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Как я автоматизировал создание стикеров для соцсетей: локально обучаем стилевую LoRA для SD 1.5 на 30 картинках

Генерация красивых единичных артов давно перестала быть проблемой. Но как только возникает прикладная задача — например, сделать серию консистентных иллюстраций или заготовок для стикерпака в едином стиле — обычный промпт‑инжиниринг начинает буксовать. Закрытые модели дают высокое качество, но забирают контроль и навязывают свое видение.

Поэтому я решил собрать собственный контролируемый пайплайн. Базой для эксперимента была выбрана Stable Diffusion 1.5. Да, это далеко не самая новая архитектура: она хуже современных моделей понимает комплексные описания, чаще ломает анатомию и ограничена базовым разрешением 512×512. Но у неё остаются неоспоримые козыри: низкие требования к железу, гигантская экосистема (ControlNet, чекпоинты) и возможность быстро обучать и тестировать гипотезы на домашнем ПК.

Суть эксперимента — обучить стилевую LoRA на обезличенной подборке стикеров из ВК. Модель должна была выучить не лицо конкретного персонажа и не манеру конкретного художника, а общие паттерны жанра: белый фон, упрощённые формы, характерный векторный контур и мультяшную выразительность эмоций.

Сбор датасета

Изображения были вручную отобраны с сайта stickersvk.com. Сайт сообщает, что все права на стикеры принадлежат их авторам.

Во‑первых, стикеры будут использоваться не с целью скопировать стиль конкретного автора или его персонажей, это исключено подходом к отбору стикеров и дальнейшей разметке данных.
Во‑вторых, обучение модели будет производиться исключительно в образовательных целях, полученная LoRA не будет использоваться в коммерческих и каких‑либо других целях, кроме исследовательских.
В‑третьих, изображения не будут храниться на моем устройстве и будут удалены сразу после обучения модели.

При сборе датасета было важно не дать модели возможности запомнить один конкретный стикерпак. Если взять много изображений одного персонажа, LoRA с большой вероятностью начнёт воспроизводить не абстрактный стиль, а его внешность, характерные пропорции и повторяющиеся элементы дизайна.

Брал по одному стикеру из каждого подходящего пака чтобы модель не запомнила конкретных героев и стиль конкретного автора. Выбирал животных, людей и понятные объекты (сердце, облако). Не брал сильно отличающиеся по стилю, например, без характерных черных линий или излишне детализированные/упрощенные. В каждом паке выбирал изображения без текста и сложных поз/жестов. Всего собрал 30 стикеров.

Такой небольшой датасет не позволяет охватить всё возможное разнообразие стикерной графики, но для первого контролируемого обучения его достаточно. В нём представлены разные типы субъектов, а повторяющиеся признаки относятся преимущественно к визуальной подаче, а не к содержанию.

Слева — стикеры, попавшие в датасет; справа — варианты, которые были исключены

На примерах выше видно, какие изображения исключались из датасета. Слишком сложные позы, текст, нестандартный контур или сильно отличающийся рендер могли добавить в обучение лишние закономерности. Хорошие примеры, наоборот, содержат один легко распознаваемый субъект, простую композицию и характерные признаки нужного стиля.

Изначально стикеры имели прозрачный фон. Для обучения было необходимо заменить его на белый и преобразовать изображения в JPG.

Gemini 3.1 Pro написал программу, которая добавила белый фон каждому стикеру и сохранила в JPG. Считаю приемлемым использование генеративного ИИ в работе, если это ускоряет процесс разработки, сокращает объём рутины и служит лишь инструментом реализации человеческой идеи.

Экономим время и делегируем создание инструмента нейросети

Скрипт (Python): Замена прозрачного фона на белый

Инструмент: сгенерировано в Gemini 3.1 Pro. Скрипт берет изображения с альфа‑каналом и аккуратно накладывает их на белый фон, сохраняя в JPG.

pip install pillow

import os
from PIL import Image

def add_white_background(input_dir, output_dir):
    # Создаем папку для сохранения, если ее нет
    if not os.path.exists(output_dir):
        os.makedirs(output_dir)

    # Поддерживаемые форматы (можно расширить)
    valid_extensions = ('.png', '.webp', '.jpg', '.jpeg', '.gif', '.bmp')

    for filename in os.listdir(input_dir):
        if not filename.lower().endswith(valid_extensions):
            continue

        input_path = os.path.join(input_dir, filename)
        
        # Сохранять будем в JPG, так как прозрачность нам больше не нужна
        name, _ = os.path.splitext(filename)
        output_filename = f"{name}.jpg"
        output_path = os.path.join(output_dir, output_filename)

        try:
            with Image.open(input_path) as img:
                # Переводим в RGBA, чтобы гарантированно получить альфа-канал (прозрачность)
                img_rgba = img.convert("RGBA")
                
                # Создаем абсолютно белое изображение такого же размера
                white_bg = Image.new("RGBA", img.size, "WHITE")
                
                # Накладываем исходное изображение на белый фон
                # Третий аргумент (img_rgba) используется как маска прозрачности
                white_bg.paste(img_rgba, (0, 0), img_rgba)
                
                # Конвертируем обратно в RGB (без прозрачности) для сохранения в JPEG
                final_img = white_bg.convert("RGB")
                final_img.save(output_path, "JPEG", quality=95)
                
            print(f"✅ Успешно: {filename} -> {output_filename}")
            
        except Exception as e:
            print(f"❌ Ошибка при обработке {filename}: {e}")

if __name__ == "__main__":
    # Укажите здесь пути к вашим папкам
    INPUT_FOLDER = "images"         # Папка с исходными картинками
    OUTPUT_FOLDER = "images_white"  # Папка для готовых картинок

    print("Начинаем обработку...")
    add_white_background(INPUT_FOLDER, OUTPUT_FOLDER)
    print("Готово!")

Само решение, структуру датасета и требования к обработке определял я. Генеративная модель использовалась как способ быстро получить небольшой утилитарный скрипт вместо ручной обработки каждого файла.

После выполнения программы все изображения были дополнительно проверены. Важно убедиться, что прозрачность действительно была заменена на белый фон, изображения не получили чёрную подложку, а цветовые каналы сохранились корректно.

Выбор триггера и разметка

Триггером был выбран токен «vkstckrs» как уникальная производная от «VK stickers». Не добавлял имена героев стикерпаков и имена авторов для исключения нарушения авторского права при использовании модели.

Уникальный токен нужен для того, чтобы во время генерации явно активировать обученные признаки. Он не должен быть обычным английским словом с уже существующим значением для текстового энкодера. Иначе поведение LoRA теоретически может смешиваться с тем, что базовая модель знала до обучения.

SD1.5 лучше понимает теговую разметку в Danbooru стиле и короткие фразы. Размечать нужно то, что модель не должна выучить. Учим стиль и белый фон — размечаем содержимое. ChatGPT 5.6 написал программу, которая разметила каждый стикер короткой английской фразой через BLIP.

