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Как я сделал голосовых NPC в Unity с помощью LLM: Пошаговое руководство

Я всегда хотел сделать умных NPC.

Не тех, которые стоят возле таверны и повторяют одну и ту же фразу:

«Добро пожаловать в деревню.»

А таких, как персонажи в аниме-исекаях или фэнтези-историях — тех, кто:

помнит, что ты говорил им вчера
делает выводы из наблюдений
планирует свои действия
может поддержать живой разговор

В обычных RPG NPC работают по простой схеме: дерево диалогов, заранее написанные ответы, триггеры квестов. Это работает — но всегда чувствуется, что персонаж живёт по сценарию.

Когда появились большие языковые модели (LLM), появилась мысль:

А что если дать NPC не просто язык, а память и характер?

Эта статья — пошаговый гайд, как построить такую систему.

Я изучил архитектуру Generative Agents от Stanford, разобрался с локальными LLM через Ollama, настроил распознавание речи через Whisper и голосовой ответ через edge-tts — и собрал всё это в рабочую систему в Unity. Финальная версия и ключевые этапы проверены на практике. Это не production-архитектура, а рабочий прототип — понятный, воспроизводимый и готовый к развитию.

Мы начнём с минимального эксперимента и дойдём до полноценной архитектуры с голосом, памятью и рефлексией:

Unity → AI-сервер → Memory + Reflection + Planning → LLM → решение NPC

В итоге получится NPC, который:

понимает голос игрока
знает мир игры
помнит прошлые разговоры
делает выводы из наблюдений
принимает решения
отвечает голосом

Вдохновение: Generative Agents

Прежде чем писать код, стоит понять, на чём основана архитектура.

В 2023 году вышла работа:

Generative Agents: Interactive Simulacra of Human Behavior Park J.S., O'Brien J.C., Cai C.J., Morris M.R., Liang P., Bernstein M.S. arXiv:2304.03442

Исследователи создали небольшой виртуальный город с 25 AI-агентами, каждый из которых мог ходить по городу, разговаривать, планировать день и запоминать события.

Показательный пример из статьи: пользователь задал одному агенту цель — устроить вечеринку в честь Дня святого Валентина. Дальше агенты действовали сами: рассылали приглашения, договаривались о свиданиях, координировали время. Никто не программировал это поведение — оно возникло из архитектуры.

Ключевой вывод авторов: просто дать агенту LLM недостаточно. Нужны три компонента:

┌──────────────────────────────────────────┐
│           Архитектура агента             │
├─────────────┬────────────┬───────────────┤
│ Memory      │ Reflection │ Planning      │
│ Stream      │            │               │
│             │            │               │
│ Все события │ Выводы из  │ План действий │
│ в виде      │ накоплен-  │ на основе     │
│ текста с    │ ных воспо- │ рефлексии     │
│ временными  │ минаний    │               │
│ метками     │            │               │
└─────────────┴────────────┴───────────────┘

Авторы доказали через ablation study: без рефлексии поведение агентов деградирует. Каждый компонент критичен.

В этой статье мы построим упрощённую, но верную по духу версию этой архитектуры внутри Unity.

Окружение и ограничения

Тестировалось на:

Unity 6.3 LTS, Windows 11
Python 3.14, Ollama + Mistral 7B
Тестировалось без GPU, только на CPU
Микрофон: встроенный Windows

Ограничения прототипа:

Это демо-сборка, а не production. Перед тем как двигаться дальше, важно понимать:

TTS требует интернет — edge-tts использует серверы Microsoft, голос генерируется онлайн
Фиксированные имена файлов — voice.wav и reply.mp3 перезаписываются при каждом запросе, параллельные запросы сломают логику
Память без блокировок — memories/{npc_id}.json не защищён от гонок записи при параллельных запросах
localhost — работает только если Unity и сервер на одной машине
Нет vector retrieval — память передаётся как последние N записей, а не по релевантности
Задержка заметна — STT + LLM + TTS суммарно дают 5-15 сек на CPU без GPU, в зависимости от длины реплики и скорости процессора

Шаг 1. Минимальный эксперимент: Unity ↔ LLM

Прежде чем строить сложную систему, проверим базовую вещь:

Может ли Unity вообще общаться с LLM?

Настройка AI-сервера

Устанавливаем зависимости:

pip install fastapi uvicorn ollama

Запускаем локальную модель через Ollama:

ollama run mistral

Создаём простой сервер:

# main.py
from fastapi import FastAPI
import ollama

app = FastAPI()

@app.get("/npc")
def npc_reply(text: str):
    resp = ollama.chat(
        model="mistral",
        messages=[{"role": "user", "content": text}]
    )
    return {"reply": resp["message"]["content"]}

Запускаем:

uvicorn main:app --reload

Проверяем в браузере:

http://localhost:8000/npc?text=hello

Если видим JSON с ответом — фундамент готов.

