генерацией

Это, пожалуй, самое дешёвое улучшение из всех. Во время работы агента спрашивать пользователя не у кого: агент молотит минутами в контейнере, и промпт ему прямо запрещает требовать уточнений - иначе он отказывается работать вместо того, чтобы принять разумное умолчание.

Зато перед запуском человек сидит перед экраном. Один короткий вызов модели (25 секунд, не ответил - молча идём генерировать как есть) возвращает строгий JSON:

{
  "plan": ["short line", "short line"],
  "questions": [
    {"id": "format", "text": "question in plain words",
     "options": ["option 1", "option 2"], "default": "option 1"}
  ]
}

План человеческими словами плюс максимум три вопроса, и обязательно с готовыми вариантами - печатать ничего не надо, надо ткнуть. Расчёт на нетехническую аудиторию: узнать ошибку в готовом плане намного проще, чем сформулировать недостающее с нуля. Человек, который не напишет ТЗ, отлично видит, что в плане написано «выгрузим все категории», а ему нужна одна.

Reasoning у этого шага прибит на low независимо от общего профиля. Разбор одной фразы - не то место, где нужны рассуждения, и если кто-то поднимет общий профиль ради качества кода, экран перед генерацией не должен от этого тормозить.

Неожиданное: им пользуются не программисты

Я строил инструмент под себя и был уверен, что аудитория - такие же разработчики. Промахнулся. Первым же посторонним человеком, который что-то через него выгрузил, оказался менеджер, никогда не писавший кода. Он не открывал сгенерированный скрипт, ему это и не нужно: есть поле для ТЗ, есть план с вопросами, где надо выбрать вариант, и есть файл на выходе.

Отдельно интересно про тех, кто уже пробовал решать такое через чат с ИИ. У них обычно есть опыт вида «модель написала код, а дальше что». Дальше - ставить питон, разбираться с ошибкой в консоли, идти обратно в чат с этой ошибкой, и так по кругу; на третьем витке человек бросает. Здесь этот круг проходит сам агент, внутри, и наружу выходит уже то, что реально запустилось.

Доработка готового скрипта словами: история прежних запросов и поле для нового.

Доработка словами: человек пишет, что поправить, и видит историю прежних запросов. В код заходить не нужно.

Из-за этого, кстати, и появился экран с планом и вопросами, о котором выше. Пока пользователем был только я, он был не нужен - я и так знаю, чего не дописал в ТЗ. Как только пришли люди со стороны, выяснилось, что половина неудачных генераций - это не поблема модели, а просто неполное ТЗ, и поймать это можно ровно один раз: до запуска.

Как я запретил модели работать

Свежая история, чинил 7 сентября. Человек написал ТЗ, честно вписал туда логин и пароль от личного кабинета поставщика - и получил скрипт, который отказывается запускаться, пока не настроишь секреты в интерфейсе. Формально всё правильно: во всех промптах у меня было написано «секреты только через os.environ, значения в код не писать», а для случая «секреты не настроены» - прямым текстом: сообщи об этом и заканчивай. Модель послушалась. Человек, который уже дал доступы и хотел рабочий скрипт, упёрся в стену.

Ошибка была в том, что я свалил в одну кучу две разные вещи. Секрет, который пользователь завёл в хранилище, - это одно. Логин, который он только что своими руками вписал в текст задачи, - совсем другое, и требовать после этого «настройте окружение» просто издевательство.

Теперь во всех движках генерации просьба одна: собрать в начале скрипта блок НАСТРОЕК - логин, пароль, токен, адрес, категории, лимиты, имя выходного файла, заглавными именами. Доступы из текста задачи уезжают туда значениями по умолчанию:

LOGIN = os.environ.get('SITE_LOGIN', 'из-задачи')

Скрипт после этого работает как есть у человека, который вообще ничего не настраивал; всё, что хочется покрутить, лежит в одном месте в начале файла; а если те же секреты потом завести в хранилище - они переопределят умолчания, и код трогать не придётся. Для уже настроенных секретов строгое правило осталось прежним: os.environ['ИМЯ'] без дефолта, в код не писать, в лог не печатать.

Тот самый блок НАСТРОЕК в начале сгенерированного скрипта: всё, что можно покрутить, собрано в одном месте.

Отдельным пунктом пришлось запретить выдумывать доступы, если их нет вообще нигде: пустое значение с комментарием и сообщение в лог - но не отказ работать. Модель, которой нечего подставить, охотно пишет PASSWORD = 'your_password_here' и делает вид, что всё в порядке.

Мораль, которую я вынес: осторожные формулировки в промпте («никогда», «обязательно», «иначе прекрати») модель исполняет буквально и до конца. Запрет, написанный ради безопасности, тихо ломал у меня ровно тот сценарий, ради которого сервис менеджеру и нужен: вписал всё в описание один раз - получил файл.

Скучное, которое видно только на проде

Воркер умирает. Деплой, ребут, OOM - задача остаётся в GENERATING навсегда. Сначала я чинил это в вебе: фронт поллит /status, мы замечаем мёртвый воркер, поднимаем заново. Работало ровно до первого человека, который закрыл вкладку и ушёл. Восстановление переехало в демон планировщика и стало проактивным, веб - read-only. Там же чинятся зависшие docker-прогоны: пока такой висит в RUNNING, приложение отдаёт 409 на «Запуск», и скрипт заблокирован намертво.