Разметить 30 картинок вручную не составило бы труда, но созданный сейчас инструмент облегчит разметку в десятках последующих проектов

Скрипт (Python): Автоматический captioning через BLIP

Скрипт локально загружает модель Salesforce/blip-image-captioning-large с Hugging Face и создает .txt файл для каждой картинки. Мы сразу закладываем возможность передать наш триггер vkstckrs через аргументы командной строки.

#!/usr/bin/env python3
"""Автоматическая генерация caption-файлов для датасета LoRA SD 1.5."""

from __future__ import annotations

import argparse
import sys
from pathlib import Path
from typing import Iterable

import torch
from PIL import Image, ImageOps, UnidentifiedImageError
from tqdm import tqdm
from transformers import BlipForConditionalGeneration, BlipProcessor


IMAGE_EXTENSIONS = {
    ".jpg",
    ".jpeg",
    ".png",
    ".webp",
    ".bmp",
    ".tif",
    ".tiff",
    ".gif",
}


def parse_args() -> argparse.Namespace:
    parser = argparse.ArgumentParser(
        description=(
            "Создаёт одноимённый .txt-caption рядом с каждым изображением "
            "для обучения LoRA Stable Diffusion 1.5."
        )
    )

    parser.add_argument(
        "folder",
        type=Path,
        help="Папка с изображениями",
    )
    parser.add_argument(
        "--model",
        default="Salesforce/blip-image-captioning-large",
        help="Модель Hugging Face для генерации подписей",
    )
    parser.add_argument(
        "--trigger",
        default="",
        help='Trigger word LoRA, например: "sks_person"',
    )
    parser.add_argument(
        "--prompt",
        default="",
        help='Начало, задаваемое модели, например: "a photo of"',
    )
    parser.add_argument(
        "--prefix",
        default="",
        help="Текст, добавляемый перед сгенерированной подписью",
    )
    parser.add_argument(
        "--suffix",
        default="",
        help="Текст, добавляемый после сгенерированной подписи",
    )
    parser.add_argument(
        "--recursive",
        action="store_true",
        help="Обрабатывать также вложенные папки",
    )
    parser.add_argument(
        "--overwrite",
        action="store_true",
        help="Перезаписывать уже существующие .txt-файлы",
    )
    parser.add_argument(
        "--device",
        choices=("auto", "cuda", "mps", "cpu"),
        default="auto",
        help="Устройство вычислений",
    )
    parser.add_argument(
        "--max-new-tokens",
        type=int,
        default=50,
        help="Максимальная длина генерируемой подписи",
    )
    parser.add_argument(
        "--num-beams",
        type=int,
        default=4,
        help="Число лучей beam search; больше — медленнее",
    )

    return parser.parse_args()


def choose_device(requested: str) -> torch.device:
    if requested == "cuda":
        if not torch.cuda.is_available():
            raise RuntimeError(
                "CUDA запрошена, но недоступна в установленном PyTorch."
            )
        return torch.device("cuda")

    if requested == "mps":
        if not torch.backends.mps.is_available():
            raise RuntimeError("MPS запрошен, но недоступен.")
        return torch.device("mps")

    if requested == "cpu":
        return torch.device("cpu")

    if torch.cuda.is_available():
        return torch.device("cuda")

    if torch.backends.mps.is_available():
        return torch.device("mps")

    return torch.device("cpu")


def find_images(folder: Path, recursive: bool) -> list[Path]:
    iterator: Iterable[Path]

    if recursive:
        iterator = folder.rglob("*")
    else:
        iterator = folder.iterdir()

    return sorted(
        path
        for path in iterator
        if path.is_file() and path.suffix.lower() in IMAGE_EXTENSIONS
    )


def clean_text(text: str) -> str:
    return " ".join(text.replace("\n", " ").split()).strip(" ,")


def assemble_caption(
    generated: str,
    trigger: str,
    prefix: str,
    suffix: str,
) -> str:
    parts = [
        clean_text(value)
        for value in (trigger, prefix, generated, suffix)
    ]

    return ", ".join(part for part in parts if part)


def prepare_inputs(
    processor: BlipProcessor,
    image: Image.Image,
    prompt: str,
    device: torch.device,
    float_dtype: torch.dtype,
) -> dict[str, torch.Tensor]:
    if prompt:
        batch = processor(
            images=image,
            text=prompt,
            return_tensors="pt",
        )
    else:
        batch = processor(
            images=image,
            return_tensors="pt",
        )

    result: dict[str, torch.Tensor] = {}

    for name, tensor in batch.items():
        tensor = tensor.to(device)

        if torch.is_floating_point(tensor):
            tensor = tensor.to(float_dtype)

        result[name] = tensor

    return result


def main() -> int:
    args = parse_args()
    folder = args.folder.expanduser().resolve()

    if not folder.is_dir():
        print(
            f"Ошибка: папка не найдена: {folder}",
            file=sys.stderr,
        )
        return 2

    if args.max_new_tokens < 1:
        print(
            "Ошибка: --max-new-tokens должен быть больше нуля.",
            file=sys.stderr,
        )
        return 2

    if args.num_beams < 1:
        print(
            "Ошибка: --num-beams должен быть больше нуля.",
            file=sys.stderr,
        )
        return 2

    images = find_images(folder, args.recursive)

    if not images:
        print("Поддерживаемые изображения не найдены.")
        return 0

    try:
        device = choose_device(args.device)
    except RuntimeError as exc:
        print(f"Ошибка: {exc}", file=sys.stderr)
        return 2

    # FP16 ускоряет CUDA. Для CPU и MPS используется FP32.
    model_dtype = (
        torch.float16
        if device.type == "cuda"
        else torch.float32
    )

    print(f"Изображений: {len(images)}")
    print(f"Устройство: {device}")
    print(f"Модель: {args.model}")
    print(
        "При первом запуске веса модели "
        "будут загружены в кэш Hugging Face."
    )

    processor = BlipProcessor.from_pretrained(args.model)

    model = BlipForConditionalGeneration.from_pretrained(
        args.model,
        torch_dtype=model_dtype,
    ).to(device)

    model.eval()

    created = 0
    skipped = 0
    failed: list[tuple[Path, str]] = []

    for image_path in tqdm(
        images,
        desc="Разметка",
        unit="img",
    ):
        caption_path = image_path.with_suffix(".txt")

        if caption_path.exists() and not args.overwrite:
            skipped += 1
            continue

        try:
            with Image.open(image_path) as source:
                image = ImageOps.exif_transpose(source).convert("RGB")

                inputs = prepare_inputs(
                    processor=processor,
                    image=image,
                    prompt=args.prompt,
                    device=device,
                    float_dtype=model_dtype,
                )

            with torch.inference_mode():
                output_ids = model.generate(
                    **inputs,
                    max_new_tokens=args.max_new_tokens,
                    num_beams=args.num_beams,
                )

            generated = processor.decode(
                output_ids[0],
                skip_special_tokens=True,
            )

            caption = assemble_caption(
                generated=generated,
                trigger=args.trigger,
                prefix=args.prefix,
                suffix=args.suffix,
            )

            if not caption:
                raise RuntimeError("модель вернула пустую подпись")