Важно: localhost работает только если Unity и FastAPI запущены на одной машине. Если Unity на другом устройстве (например Quest) — замени на IP компьютера в локальной сети, например http://192.168.1.100:8000. Не забудь проверить firewall.

✅ Шаг проверен: сервер запущен, LLM отвечает на запросы.

Шаг 2. Подключаем Unity

Создадим скрипт, который отправляет текст на сервер. Сразу добавим управление через пробел — эту же логику будем использовать для голоса.

// NPCClient.cs
using UnityEngine;
using UnityEngine.Networking;
using UnityEngine.InputSystem;
using System.Collections;

public class NPCClient : MonoBehaviour
{
    public string serverUrl = "http://localhost:8000/npc";
    private bool _isBusy = false;

    void Update()
    {
        // Пробел — тест связи с сервером
        if (!_isBusy && Keyboard.current.spaceKey.wasPressedThisFrame)
        {
            AskNPC("Where is the tavern?");
        }
    }

    public void AskNPC(string text)
    {
        StartCoroutine(Send(text));
    }

    IEnumerator Send(string text)
    {
        _isBusy = true;

        string encodedText = UnityWebRequest.EscapeURL(text);
        string fullUrl = serverUrl + "?text=" + encodedText;

        using UnityWebRequest www = UnityWebRequest.Get(fullUrl);
        yield return www.SendWebRequest();

        if (www.result == UnityWebRequest.Result.Success)
        {
            Debug.Log("NPC: " + www.downloadHandler.text);
        }
        else
        {
            Debug.LogError("Ошибка запроса: " + www.error);
        }

        _isBusy = false;
    }
}

Частая ошибка: забыть UnityWebRequest.EscapeURL(). Текст вроде "Where is the tavern?" будет обрезан на первом пробеле.

Тест

Повесь скрипт на любой GameObject. Нажми Play → нажми пробел.

Ожидаемый ответ в Console:

{"reply": "I'm an AI and don't have the ability to physically go to places. However, I can tell you that a tavern is a type of establishment serving alcoholic drinks, food, and sometimes lodging, and it's common in fantasy settings or historical contexts."}

✅ Шаг проверен: Unity → сервер → LLM → Unity работает.

Шаг 3. Добавляем роль NPC

Сейчас модель отвечает как обычный ассистент. Добавим персонажа.

На сервере:

@app.get("/npc")
def npc_reply(text: str):
    resp = ollama.chat(
        model="mistral",
        messages=[
            {
                "role": "system",
                "content": "You are a villager in a fantasy kingdom. Speak like a friendly NPC. Keep answers short."
            },
            {"role": "user", "content": text}
        ]
    )
    return {"reply": resp["message"]["content"]}

Теперь ответы выглядят иначе:

The tavern, good traveler, is just beyond the market square, to your right, where the laughter and music are the loudest. May your mead be frothy and your tales be grand!

✅ Шаг проверен: NPC отвечает как персонаж фэнтези-мира.

Шаг 4. Push-to-Talk: добавляем голос в NPCClient.cs

Не создаём новый файл — расширяем NPCClient.cs. Добавляем запись микрофона прямо в него.

Логика Push-to-Talk:

wasPressedThisFrame  → Microphone.Start()
wasReleasedThisFrame → Microphone.End() → обрезать неиспользованный буфер → WAV → сервер

Важно: добавьте в проект WavUtility.cs — он конвертирует AudioClip в байты WAV.

// NPCClient.cs — расширенная версия
using UnityEngine;
using UnityEngine.Networking;
using UnityEngine.InputSystem;
using System.Collections;

public class NPCClient : MonoBehaviour
{
    public string serverUrl  = "http://localhost:8000/npc";
    public string voiceUrl   = "http://localhost:8000/voice";
    public string npcId      = "villager_01";
    public int    maxSeconds = 10;

    private bool      _isBusy     = false;
    private bool      _isRecording = false;
    private AudioClip _clip;

    void Update()
    {
        if (_isBusy) return;

        // Голос — зажать пробел, говорить, отпустить
        if (Keyboard.current.spaceKey.wasPressedThisFrame)
            StartRecording();

        if (Keyboard.current.spaceKey.wasReleasedThisFrame)
            StartCoroutine(StopAndSend());
    }

    // ── Текстовый запрос ─────────────────────────────────────
    public void AskNPC(string text)
    {
        StartCoroutine(Send(text));
    }