Файл должен расти на глазах. Полная выгрузка каталога - это десятки минут, и если писать файл в конце, то прогон, срезанный таймаутом, не оставляет ничего. В промпте отдельным пунктом: дописывать строки по ходу и делать flush() после каждой пачки, предпочитая CSV; xlsx собирать в конце, если он заказан явно. Побочно это оказалось важным психологически - человек смотрит, как файл растёт, и не дёргает меня вопросом «оно вообще работает?».

Лог прогона и файл результата: видно, сколько строк собрано по каждой категории.

Предпросмотр выгрузки прямо в браузере - скачивать файл, чтобы проверить результат, не нужно.

Вежливость к источнику. Не остановишь - модель напишет многопоточный обход всех ссылок на странице. Пришлось прописать явно: только категории и пагинация, последовательно, time.sleep(0.2-0.5) между страницами, ошибки глотать и продолжать. И всегда создавать result.*, даже если данных нет - хотя бы с заголовками колонок.

Колонки слипаются. Любимый трюк: не нашла категорию в хлебных крошках - положила туда название товара. Формально таблица заполнена. Ловится это только глазами, поэтому в промпте есть отдельный абзац про то, что каждая колонка обязана нести своё значение, а категорию, если её нет в крошках, надо брать из структуры каталога - из меню, URL или страницы листинга.

Чего до сих пор нет

Честный список, чтобы не выглядело глянцем.

Нет нормального ретрая частично сломанного скрипта: если полная выгрузка упала на 8000-й позиции, её надо запускать заново с начала (состояние в /workspace/state/ для инкрементальных выгрузок есть, но модель пользуется им, только если попросить прямо в ТЗ). Нет диффа между версиями скрипта - видно, что новая версия хуже старой, а чем именно, приходится сравнивать глазами.

Самое обидное из ненаписанного - сравнение выходных файлов между запусками. Для парсинга это больное место: скрипт, поставленный на расписание, не ломается громко. Поставщик поменял вёрстку или закрыл часть каталога - скрипт отработает со статусом «успех», просто в файле будет не 12 000 строк, а 300. Или 12 000, но пустых в половине колонок. Формально всё хорошо, прогон зелёный, и узнаёшь ты об этом от клиента.

Хочется по-простому, без всякого ИИ: запоминать по каждой конфигурации количество строк и размер файла, сравнивать с прошлым удачным прогоном и сигналить, если изменилось резко - скажем, строк стало меньше на треть. Данных для этого уже достаточно: все прогоны и их файлы лежат в истории, нужен только счётчик и порог. По ощущению это полдня работы, и при этом штука, которая заметит поломку раньше, чем её заметит человек. Висит следующей в очереди.

Ещё нет переиспользования между задачами: если для одного поставщика уже разобрана авторизация, для соседнего похожего агент выясняет всё заново, с нуля.

Зато из недавно доделанного - тот самый синхронный запуск через API, про который выше. Пока его не было, наружу отдавалась только последняя готовая выгрузка, и чтобы получить свежую, надо было руками идти в интерфейс и жать кнопку. Мелочь на день работы, а без неё сервис нельзя было честно дёргать из чужого кода.

Итог

Список задач: расписание, последний запуск, статус и файлы - всё в одной таблице.

Технически получился обычный веб-сервис: Flask + peewee, MySQL на проде, отдельный демон под расписания и восстановление, свои зашифрованные секреты, двуязычный интерфейс, сохранённый скрипт как «конфигурация», которую можно перезапускать руками или по расписанию.

Практически - я перестал писать подключения поставщиков руками. Цифры пока скромные и я не буду делать вид, что это иначе: через сервис прошло шесть настоящих рабочих задач, четыре скрипта уехали в проект без единой правки, два я открывал и допиливал. Но и два допиленных - это правка уже написанного, а не старт с пустого файла, и по времени это несопоставимо.

Первый коммит - 25 июня. Затевалось как проверка гипотезы на пару вечеров, а стало тем, куда я иду по умолчанию, когда появляется новый поставщик. Посмотреть можно тут: script.catalogloader.com.

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9 сент. 2026 г.

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CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 14:16 Universina da Mota

Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 14:21 Elizabeth Thompson

If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 15:33 Júlia Castro

If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.06.26 21:13 Emilie Safi

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
26.06.26 15:05 Riley Stephens

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
26.06.26 15:09 Antonio Riley

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

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] Call/Text Number: +1 (336) 390-6684
28.06.26 00:37 kimberlyhebertt673

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] Call/Text Number: +1 (336) 390-6684
29.06.26 11:57 Lisadonato0726

For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.
29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.06.26 15:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.07.26 01:22 Lieneke Bonnema

I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm
02.07.26 01:26 Clara Morin

I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm
02.07.26 01:31 Robin Hale

I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm
04.07.26 15:32 Fraddy Pual

There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
05.07.26 14:44 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.07.26 14:44 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.07.26 16:20 Olga Ognjanović

Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146
06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.07.26 18:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.07.26 19:06 Toivo Walli

I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46
09.07.26 19:10 Misty Alexander

Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted recovery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
09.07.26 19:13 Clara Soto

Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable recovery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
12.07.26 03:30 Kora Baltacha

Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].
12.07.26 03:33 Pahal Mathew

It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]
13.07.26 23:49 [email protected]

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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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03.08.26 20:05 Philip

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03.08.26 20:06 Philip

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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.
04.08.26 12:37 kimberlyhebertt6877

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12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
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
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