            # Атомарная запись через временный файл.
            temporary_path = caption_path.with_suffix(
                caption_path.suffix + ".tmp"
            )

            temporary_path.write_text(
                caption + "\n",
                encoding="utf-8",
            )

            temporary_path.replace(caption_path)
            created += 1

        except (
            OSError,
            UnidentifiedImageError,
            RuntimeError,
            ValueError,
        ) as exc:
            failed.append((image_path, str(exc)))

    print(f"\nСоздано/обновлено: {created}")
    print(f"Пропущено: {skipped}")
    print(f"Ошибок: {len(failed)}")

    if failed:
        print("\nНеобработанные файлы:", file=sys.stderr)

        for path, error in failed:
            print(f"- {path}: {error}", file=sys.stderr)

        return 1

    return 0


if __name__ == "__main__":
    raise SystemExit(main())

Пример полученной разметки на этом этапе: vkstckrs, vector illustration of a cartoon vampire with red eyes and black hair

Логика здесь обратная той, которая может показаться очевидной на первый взгляд. Если определённый признак явно описывается в каждом caption, модель свяжет его с соответствующими словами, а не с уникальным триггером. Если же общий для датасета стиль не описывать, он начинает ассоциироваться именно с триггером «vkstckrs». Другими словами, размечаем (описываем) то, что нейросеть НЕ должна выучить и добавляем токен (тиггер), куда нейросеть должна «записать» всё остальное.

Автоматическая разметка позволила быстро получить первоначальные текстовые файлы, но её нельзя было использовать без проверки.

Заметил, что в описаниях встречаются ошибки, также некоторые описания содержали описание стиля «vector illustration of a cartoon [subject]». Так как ChatGPT предусмотрел в своей программе добавление промпта, влияющего на разметку, было решено прописать в него это повторяющееся описание стиля, понятное модели BLIP. Это исключило вариативность описания стиля, которую пришлось бы чистить руками. Теперь, когда все файлы разметки содержат одинаковую подстроку, ее можно удалить. Все описания объектов нужно проверить и исправить ошибки.

Такой промежуточный этап позволил привести результаты BLIP к единому формату. Сначала модель получала понятную ей инструкцию и создавала более однообразные captions, после чего повторяющаяся часть, описывающая сам стиль, удалялась программно.

В результате в текстовых файлах оставались только описания содержимого: субъект, эмоция, положение тела и основные объекты.

BLIP оставил косяки, от которых обязательно нужно избавиться

Ошибки BLIP особенно заметны на стилизованных и сильно упрощённых изображениях. Модель может неверно определить животное, перепутать предметы или додумать отсутствующие элементы. Поэтому ручная проверка остаётся обязательной даже при автоматизации captioning.

Gemini написал программу, которая удалила подстроку «vector illustration of a cartoon » из всех файлов разметки. После удаления подстроки я ещё раз просмотрел все текстовые файлы и проверил, что предложения остались грамматически понятными, а описание субъекта не потерялось.

Скрипт (Python): Удаление подстроки из.txt файлов

Утилитарный скрипт, который проходит по всем файлам датасета и вычищает повторяющийся стиль, оставляя только описание субъекта.

import os
from pathlib import Path

def remove_substring_from_files(folder_path, target_substring):
    # Преобразуем путь в объект Path
    folder = Path(folder_path)
    
    # Проверяем, существует ли папка
    if not folder.is_dir():
        print(f"Ошибка: Папка '{folder_path}' не найдена.")
        return

    # Ищем все .txt файлы в папке (если нужны другие форматы, измените "*.txt" на "*.*")
    # Если нужно искать и в подпапках, используйте rglob("*.txt") вместо glob
    txt_files = list(folder.glob("*.txt"))
    
    if not txt_files:
        print("В указанной папке нет текстовых файлов.")
        return

    processed_count = 0
    
    for file_path in txt_files:
        try:
            # Читаем содержимое файла
            with open(file_path, 'r', encoding='utf-8') as file:
                content = file.read()
            
            # Если подстрока есть в тексте, заменяем её на пустоту
            if target_substring in content:
                new_content = content.replace(target_substring, "")
                
                # Перезаписываем файл с новым содержимым
                with open(file_path, 'w', encoding='utf-8') as file:
                    file.write(new_content)
                
                print(f"Обновлен файл: {file_path.name}")
                processed_count += 1
                
        except Exception as e:
            print(f"Ошибка при обработке файла {file_path.name}: {e}")

    print(f"\nГотово! Изменено файлов: {processed_count} из {len(txt_files)}")

# --- ИСПОЛЬЗОВАНИЕ ---

# Укажите путь к вашей папке с файлами. 
# Обратите внимание на букву 'r' перед строкой пути для Windows (чтобы слеши читались корректно)
DIRECTORY_PATH = r"images_white" 

# Точная строка для удаления (скопирована из вашего запроса)
STRING_TO_REMOVE = "vector illustration of a cartoon "

remove_substring_from_files(DIRECTORY_PATH, STRING_TO_REMOVE)

Итоговый вид разметки (то, что пошло в обучение): vkstckrs, vampire with red eyes and black hair

Итоговая структура датасета была простой: JPG‑изображение и одноимённый текстовый файл с коротким англоязычным описанием.

Подготовка к обучению

Платформой обучения был выбран OneTrainer. SD1.5 является простой моделью, не требующей в моем кейсе тонкой настройки через kohya_ss, который является стандартом обучения моделей семейства Stable Diffuison. Было отдано предпочтение удобству интерфейса и автоматизации процесса.

OneTrainer позволяет настроить датасет, параметры LoRA, оптимизатор, сохранение промежуточных версий и создание сэмплов во время обучения через графический интерфейс. Для небольшого стилевого эксперимента этого более чем достаточно.

Установка прошла через официальный репозиторий GitHub и файл install.bat.

После клонирования репозитория достаточно запустить установочный файл и дождаться создания окружения и загрузки зависимостей. Процесс может занять время в зависимости от скорости интернета и доступности некоторых пакетов в текущих условиях фильтрации трафика.

Для обучения использовались следующие основные параметры. Так как датасет небольшой, обучение заняло всего 100 эпох.

Модель: Stable Diffusion 1.5 (stable-diffusion-v1-5)
Оптимизатор: AdamW (с включенным use_schedulefree: true)
Learning Rate: 1e-4 (0.0001) для UNet и 1e-5 (0.00001) для Text Encoder.
LoRA Rank (Dim) / Alpha: 32 / 16
Batch Size: 1
Resolution: 512×512
Precision: FP16 (Mixed Precision)
Эпохи: 100 (сохранение каждые 100 шагов)

Полный конфиг OneTrainer (.json)

Этот файл можно импортировать в OneTrainer, чтобы полностью повторить настройки моего эксперимента.