    IEnumerator Send(string text)
    {
        _isBusy = true;

        string encodedText = UnityWebRequest.EscapeURL(text);
        string fullUrl = serverUrl + "?text=" + encodedText;

        using UnityWebRequest www = UnityWebRequest.Get(fullUrl);
        yield return www.SendWebRequest();

        if (www.result == UnityWebRequest.Result.Success)
            Debug.Log("NPC: " + www.downloadHandler.text);
        else
            Debug.LogError("Ошибка запроса: " + www.error);

        _isBusy = false;
    }

    // ── Голосовой запрос ────────────────────────────────────
    void StartRecording()
    {
        if (_isRecording) return;
        _isRecording = true;
        _clip = Microphone.Start(null, false, maxSeconds, 16000);
        // 16000 Гц — стандарт для STT. Для надёжности на разных устройствах
        // проверяй ограничения через Microphone.GetDeviceCaps(null, out int minFreq, out int maxFreq)
        Debug.Log("[Voice] Запись... (держи пробел)");
    }

    IEnumerator StopAndSend()
    {
        if (!_isRecording) yield break;

        int recordedSamples = Microphone.GetPosition(null);
        Microphone.End(null);
        _isRecording = false;

        // Один кадр паузы — Microphone успевает дописать последние сэмплы
        yield return null;

        AudioClip trimmed = TrimClip(_clip, recordedSamples);

        if (trimmed == null || recordedSamples < 1600)
        {
            Debug.LogWarning("[Voice] Слишком короткая запись, игнорируем.");
            yield break;
        }

        Debug.Log($"[Voice] Записано {recordedSamples / 16000f:F1} сек. Отправляем...");

        _isBusy = true;

        byte[] wav = WavUtility.FromAudioClip(trimmed);
        WWWForm form = new WWWForm();
        form.AddBinaryData("file",     wav,   "voice.wav", "audio/wav");
        form.AddField("npc_id",        npcId);

        using UnityWebRequest www = UnityWebRequest.Post(voiceUrl, form);
        yield return www.SendWebRequest();

        if (www.result == UnityWebRequest.Result.Success)
            Debug.Log("[Voice] Ответ: " + www.downloadHandler.text);
        else
            Debug.LogError("[Voice] Ошибка: " + www.error);

        _isBusy = false;
    }

    AudioClip TrimClip(AudioClip source, int samples)
    {
        if (source == null || samples <= 0) return null;

        float[] data = new float[samples * source.channels];
        source.GetData(data, 0);

        AudioClip trimmed = AudioClip.Create(
            "voice_trimmed", samples, source.channels, source.frequency, false
        );
        trimmed.SetData(data, 0);
        return trimmed;
    }
}

Тест

Нажми Play, зажми пробел, скажи «Where is the tavern?», отпусти.

В Console должно появиться:

[Voice] Запись... (держи пробел)
[Voice] Записано 2.1 сек. Отправляем...
[Voice] Ошибка: ...  ← нормально, endpoint /voice ещё не существует

Ошибка ожидаема — сервер пока не умеет принимать аудио. Это следующий шаг.

✅ Шаг проверен: микрофон записывает, WAV формируется, запрос уходит.

С этого момента /npc больше не используется — весь диалог идёт через /voice. Endpoint можно оставить в main.py или удалить.

Шаг 5. Добавляем STT в main.py

Не создаём новый файл — заменяем содержимое main.py полной версией с обоими endpoint-ами:

Устанавливаем:

pip install faster-whisper python-multipart

# main.py — полная версия
from fastapi import FastAPI, UploadFile, Form
from faster_whisper import WhisperModel
import ollama

app = FastAPI()
whisper = WhisperModel("base", device="cpu", compute_type="int8")
# device="cpu" — запускаем на процессоре, без GPU
# compute_type="int8" — квантизация для скорости на CPU
# Если есть CUDA и установлен cudnn — можно поменять на device="cuda", compute_type="float16"

@app.get("/npc")
def npc_reply(text: str):
    resp = ollama.chat(
        model="mistral",
        messages=[
            {"role": "system", "content": "You are a villager in a fantasy kingdom. Keep answers short. You have a memory of past conversations — use it naturally in your responses."},
            {"role": "user", "content": text}
        ]
    )
    return {"reply": resp["message"]["content"]}