{
    "__version": 11,
    "training_method": "LORA",
    "model_type": "STABLE_DIFFUSION_15",
    "debug_mode": false,
    "debug_dir": "debug",
    "workspace_dir": "workspace/run",
    "cache_dir": "workspace-cache/run",
    "huggingface_cache_dir": "",
    "offline_mode": false,
    "tensorboard": true,
    "tensorboard_expose": false,
    "tensorboard_always_on": false,
    "tensorboard_port": 6006,
    "validation": false,
    "validate_after": 1,
    "validate_after_unit": "EPOCH",
    "continue_last_backup": false,
    "prevent_overwrites": false,
    "include_train_config": "NONE",
    "multi_gpu": false,
    "device_indexes": "",
    "gradient_reduce_precision": "FLOAT_32_STOCHASTIC",
    "fused_gradient_reduce": true,
    "async_gradient_reduce": true,
    "async_gradient_reduce_buffer": 100,
    "base_model_name": "stable-diffusion-v1-5/stable-diffusion-v1-5",
    "output_dtype": "FLOAT_32",
    "output_model_format": "KOHYA_LORA",
    "output_model_destination": "models/lvkstckrs.safetensors",
    "async_offloading": true,
    "force_circular_padding": false,
    "compile": false,
    "concept_file_name": "training_concepts/concepts.json",
    "concepts": [
        {
            "__version": 2,
            "image": {
                "__version": 0,
                "enable_crop_jitter": true,
                "enable_random_flip": false,
                "enable_fixed_flip": false,
                "enable_random_rotate": false,
                "enable_fixed_rotate": false,
                "random_rotate_max_angle": 0.0,
                "enable_random_brightness": false,
                "enable_fixed_brightness": false,
                "random_brightness_max_strength": 0.0,
                "enable_random_contrast": false,
                "enable_fixed_contrast": false,
                "random_contrast_max_strength": 0.0,
                "enable_random_saturation": false,
                "enable_fixed_saturation": false,
                "random_saturation_max_strength": 0.0,
                "enable_random_hue": false,
                "enable_fixed_hue": false,
                "random_hue_max_strength": 0.0,
                "enable_resolution_override": false,
                "resolution_override": "512",
                "enable_random_circular_mask_shrink": false,
                "enable_random_mask_rotate_crop": false
            },
            "text": {
                "__version": 0,
                "prompt_source": "sample",
                "prompt_path": "",
                "enable_tag_shuffling": false,
                "tag_delimiter": ",",
                "keep_tags_count": 1,
                "tag_dropout_enable": false,
                "tag_dropout_mode": "FULL",
                "tag_dropout_probability": 0.0,
                "tag_dropout_special_tags_mode": "NONE",
                "tag_dropout_special_tags": "",
                "tag_dropout_special_tags_regex": false,
                "caps_randomize_enable": false,
                "caps_randomize_mode": "capslock, title, first, random",
                "caps_randomize_probability": 0.0,
                "caps_randomize_lowercase": false
            },
            "name": "main",
            "path": "C:/Users/arkin/Downloads/stickers/images_white",
            "seed": 949656464,
            "enabled": true,
            "type": "STANDARD",
            "include_subdirectories": false,
            "image_variations": 1,
            "text_variations": 1,
            "balancing": 1.0,
            "balancing_strategy": "REPEATS",
            "loss_weight": 1.0,
            "concept_stats": {}
        }
    ],
    "aspect_ratio_bucketing": true,
    "latent_caching": true,
    "clear_cache_before_training": true,
    "learning_rate_scheduler": "CONSTANT",
    "custom_learning_rate_scheduler": null,
    "scheduler_params": [],
    "learning_rate": 0.0001,
    "learning_rate_warmup_steps": 200.0,
    "learning_rate_cycles": 1.0,
    "learning_rate_min_factor": 0.0,
    "epochs": 100,
    "batch_size": 1,
    "gradient_accumulation_steps": 1,
    "ema": "OFF",
    "ema_decay": 0.999,
    "ema_update_step_interval": 5,
    "dataloader_threads": 2,
    "train_device": "cuda",
    "temp_device": "cpu",
    "train_dtype": "FLOAT_16",
    "fallback_train_dtype": "BFLOAT_16",
    "enable_autocast_cache": true,
    "only_cache": false,
    "resolution": "512",
    "frames": "25",
    "attention_mechanism": "SDP",
    "mse_strength": 1.0,
    "mae_strength": 0.0,
    "log_cosh_strength": 0.0,
    "huber_strength": 0.0,
    "huber_delta": 1.0,
    "vb_loss_strength": 1.0,
    "loss_weight_fn": "CONSTANT",
    "loss_weight_strength": 5.0,
    "dropout_probability": 0.01,
    "loss_scaler": "NONE",
    "learning_rate_scaler": "NONE",
    "clip_grad_norm": 1.0,
    "offset_noise_weight": 0.0,
    "generalized_offset_noise": false,
    "perturbation_noise_weight": 0.0,
    "rescale_noise_scheduler_to_zero_terminal_snr": false,
    "force_v_prediction": false,
    "force_epsilon_prediction": false,
    "min_noising_strength": 0.0,
    "max_noising_strength": 1.0,
    "timestep_distribution": "UNIFORM",
    "noising_weight": 0.0,
    "noising_bias": 0.0,
    "timestep_shift": 1.0,
    "dynamic_timestep_shifting": false,
    "unet": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": true,
        "stop_training_after": null,
        "stop_training_after_unit": "NEVER",
        "learning_rate": 0.0001,
        "weight_dtype": "FLOAT_16",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": true,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "prior": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": true,
        "stop_training_after": 0,
        "stop_training_after_unit": "NEVER",
        "learning_rate": null,
        "weight_dtype": "FLOAT_32",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": true,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "transformer": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": true,
        "stop_training_after": 0,
        "stop_training_after_unit": "NEVER",
        "learning_rate": null,
        "weight_dtype": "FLOAT_32",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": true,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "unconditional_transformer": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": false,
        "stop_training_after": null,
        "stop_training_after_unit": "NEVER",
        "learning_rate": null,
        "weight_dtype": "FLOAT_32",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": false,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "quantization": {
        "__version": 0,
        "layer_filter": "",
        "layer_filter_preset": "full",
        "layer_filter_regex": false,
        "svd_dtype": "NONE",
        "svd_rank": 16,
        "cache_dir": "workspace-cache/run/quantization"
    },
    "text_encoder": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": true,
        "stop_training_after": null,
        "stop_training_after_unit": "NEVER",
        "learning_rate": 1e-05,
        "weight_dtype": "FLOAT_16",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": true,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "text_encoder_layer_skip": 0,
    "text_encoder_sequence_length": 512,
    "text_encoder_2": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": true,
        "stop_training_after": 30,
        "stop_training_after_unit": "EPOCH",
        "learning_rate": null,
        "weight_dtype": "FLOAT_32",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": true,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "text_encoder_2_layer_skip": 0,
    "text_encoder_2_sequence_length": 77,
    "text_encoder_3": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": true,
        "stop_training_after": 30,
        "stop_training_after_unit": "EPOCH",
        "learning_rate": null,
        "weight_dtype": "FLOAT_32",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": true,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "text_encoder_3_layer_skip": 0,
    "text_encoder_4": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": true,
        "stop_training_after": 30,
        "stop_training_after_unit": "EPOCH",
        "learning_rate": null,
        "weight_dtype": "FLOAT_32",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": true,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "text_encoder_4_layer_skip": 0,
    "vae": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": true,
        "stop_training_after": null,
        "stop_training_after_unit": "NEVER",
        "learning_rate": null,
        "weight_dtype": "FLOAT_32",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": true,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "effnet_encoder": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": true,
        "stop_training_after": null,
        "stop_training_after_unit": "NEVER",
        "learning_rate": null,
        "weight_dtype": "FLOAT_32",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": true,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "decoder": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": true,
        "stop_training_after": null,
        "stop_training_after_unit": "NEVER",
        "learning_rate": null,
        "weight_dtype": "FLOAT_32",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": true,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "decoder_text_encoder": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": true,
        "stop_training_after": null,
        "stop_training_after_unit": "NEVER",
        "learning_rate": null,
        "weight_dtype": "FLOAT_32",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": true,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "decoder_vqgan": {
        "__version": 0,
        "model_name": "",
        "include": true,
        "train": true,
        "stop_training_after": null,
        "stop_training_after_unit": "NEVER",
        "learning_rate": null,
        "weight_dtype": "FLOAT_32",
        "dropout_probability": 0.0,
        "train_embedding": true,
        "attention_mask": false,
        "guidance_scale": 1.0,
        "gradient_checkpointing": true,
        "offload_fraction": 0.0,
        "activation_offloading": false
    },
    "masked_training": false,
    "unmasked_probability": 0.1,
    "unmasked_weight": 0.1,
    "normalize_masked_area_loss": false,
    "masked_prior_preservation_weight": 0.0,
    "custom_conditioning_image": false,
    "layer_filter": "attentions",
    "layer_filter_preset": "attn-mlp",
    "layer_filter_regex": false,
    "embedding_learning_rate": null,
    "preserve_embedding_norm": false,
    "embedding": {
        "__version": 0,
        "uuid": "753a3416-4ffe-4420-b1b1-18b6d432b608",
        "model_name": "",
        "placeholder": "<embedding>",
        "train": true,
        "stop_training_after": null,
        "stop_training_after_unit": "NEVER",
        "token_count": 1,
        "initial_embedding_text": "*",
        "is_output_embedding": false
    },
    "additional_embeddings": [],
    "embedding_weight_dtype": "FLOAT_32",
    "cloud": {
        "__version": 0,
        "enabled": false,
        "type": "RUNPOD",
        "file_sync": "NATIVE_SCP",
        "create": true,
        "name": "OneTrainer",
        "tensorboard_tunnel": true,
        "sub_type": "",
        "gpu_type": "",
        "volume_size": 100,
        "min_download": 0,
        "remote_dir": "/workspace",
        "huggingface_cache_dir": "/workspace/huggingface_cache",
        "onetrainer_dir": "/workspace/OneTrainer",
        "install_cmd": "git clone https://github.com/Nerogar/OneTrainer",
        "install_onetrainer": true,
        "update_onetrainer": true,
        "detach_trainer": false,
        "run_id": "job1",
        "download_samples": true,
        "download_output_model": true,
        "download_saves": true,
        "download_backups": false,
        "download_tensorboard": false,
        "delete_workspace": false,
        "on_finish": "NONE",
        "on_error": "NONE",
        "on_detached_finish": "NONE",
        "on_detached_error": "NONE"
    },
    "peft_type": "LORA",
    "lora_model_name": "",
    "lora_rank": 32,
    "lora_alpha": 16.0,
    "lora_decompose": false,
    "lora_decompose_norm_epsilon": true,
    "lora_decompose_output_axis": false,
    "lora_weight_dtype": "FLOAT_32",
    "bundle_additional_embeddings": true,
    "oft_block_size": 32,
    "oft_block_share": false,
    "oft_scaled": false,
    "lokr_dim": 16,
    "lokr_decompose_both": false,
    "lokr_decompose_factor": -1,
    "lokr_use_tucker": false,
    "lokr_weight_decompose": false,
    "lokr_dora_on_output": true,
    "lokr_full_matrix": false,
    "lokr_vec_trick": true,
    "optimizer": {
        "__version": 0,
        "optimizer": "ADAMW",
        "adam_w_mode": false,
        "alpha": null,
        "amsgrad": false,
        "beta1": 0.9,
        "beta2": 0.999,
        "beta3": null,
        "bias_correction": false,
        "block_wise": false,
        "capturable": false,
        "centered": false,
        "clip_threshold": null,
        "d0": null,
        "d_coef": null,
        "dampening": null,
        "decay_rate": null,
        "decouple": false,
        "differentiable": false,
        "eps": 1e-08,
        "eps2": null,
        "foreach": false,
        "fsdp_in_use": false,
        "fused": true,
        "fused_back_pass": false,
        "growth_rate": null,
        "initial_accumulator_value": null,
        "initial_accumulator": null,
        "is_paged": false,
        "log_every": null,
        "lr_decay": null,
        "max_unorm": null,
        "maximize": false,
        "min_8bit_size": null,
        "quant_block_size": null,
        "momentum": null,
        "nesterov": false,
        "no_prox": false,
        "optim_bits": null,
        "percentile_clipping": null,
        "r": null,
        "relative_step": false,
        "safeguard_warmup": false,
        "scale_parameter": false,
        "stochastic_rounding": false,
        "use_bias_correction": false,
        "use_triton": false,
        "warmup_init": false,
        "weight_decay": 0.01,
        "weight_lr_power": null,
        "decoupled_decay": false,
        "fixed_decay": false,
        "rectify": false,
        "degenerated_to_sgd": false,
        "k": null,
        "xi": null,
        "n_sma_threshold": null,
        "ams_bound": false,
        "adanorm": false,
        "adam_debias": false,
        "slice_p": null,
        "cautious": false,
        "weight_decay_by_lr": true,
        "prodigy_steps": null,
        "use_speed": false,
        "split_groups": true,
        "split_groups_mean": true,
        "factored": true,
        "factored_fp32": true,
        "use_stableadamw": true,
        "use_cautious": false,
        "use_grams": false,
        "use_adopt": false,
        "d_limiter": true,
        "use_schedulefree": true,
        "use_orthograd": false,
        "nnmf_factor": false,
        "orthogonal_gradient": false,
        "use_atan2": false,
        "use_AdEMAMix": false,
        "beta3_ema": null,
        "alpha_grad": null,
        "beta1_warmup": null,
        "min_beta1": null,
        "Simplified_AdEMAMix": false,
        "kourkoutas_beta": false,
        "schedulefree_c": null,
        "ns_steps": null,
        "MuonWithAuxAdam": false,
        "muon_hidden_layers": null,
        "muon_adam_regex": false,
        "muon_adam_lr": null,
        "muon_te1_adam_lr": null,
        "muon_te2_adam_lr": null,
        "muon_adam_config": {},
        "rms_rescaling": true,
        "normuon_variant": false,
        "beta2_normuon": null,
        "low_rank_ortho": false,
        "ortho_rank": null,
        "accelerated_ns": false,
        "cautious_wd": false,
        "approx_mars": false,
        "auto_kappa_p": false,
        "compile": false
    },
    "optimizer_defaults": {},
    "sample_definition_file_name": "training_samples/samples.json",
    "samples": [
        {
            "__version": 0,
            "enabled": true,
            "prompt": "vkstckrs, woman with blue eyes and black hair",
            "negative_prompt": "",
            "height": 512,
            "width": 512,
            "frames": 1,
            "length": 10.0,
            "seed": 42,
            "random_seed": false,
            "diffusion_steps": 30,
            "cfg_scale": 7.5,
            "noise_scheduler": "EULER_A",
            "text_encoder_1_layer_skip": 0,
            "text_encoder_1_sequence_length": null,
            "text_encoder_2_layer_skip": 0,
            "text_encoder_2_sequence_length": null,
            "text_encoder_3_layer_skip": 0,
            "text_encoder_4_layer_skip": 0,
            "transformer_attention_mask": false,
            "force_last_timestep": false,
            "sample_inpainting": false,
            "base_image_path": "",
            "mask_image_path": ""
        }
    ],
    "sample_after": 100,
    "sample_after_unit": "STEP",
    "sample_skip_first": 0,
    "sample_image_format": "JPG",
    "sample_video_format": "MP4",
    "sample_audio_format": "MP3",
    "samples_to_tensorboard": true,
    "non_ema_sampling": true,
    "backup_after": 10,
    "backup_after_unit": "MINUTE",
    "rolling_backup": false,
    "rolling_backup_count": 3,
    "backup_before_save": true,
    "save_every": 100,
    "save_every_unit": "STEP",
    "save_skip_first": 0,
    "save_filename_prefix": ""
}