@app.post("/voice")
async def voice(
    file: UploadFile,
    npc_id: str = Form("default")
):
    path = "voice.wav"
    with open(path, "wb") as f:
        f.write(await file.read())

    segments, _ = whisper.transcribe(path)
    player_text = " ".join(s.text for s in segments).strip()

    reply = ollama.chat(
        model="mistral",
        messages=[
            {"role": "system", "content": "You are a villager in a fantasy kingdom. Keep answers short. You have a memory of past conversations — use it naturally in your responses."},
            {"role": "user",   "content": player_text}
        ]
    )

    return {
        "player_text": player_text,
        "reply":       reply["message"]["content"]
    }

Перезапускаем сервер:

python -m uvicorn main:app --reload

Тест

Снова зажми пробел, скажи «Where is the tavern?», отпусти. Теперь в Console:

[Voice] Записано 2.1 сек. Отправляем...
[Voice] Ответ: {"player_text": "Where is the tavern?", "reply": "..."}

✅ Шаг проверен: речь распознана, LLM ответил.

Шаг 6. NPC отвечает голосом (TTS)

Замкнём цикл. Дописываем TTS в main.py и воспроизведение в NPCClient.cs.

Что такое edge-tts

edge-tts — Python библиотека которая использует TTS движок Microsoft Edge браузера. Внутри Edge работает Azure Neural TTS — те же нейросетевые голоса что в Azure Cognitive Services, но бесплатно и без API-ключей.

Качество хорошее: естественные нейросетевые голоса, много языков. en-GB-RyanNeural — британский мужской голос, звучит уместно для фэнтези NPC.

Единственный минус — требует интернет-соединения. То есть TTS в этом прототипе не локальный — голос генерируется на серверах Microsoft. Для демо это нормально. Для офлайн-игры смотри в сторону Piper (локальный, быстрый, без интернета).

pip install edge-tts

Обновляем main.py

# main.py — полная версия
from fastapi import FastAPI, UploadFile, Form
from fastapi.responses import FileResponse
from faster_whisper import WhisperModel
import edge_tts
import ollama

app = FastAPI()
whisper = WhisperModel("base", device="cpu", compute_type="int8")

@app.get("/npc")
def npc_reply(text: str):
    resp = ollama.chat(
        model="mistral",
        messages=[
            {"role": "system", "content": "You are a villager in a fantasy kingdom. Keep answers short. You have a memory of past conversations — use it naturally in your responses."},
            {"role": "user", "content": text}
        ]
    )
    return {"reply": resp["message"]["content"]}

@app.post("/voice")
async def voice(
    file: UploadFile,
    npc_id: str = Form("default")
):
    # STT
    path = "voice.wav"
    with open(path, "wb") as f:
        f.write(await file.read())

    segments, _ = whisper.transcribe(path)
    player_text = " ".join(s.text for s in segments).strip()

    # LLM
    reply = ollama.chat(
        model="mistral",
        messages=[
            {"role": "system", "content": "You are a villager in a fantasy kingdom. Keep answers short. You have a memory of past conversations — use it naturally in your responses."},
            {"role": "user",   "content": player_text}
        ]
    )
    reply_text = reply["message"]["content"]

    # TTS → MP3
    communicate = edge_tts.Communicate(reply_text, voice="en-GB-RyanNeural")
    await communicate.save("reply.mp3")

    return FileResponse("reply.mp3", media_type="audio/mpeg")

Упрощение для демо: voice.wav и reply.mp3— фиксированные имена. Работает для одного пользователя, но сломается при параллельных запросах. В реальном проекте используй uuid4() для уникальных имён или tempfile.NamedTemporaryFile().

Обновляем NPCClient.cs

На GameObject должен быть компонент AudioSource — добавь через Add Component → Audio → Audio Source.

Обновляем StopAndSend() — заменяем downloadHandler на DownloadHandlerAudioClip:

_isBusy = true;

byte[] wav = WavUtility.FromAudioClip(trimmed);

WWWForm form = new WWWForm();
form.AddBinaryData("file",  wav,   "voice.wav", "audio/wav");
form.AddField("npc_id",     npcId);

using UnityWebRequest www = UnityWebRequest.Post(voiceUrl, form);
www.downloadHandler = new DownloadHandlerAudioClip(voiceUrl, AudioType.MPEG);

yield return www.SendWebRequest();

if (www.result == UnityWebRequest.Result.Success)
{
    AudioClip clip = DownloadHandlerAudioClip.GetContent(www);
    AudioSource audioSource = GetComponent<AudioSource>();
    audioSource.clip = clip;
    audioSource.Play();
    Debug.Log("[Voice] NPC говорит...");
}
else
{
    Debug.LogError("[Voice] Ошибка: " + www.error);
}

_isBusy = false;

Тест

Зажми пробел, скажи «Where is the tavern?», отпусти. В Console:

[Voice] Запись... (держи пробел)
[Voice] Записано 2.4 сек. Отправляем...
[Voice] NPC говорит...