После старта обучения скачивание моделей может занять время, шкала обновляется не сразу

Обучение

Обучение шло ~3 итерации в секунду первые 12 эпох, дальше упало до 1,5 секунд на итерацию. Потом обучение то ускорялось до нескольких итераций в секунду, то замедлялось до пары секунд на итерацию.

Скорость менялась непосредственно в процессе. Для такого эксперимента это не представляло проблемы: модель и весь датасет достаточно лёгкие, поэтому полное обучение всё равно занимало приемлемое время.

Программа занимала ~20 гигабайт оперативной памяти и ~3 гигабайта видеопамяти

На 400 шагах сэмпл дал первые признаки обучения и смещения к целевому стилю. После 1700 шагов стилевая разница между сэмплами стала неочевидной. На 2500 было принято остановить обучение.

Решение об остановке принималось не только по значению loss. Для генеративных моделей уменьшение loss само по себе не означает, что более поздний чекпоинт будет визуально лучше. Гораздо важнее отслеживать промежуточные изображения и смотреть, продолжает ли модель осваивать стиль или уже начинает чрезмерно закреплять признаки небольшого датасета.

В данном случае после определённого момента качественные изменения стали минимальными. Дальнейшее обучение могло увеличить вероятность переобучения, но не давало очевидного визуального выигрыша.

Первые результаты ещё похожи на обычные генерации базовой SD 1.5, затем влияние обучаемой LoRA становится заметнее

На графике и сэмплах можно проследить, как постепенно усиливаются основные признаки: упрощённая форма, мультяшность, выраженный контур и более близкая к стикерам композиция.

Подготовка к инференсу

После обучения нужно было подготовить workflow, в котором можно быстро включать и выключать LoRA, менять её силу и сравнивать результат с базовой моделью.

Базовый SD1.5 workflow от ComfyUI был доработан: добавлен блок загрузки LoRA и ее CLIP (текстового энкодера, который теперь знает уникальный триггер и его значение), второй блок Ksampler для апскейлинга (hirez fix) и блоки «if else» для управления LoRA (вкл/выкл) и для управления апскейлингом. Блоки были сгруппированы по этапам процесса генерации.

Изнутри доработанный workflow может пугать своей сложностью неподготовленного пользователя

Первый проход отвечает за основную композицию и содержание изображения. Второй KSampler работает уже на увеличенной версии и позволяет добавить детали, сохранив общую структуру исходной генерации.

Условные блоки нужны не только для удобства. Возможность отключить LoRA и повторить генерацию с тем же сидом позволяет наглядно увидеть именно её влияние, не смешивая его с обычной случайностью диффузионной модели.

Весь workflow был завернут в одну ноду, все важные параметры (промты, шаги, cfg, сила LoRA, переключатели условных блоков и так далее) были вынесены в эту ноду. Снаружи к ней были подключены удобные сторонние кастомные ноды для управления сидом генерации с возможностью быстро зафиксировать последний случайный сид для повторного прогона и для наглядного сравнения генераций до/после апскейлинга.

Такой user‑friendly интерфейс выглядит гораздо понятнее и удобнее

Такой подход не меняет внутреннюю работу ComfyUI, но делает использование большого графа удобнее. Вместо перемещения между группами нод основные параметры собраны в одном месте. При этом сам workflow остаётся доступен для редактирования и дальнейшего расширения.

Выбор базовой модели для генерации

Чекпоинт, на котором проводилось обучение, для инференса не подходит — слишком сильные галлюцинации, много артефактов. На платформе CivitAI собраны десятки моделей, обученных на базе SD1.5. Некоторые имеют стилевые предпочтения, например, Mistoon Anime заточена под мультяшный стиль. Выбрал несколько самых популярных для теста.

Платформа существует со времен популяризации локального генеративного ИИ, модели на базе SD1.5 насчитывают миллионы скачиваний

Обучение на базовом чекпоинте полезно тем, что LoRA не привязывается к слишком специфическим особенностям одной производной модели. Но использовать этот же исходный чекпоинт для финальных генераций необязательно.

Производные модели могут лучше справляться с композицией, цветом, мультяшными персонажами и общей визуальной привлекательностью. Важно лишь проверить, насколько корректно обученная LoRA переносится на выбранный чекпоинт.

По тестам с одинаковым описанием мне больше понравился результат модели Dream Shaper.

Модель была дообучена сообществом с уклоном в реализм и общий объём знаний объектов, животных и анатомии

Все модели, за исключением базовой SD1.5 (справа), дали сопоставимо хорошие результаты

Для сравнения использовались одинаковые или максимально близкие параметры, один prompt и один seed. Это позволило оценить различия между моделями, а не случайно выбрать особенно удачную генерацию.