И из динамиков должен прозвучать голос NPC.

✅ Шаг проверен: полный голосовой цикл работает:

Игрок говорит → WAV → STT → LLM → TTS → MP3 → NPC говорит

Это уже демо-достойная система. Следующие шаги добавляют интеллект из Generative Agents.

Шаг 7. Добавляем контекст мира

Пока NPC не знает мир игры. Исправим это — добавим WorldContextBuilder.cs и передачу контекста в уже существующих файлах.

Создаём отдельный компонент на том же GameObject:

// WorldContextBuilder.cs — новый файл
using UnityEngine;

[System.Serializable]
public class Place
{
    public string id;
    public string name;
}

[System.Serializable]
public class WorldContext
{
    public string time_of_day;
    public string village;
    public Place[] places;
}

public class WorldContextBuilder : MonoBehaviour
{
    public string GetContextJson()
    {
        var ctx = new WorldContext
        {
            time_of_day = GetTimeOfDay(),
            village = "Ashen Pass",
            places = new Place[]
            {
                new Place { id = "tavern",      name = "The Drunk Dragon Tavern"       },
                new Place { id = "blacksmith",  name = "The Red Forge Blacksmith"      },
                new Place { id = "market",      name = "The Silver Crossroads Market"  },
                new Place { id = "tower",       name = "The Silent One Tower"          },
                new Place { id = "crypt",       name = "The Founders Crypt"            },
                new Place { id = "alchemist",   name = "The Crooked Mirror Alchemist"  }
            }
        };
        return JsonUtility.ToJson(ctx);
    }

    private string GetTimeOfDay()
    {
        int hour = System.DateTime.Now.Hour;
        if (hour < 6)  return "night";
        if (hour < 12) return "morning";
        if (hour < 18) return "afternoon";
        return "evening";
    }
}

Обновляем StopAndSend() в NPCClient.cs — добавляем world_context в форму:

// NPCClient.cs — добавляем в StopAndSend() перед отправкой
string worldJson = GetComponent<WorldContextBuilder>().GetContextJson();

WWWForm form = new WWWForm();
form.AddBinaryData("file",        wav,       "voice.wav", "audio/wav");
form.AddField("world_context",    worldJson);
form.AddField("npc_id",           npcId);

Обновляем /voice в main.py — принимаем и используем контекст:

# main.py — полная версия
from fastapi import FastAPI, UploadFile, Form
from fastapi.responses import FileResponse
from faster_whisper import WhisperModel
import edge_tts
import ollama

app = FastAPI()
whisper = WhisperModel("base", device="cpu", compute_type="int8")

@app.get("/npc")
def npc_reply(text: str):
    resp = ollama.chat(
        model="mistral",
        messages=[
            {"role": "system", "content": "You are a villager in a fantasy kingdom. Keep answers short. You have a memory of past conversations — use it naturally in your responses."},
            {"role": "user", "content": text}
        ]
    )
    return {"reply": resp["message"]["content"]}

@app.post("/voice")
async def voice(
    file: UploadFile,
    world_context: str = Form(""),
    npc_id: str = Form("default")
):
    # STT
    path = "voice.wav"
    with open(path, "wb") as f:
        f.write(await file.read())

    segments, _ = whisper.transcribe(path)
    player_text = " ".join(s.text for s in segments).strip()

    # LLM
    reply = ollama.chat(
        model="mistral",
        messages=[
            {"role": "system", "content": "You are a villager in a fantasy kingdom. Keep answers short. You have a memory of past conversations — use it naturally in your responses."},
            {"role": "system", "content": f"WORLD_CONTEXT: {world_context}"},
            {"role": "user",   "content": player_text}
        ]
    )
    reply_text = reply["message"]["content"]

    # TTS → MP3
    communicate = edge_tts.Communicate(reply_text, voice="en-GB-RyanNeural")
    await communicate.save("reply.mp3")

    return FileResponse("reply.mp3", media_type="audio/mpeg")

✅ Шаг проверен: спросите «What places are here?» — NPC ответит про Drunk Dragon Tavern и Red Forge Blacksmith.

Важная деталь: тип места в name даёт модели семантику. В моих тестах Mistral обычно сопоставлял смысл вопроса с Tavern в названии и указывал на Drunk Dragon, даже если слова «drink» в данных не было. Это не поиск по ключевым словам — это понимание контекста, хотя результат может варьироваться в зависимости от модели.

Почему просто хранить историю диалога недостаточно

На этом этапе NPC умеет говорить голосом и знает мир. Но у него нет памяти — каждый разговор начинается с чистого листа.

Очевидное решение: просто передавать историю диалогов в контекст LLM. Это работает, но быстро упирается в проблему.

Представь: игрок три раза спрашивал про таверну, один раз про кузнеца, один раз про «опасные места рядом». NPC помнит все пять фраз — но не понимает, что за ними стоит. Это просто лог.

Авторы Generative Agents показали: нужен ещё один шаг — рефлексия. LLM смотрит на накопленные наблюдения и делает вывод более высокого уровня:

«Этот путник явно новичок в деревне — он спрашивал о базовых местах. Вопрос про опасные места говорит о том, что он готовится к чему-то рискованному. Возможно, ищет приключений.»

Теперь это уже не лог — это образ игрока. И в следующем разговоре NPC реагирует на этот образ: сам предлагает помощь, предупреждает об опасности, ведёт себя как персонаж, который действительно знает собеседника.

Именно это авторы называют словом «believable» — правдоподобный. Не «умный», а ведущий себя как живой.

Три компонента, которые мы добавим, решают три разные проблемы:

Компонент	Проблема	Решение
Memory Stream	NPC забывает	Записывать все наблюдения
Reflection	NPC не понимает	Синтезировать инсайты из памяти
Planning	NPC не инициирует	Формировать намерения из инсайтов

Шаг 8. Memory Stream — NPC запоминает события

Это первый из трёх ключевых компонентов архитектуры Generative Agents.

Идея проста: каждое наблюдение NPC записывается в поток памяти — список событий на естественном языке с временной меткой.

Создаём отдельный файл memory.py рядом с main.py:

Примечание: здесь показана упрощённая структура памяти для понимания концепции. В шаге 11 мы заменим её на финальную версию со счётчиком разговоров для точных триггеров рефлексии и планирования. Структура файла тоже изменится: вместо плоского списка будет объект {"interaction_count": 0, "memories": [...]}.

# memory.py
import json
import os
from datetime import datetime

MEMORY_DIR = "memories"
os.makedirs(MEMORY_DIR, exist_ok=True)

def add_memory(npc_id: str, event: str):
    """Добавить наблюдение в поток памяти NPC."""
    path = f"{MEMORY_DIR}/{npc_id}.json"
    memories = load_memories(npc_id)

    memories.append({
        "time": datetime.now().isoformat(),
        "event": event
    })

    # Храним последние 50 воспоминаний
    if len(memories) > 50:
        memories = memories[-50:]

    with open(path, "w", encoding="utf-8") as f:
        json.dump(memories, f, ensure_ascii=False, indent=2)

def load_memories(npc_id: str) -> list:
    """Загрузить все воспоминания NPC."""
    path = f"{MEMORY_DIR}/{npc_id}.json"
    if not os.path.exists(path):
        return []
    with open(path, encoding="utf-8") as f:
        return json.load(f)

def get_recent_memories(npc_id: str, n: int = 10) -> str:
    """Вернуть N последних воспоминаний в виде текста."""
    memories = load_memories(npc_id)
    recent = memories[-n:] if len(memories) >= n else memories
    if not recent:
        return "No memories yet."
    return "\n".join(f"- [{m['time'][:16]}] {m['event']}" for m in recent)

Но чтобы это заработало — нужно подключить память в main.py. Добавляем импорт и обновляем /voice:

# main.py — добавляем импорт
from memory import add_memory, get_recent_memories

# В /voice endpoint обновляем после STT:
@app.post("/voice")
async def voice(
    file: UploadFile,
    world_context: str = Form(""),
    npc_id: str = Form("default")
):
    # STT
    path = "voice.wav"
    with open(path, "wb") as f:
        f.write(await file.read())

    segments, _ = whisper.transcribe(path)
    player_text = " ".join(s.text for s in segments).strip()

    # Memory
    add_memory(npc_id, f"Player said: '{player_text}'")
    recent = get_recent_memories(npc_id, n=5)

    # LLM с памятью
    reply = ollama.chat(
        model="mistral",
        messages=[
            {"role": "system", "content": "You are a villager in a fantasy kingdom. Keep answers short. You have a memory of past conversations — use it naturally in your responses."},
            {"role": "system", "content": f"YOUR RECENT MEMORIES:\n{recent}"},
            {"role": "system", "content": f"WORLD_CONTEXT: {world_context}"},
            {"role": "user",   "content": player_text}
        ]
    )
    reply_text = reply["message"]["content"]
    add_memory(npc_id, f"I replied: '{reply_text}'")

    # TTS → MP3
    communicate = edge_tts.Communicate(reply_text, voice="en-GB-RyanNeural")
    await communicate.save("reply.mp3")

    return FileResponse("reply.mp3", media_type="audio/mpeg")

Тест

Поговори с NPC дважды — во втором разговоре NPC должен упомянуть первый. В папке memories/ появится villager_01.json:

[
  {
    "time": "2026-03-11T18:45:00",
    "event": "Player said: 'Where is the tavern?'"
  },
  {
    "time": "2026-03-11T18:45:10",
    "event": "I replied: 'The Drunk Dragon Tavern is just past the market square.'"
  }
]

✅ Шаг проверен: после разговора в папке memories/ появится файл villager_01.json с записями.