В качестве базовой можно использовать любую модель в зависимости от ваших предпочтений и целей.

Dream Shaper оказалась наиболее подходящей для моих тестов, но это не универсальный выбор. Для более выраженного аниме‑стиля, плоской графики или другого типа персонажей другая модель может дать лучший результат.

Сэмплер и параметры генерации

Перебирать все существующие сэмплеры большого смысла нет. Достаточно знать, что для 2D иллюстрации лучше всего подходят Euler и Euler ancestral. Scheduler Karas также рекомендуется. Не менее популярный DPM++ 2M склонен ломать сложную анатомию и композицию, потому что быстро фиксирует их на ранних шагах, поэтому отдаем предпочтение именно Euler.

Выбор сэмплера не исправит плохой датасет или неудачно обученную LoRA, но может заметно повлиять на характер линий, степень вариативности и то, насколько рано в процессе генерации фиксируется композиция.

Euler ancestral дал достаточно живой и вариативный результат, что полезно при создании эмоциональных стикеров. Генерации не выглядели полностью одинаковыми, но сохраняли общий стиль.

При обучении мы не использовали описание стиля «vector illustration of a cartoon [subject]» чтобы модель связала стиль с нашим уникальным триггером «vkstckrs». Теперь же, во время генерации мы можем использовать и триггер, и описание для усиления эффекта.

Например, один только триггер позволяет проверить, что именно выучила LoRA. Дополнительное описание vector illustration of a cartoon направляет одновременно и базовую модель, и LoRA в нужную сторону, поэтому итоговый эффект становится выраженнее.

Настройки силы LoRA и CFG scale подбираются под конкретный шаблон промпта, базовую модель и общую задачу. В моем случае я пришел к силе LoRA 1.0 и CFG 10.0.

Слишком низкая сила LoRA оставляла результат близким к обычной генерации Dream Shaper. При чрезмерном увеличении силы изображение начинало терять анатомию и становилось грубее. Значение 1.0 оказалось подходящим для выбранного чекпоинта и шаблона описания.

CFG 10.0 также нельзя считать универсальной рекомендацией. При изменении модели, сэмплера, числа шагов или структуры prompt оптимальное значение может отличаться.

Тестирование стилевой LoRA

Ниже приведены генерации с одним промптом и сидом без и с включенной LoRA для оценки ее импакта на стиль генерации.

В каждой паре отличается только состояние LoRA. Это позволяет увидеть, какие признаки появились именно после её подключения.

На животных влияние LoRA проявляется особенно хорошо: изображения получают более выраженный контур, упрощённые формы и мультяшность, подходящую для отдельного стикера

При генерации людей общий визуальный язык становится значительно более согласованным: персонажи выглядят как элементы одного стикерпака, а не как независимые иллюстрации

С едой и понятными объектами LoRA также работает, хотя иногда пытается их антропоморфизировать, для стикеров это не обязательно является недостатком, поскольку глаза, эмоции и конечности часто являются частью подобного жанра

Результаты показывают, что даже 30 разнообразных изображений оказалось достаточно для передачи основных признаков стиля. Модель не воспроизводит конкретный исходный стикер, а применяет усвоенные закономерности к новым субъектам.

Совмещение двух LoRA

Позже в workflow была добавлена поддержка еще одной LoRA. Теперь можно подключать сторонние LoRA персонажей из сообщества CivitAI. Это позволило получать консистентный образ в консистентном стиле. Для примера возьмем этого персонажа:

Джейн Портер, кадр из «Тарзана» 1999 студии Walt Disney Pictures

Стилевая LoRA отвечает за визуальную подачу, а вторая LoRA — за признаки конкретного персонажа. Их силы можно регулировать независимо, добиваясь нужного баланса между узнаваемостью и стилизацией.

Скачаем подходящую LoRA этого персонажа для SD1.5:

Несмотря на сильное визуальное отличие образа от оригинала на конкретных примерах в карточке модели, внутри себя она содержит достаточно знаний обобщенного образа персонажа для более точного воспроизведения в нашем workflow

При подключении сторонних LoRA нужно учитывать, на какой базовой архитектуре и на каких чекпоинтах они обучались. В данном случае обе LoRA совместимы с SD 1.5, поэтому их можно использовать в одном workflow.

Workflow позволяет тонко настроить вторую LoRA отдельно. В итоге получаем возможность создавать заготовки для стикерпака, на которые остаётся добавить текст:

Четыре генерации с разными эмоциями: счастье, грусть, испуг и злость

Здесь важно, что разные эмоции и ситуации сохраняют как основные черты персонажа, так и единый способ отрисовки. Отдельные генерации всё равно могут потребовать отбора, исправления или повторного запуска, но общий визуальный образ остаётся достаточно консистентным.

Можно взять любую готовую LoRA персонажа или обучить свою, интегрировать в workflow и создавать любые стикерпаки.

Этот же принцип применим не только к существующим героям. Можно обучить собственную LoRA на оригинальном персонаже, маскоте, живом человеке или другом визуальном образе и использовать стилевую модель для производства целой серии.

А что с frontier моделями крупных студий?

Протестируем Nano banana 2 (Gemini) и ChatGPT Images 2.0 в тех же задачах копирования стиля и адаптации персонажа.

Цель сравнения — не устроить полноценный бенчмарк. У закрытых моделей неизвестная архитектура, другое количество параметров и принципиально иной интерфейс. Но интересно проверить, насколько хорошо популярные для таких задач инструменты выполняют ту же практическую задачу без отдельного обучения.

Попытка Gemini повторить нужный стиль на основе четырех примеров

Попытка ChatGPT в аналогичных условиях

На мой взгляд стиль получается не на 100%, а общее качество выглядит слишком высоким для стикеров, нарисованных художником на условном графическом планшете. Но в целом обе модели хорошо понимают стиль мультяшной векторной графики.

Закрытые модели создают более чистые, детализированные и технически качественные изображения. Однако это же качество может мешать, если целью является имитация более простой ручной графики. Результаты начинают выглядеть скорее как профессиональная векторная иллюстрация, чем как обычный пользовательский стикерпак.

Задачу использования стороннего персонажа они тоже решают, но, если речь идет о персонажах, защищенных авторским правом, у моделей срабатывает внутренний фильтр. В случае с Джейн Портер обе модели смогли создать требуемые стикеры, причем ChatGPT использовал две попытки и уточнил стиль второй генерацией.

Первая попытка показала, что общее направление было понято правильно, но визуальная подача ещё отличалась от нужного стиля

Порадовало, что модель сама поняла ошибку, и после уточнения результат стал ближе к поставленной задаче

Gemini также сохранила узнаваемые признаки персонажа (хоть и потеряла галстук) и правильно интерпретировала запрос на мультяшную стикерную графику

Обе модели дали хороший результат, пригодный для использования. Отмечу, что я не ставил целью доказать превосходство локального ИИ над передовыми моделями. Но как показали результаты, локальная модель до 1 млрд параметров в отдельных задачах способна соревноваться с закрытыми моделями на сотни миллиардов параметров.