Шаг 9. Reflection — NPC делает выводы

В оригинальном исследовании рефлексия — это периодический процесс: агент берёт последние N воспоминаний и просит LLM вывести из них высокоуровневые инсайты. Например, из воспоминаний «Player asked about the blacksmith three times» модель делает вывод: «This player is looking for a weapon».

Авторы показали: без рефлексии поведение агентов становится менее связным. Рефлексия — это то, что превращает набор фактов в понимание.

Добавляем в memory.py:

# memory.py — добавляем в конец файла
import ollama  # добавить в начало файла

def reflect(npc_id: str) -> str:
    """
    Синтезировать воспоминания в высокоуровневые выводы.
    Вызывается каждые N взаимодействий.
    """
    memories = load_memories(npc_id)
    if len(memories) < 5:
        return ""  # Ещё недостаточно данных

    recent = memories[-20:]
    memory_text = "\n".join(f"- {m['event']}" for m in recent)

    response = ollama.chat(
        model="mistral",
        messages=[
            {
                "role": "system",
                "content": "You are analyzing an NPC's memories. Be concise."
            },
            {
                "role": "user",
                "content": (
                    f"Based on these recent memories of NPC '{npc_id}':\n"
                    f"{memory_text}\n\n"
                    "Write 3 short insights about this player and situation. "
                    "Format: bullet points, max 1 sentence each."
                )
            }
        ]
    )

    insights = response["message"]["content"]
    add_memory(npc_id, f"[REFLECTION] {insights}")
    return insights

Добавляем вызов рефлексии в main.py. Считаем реплики игрока по строкам Player said: — в шаге 11 мы заменим этот подсчёт на отдельное поле interaction_count в памяти NPC:

# main.py — обновляем импорт
from memory import add_memory, get_recent_memories, load_memories, reflect

# В /voice endpoint обновляем после add_memory:
add_memory(npc_id, f"Player said: '{player_text}'")

# Рефлексия каждые 5 разговоров — считаем реплики игрока
memories = load_memories(npc_id)
conversation_count = sum(1 for m in memories if m["event"].startswith("Player said:"))
if conversation_count % 5 == 0:
    insights = reflect(npc_id)
    if insights:
        print(f"[REFLECTION] {insights}")

recent = get_recent_memories(npc_id, n=8)

reply = ollama.chat(
    model="mistral",
    messages=[
        {"role": "system", "content": "You are a villager in a fantasy kingdom. Keep answers short. You have a memory of past conversations — use it naturally in your responses."},
        {"role": "system", "content": f"YOUR RECENT MEMORIES:\n{recent}"},
        {"role": "system", "content": f"WORLD_CONTEXT: {world_context}"},
        {"role": "user",   "content": player_text}
    ]
)
reply_text = reply["message"]["content"]
add_memory(npc_id, f"I replied: '{reply_text}'")

✅ Шаг проверен: после нескольких разговоров в PowerShell появится [REFLECTION], а в villager_01.json — запись с выводами о поведении игрока.

Шаг 10. Planning — NPC планирует действия

В оригинальной статье план — расписание на день. Мы сделаем игровую версию: NPC формирует намерения на основе накопленных инсайтов.

Добавляем в memory.py:

# memory.py — добавляем в конец файла

def get_or_create_plan(npc_id: str) -> str:
    """
    Получить текущий план NPC.
    Если плана нет или он устарел — сгенерировать новый.
    """
    plan_path = f"{MEMORY_DIR}/{npc_id}_plan.txt"
    memories  = load_memories(npc_id)

    # Считаем реплики игрока по строкам "Player said:".
    # В шаге 11 мы заменим этот подсчёт на отдельное поле interaction_count.
    conversation_count = sum(1 for m in memories if m["event"].startswith("Player said:"))
    should_replan = (
        not os.path.exists(plan_path) or
        conversation_count % 10 == 0
    )

    if not should_replan:
        with open(plan_path, encoding="utf-8") as f:
            return f.read()

    reflections = [
        m["event"] for m in memories
        if "[REFLECTION]" in m["event"]
    ]
    reflection_text = "\n".join(reflections[-3:]) if reflections else "No reflections yet."