При этом сравнение нельзя сводить только к визуальному качеству одного изображения. У локальной модели другой сценарий использования: её можно тонко настроить, встроить в собственный workflow, объединить с другими LoRA и запускать многократно с полностью контролируемыми параметрами.

Где это полезно? Каков итог?

Речь не о разовой генерации своей внешности в стиле стикера ради интереса или развлечения. Такая тонко настроенная легкая локальная модель в первую очередь предназначается для автоматизации производства контента с сохранением консистентного стиля. Исключается необходимость в использовании «сервисов из трех букв» для получения доступа к зарубежным нейросетям, в открытии виртуальных карт для оплаты подписок и API, в использовании интернета в целом, в аренде мощных серверов и в соблюдении лимитов или ограничений вариативности генераций.

После однократной подготовки датасета и обучения LoRA можно быстро создавать большое количество изображений на локальном компьютере. Стиль не нужно заново описывать и уточнять для каждой генерации: он уже закреплён в весах и активируется уникальным триггером.

Практический смысл особенно заметен в задачах, где нужно выпускать серии изображений:

создавать стикеры одного персонажа с разными эмоциями;
производить контент для сообщества;
поддерживать визуальный стиль маскота;
готовить реакции для чат‑бота;
генерировать однотипные иллюстрации для интерфейса.

При этом SD 1.5 остаётся старой моделью со своими ограничениями. Она может ошибаться в сложных позах, жестах, взаимодействиях объектов и анатомии. LoRA не устраняет эти недостатки, поскольку отвечает прежде всего за обученные признаки стиля. Для сложных сцен всё равно потребуются отбор, повторные генерации, inpainting или ручная доработка.

Главный результат эксперимента заключается в том, что небольшой датасет из 30 тщательно отобранных изображений оказался достаточным для обучения узнаваемой стилевой LoRA. За счёт разнообразия персонажей модель не закрепилась на одном герое, а за счёт разметки содержимого связала общую визуальную подачу с токеном «vkstckrs».

Дополнительное подключение персонажной LoRA показало, что SD 1.5 может одновременно удерживать и визуальную идентичность героя, и заданный стиль. В результате получается управляемый локальный инструмент, пригодный не только для единичных экспериментов, но и для автоматизации серийной генерации.

Всем добра!

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A REAL EXPERIENCE, EVERYONE ... PLEASE BE CAREFUL ONLINE A few weeks ago, I lost around $64,000 to a fake crypto trading platform. I was drawn in by the promise of earning 15% profit daily. It was a devastating time—I struggled to pay my bills and was financially ruined. I eventually opened up to a close friend, who recommended a crypto recovery team with highly effective methods. I contacted them, and they successfully recovered all my stolen digital assets with ease. Their service was excellent, and they acted quickly—within just 5 working days, they tracked down the scammers and returned my funds. I strongly urge anyone facing investment theft or similar issues to reach out to this team for the right solution and avoid losing large sums to fraudsters... Email: Resqprofirm @aol.com WhatsApp: +19852969146, telegram @resqprofirm
15.06.26 13:12 Cole donald

"I strongly recommend RESQPRO FIRM to anyone trying to recover lost cryptocurrency assets, including Bitcoin, USDC, USDT, Ethereum, and Trump Coin. Like many others, I was shocked to learn that crypto holdings can be stolen even when private keys are carefully protected. After a sophisticated hack wiped out my entire portfolio, I felt completely helpless. Fortunately, I was referred to RESQPRO FIRM. Their team understood the complexity of my situation and successfully recovered my funds. They were responsive, communicated clearly, and followed a careful, step-by-step process—which gave me a lot of reassurance during a stressful time. If you've experienced a similar financial loss, I encourage you to reach out to them. Their professionalism and ethical hacking skills exceeded my expectations." Contact Info: · WhatsApp: +1 (985) 2969146 · Email: [email protected] · Telegram: Resqprofirm
15.06.26 13:16 Meral Yetkiner

I recently lost $38,000 to an online platform. Initially, they requested additional deposits to grant me access to my portfolio. Despite complying, my withdrawal requests were repeatedly denied, and they continued asking for more funds. Suspecting fraudulent activity, I ceased further payments and promptly reported the matter to ResQProfirm, a firm I discovered through Google. They listened to my situation, initiated communication regarding the sequence of events, and requested all relevant evidence to support their investigation. Through their dedicated efforts, they successfully traced and recovered my funds. I extend my thanks to ResQProfirm at [email protected] and via WhatsApp at +19852969146. I urge everyone to exercise caution and thoroughly research any platform before investing.
15.06.26 13:18 Silas Olsen

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]. They are a legitimate team that helps victims of online crypto scams using advanced tools.
15.06.26 13:59 Ewaguz

If a binary options broker refuses your withdrawal, do not pay any "verification fees" or "tax fees." These are lies designed to extract more money. Stop communicating with their support team – they are trained to stall. Instead, immediately document every transaction, screenshot your account balance, and contact a professional recovery specialist. BinaryBook stole €14,500 from me before I learned this. FundsRetriever traced the deposits and recovered everything within two weeks. Do not wait. Do not pay more fees. Act now. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:16 Martina k.

Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:18 Garrison Good

If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then hire a forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:22 Sallymarch

Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:23 Glennrobble

If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:25 Evan Garrison

Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:26 Ewaguz

That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 16:34 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
15.06.26 16:34 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
15.06.26 16:41 Louane Mercier

It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).
15.06.26 16:45 Andrés Montero

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
15.06.26 16:48 Olivia Sørensen

Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.
15.06.26 16:51 Viljar Yohannes

I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.
15.06.26 16:58 Guimar da Rosa

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: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.
15.06.26 17:03 Andrea Escalante

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t
16.06.26 11:40 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.06.26 11:43 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
16.06.26 13:37 Felix Steve

MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.
16.06.26 13:45 Wills ben

SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.
18.06.26 13:31 Noemi Bernard

I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146
18.06.26 13:35 Carter Morris

My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.
18.06.26 13:40 Kuybida Andriyiv

I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.
20.06.26 14:57 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.06.26 14:57 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.06.26 11:09 Maurizio Rolland

I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146
21.06.26 11:13 Buse Fahri

It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]
21.06.26 11:16 علیرضا گلشن

The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146
22.06.26 21:51 kimberlyhebert786

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
22.06.26 21:51 kimberlyhebert786

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
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 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 01:58 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 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

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30.06.26 15:08 wendytaylor015

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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

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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]

One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])
15.07.26 11:53 Sarah Green

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15.07.26 11:58 Lily Gagné

I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.
16.07.26 21:38 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 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] Call/Text Number: +1 (336) 390-6684
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.
30.07.26 17:27 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
30.07.26 17:27 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
31.07.26 16:21 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. Doris Ashley, 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 ..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.
15:05 keithwilson9899

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15:05 keithwilson9899

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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