    response = ollama.chat(
        model="mistral",
        messages=[
            {
                "role": "system",
                "content": "You are a fantasy NPC planning your behavior. Be concise."
            },
            {
                "role": "user",
                "content": (
                    f"You are NPC '{npc_id}', a villager.\n"
                    f"Your recent insights:\n{reflection_text}\n\n"
                    "Write your current intentions as 2-3 short bullet points. "
                    "Example: '- Help lost travelers find the tavern'"
                )
            }
        ]
    )

    plan = response["message"]["content"]

    with open(plan_path, "w", encoding="utf-8") as f:
        f.write(plan)

    return plan

Добавляем план в main.py — обновляем импорт и передаём план в контекст LLM:

# main.py — обновляем импорт
from memory import add_memory, get_recent_memories, reflect, get_or_create_plan

# В /voice endpoint добавляем после рефлексии:
recent   = get_recent_memories(npc_id, n=8)
npc_plan = get_or_create_plan(npc_id)

print(f"[PLAN] {npc_plan}")  # лог — виден в PowerShell на каждом запросе

reply = ollama.chat(
    model="mistral",
    messages=[
        {"role": "system", "content": "You are a villager in a fantasy kingdom. Keep answers short. You have a memory of past conversations — use it naturally in your responses."},
        {"role": "system", "content": f"YOUR CURRENT PLAN:\n{npc_plan}"},
        {"role": "system", "content": f"YOUR RECENT MEMORIES:\n{recent}"},
        {"role": "system", "content": f"WORLD_CONTEXT: {world_context}"},
        {"role": "user",   "content": player_text}
    ]
)

✅ Шаг проверен: файл villager_01_plan.txt создаётся уже при первом разговоре. В PowerShell текущий план выводится при каждом запросе. В шаге 11 мы заменим этот подсчёт на отдельное поле interaction_count в памяти NPC.

Шаг 11. JSON-контракт и финальные файлы

Теперь NPC имеет память и характер. Нужно оформить ответ в структуру, которую Unity умеет читать.

JSON-контракт:

{
  "reply_text": "The blacksmith? Head to the Red Forge, just past the market.",
  "action": "point",
  "target": "blacksmith"
}

Главное изменение этого шага — в main.py: добавляем SYSTEM_PROMPT с JSON-форматом, JSON-валидацию и передачу решения через заголовок ответа.

Примечание: здесь используется prompt-based JSON — просим модель вернуть JSON через system prompt и валидируем вручную. Это рабочий подход для прототипа. Для более надёжного решения Ollama поддерживает structured outputs — JSON schema на уровне API, без зависимости от промпта.

Вот полный финальный main.py:

# main.py — финальная версия
from fastapi import FastAPI, UploadFile, Form
from fastapi.responses import FileResponse
from faster_whisper import WhisperModel
from memory import add_memory, get_recent_memories, reflect, get_or_create_plan, get_interaction_count
import edge_tts
import ollama
import json

app = FastAPI()
whisper = WhisperModel("base", device="cpu", compute_type="int8")
# device="cpu" — без GPU, работает везде
# compute_type="int8" — быстрее на CPU

SYSTEM_PROMPT = """
You are a villager NPC in a fantasy world.
You have memories of past conversations and a personal plan.

Always respond ONLY in valid JSON. No extra text, no markdown.

Format:
{
  "reply_text": "Your spoken reply (1-2 sentences, in character)",
  "action": "none|point|give_quest|open_shop",
  "target": "poi_id from WORLD_CONTEXT or null"
}

Rules:
- Stay in character, use your memories naturally
- action rules:
  - "point": when player asks WHERE something is — use this to point at a location
  - "give_quest": when player asks for help with a task or problem
  - "open_shop": when player wants to buy something
  - "none": for general conversation
- target: only IDs from WORLD_CONTEXT, or null
- Never break the JSON format
"""

@app.get("/npc")
def npc_reply(text: str):
    resp = ollama.chat(
        model="mistral",
        messages=[
            {"role": "system", "content": "You are a villager in a fantasy kingdom. Keep answers short. You have a memory of past conversations — use it naturally in your responses."},
            {"role": "user", "content": text}
        ]
    )
    return {"reply": resp["message"]["content"]}

@app.post("/voice")
async def voice(
    file: UploadFile,
    world_context: str = Form(""),
    npc_id: str = Form("default")
):
    # STT
    path = "voice.wav"
    with open(path, "wb") as f:
        f.write(await file.read())

    segments, _ = whisper.transcribe(path)
    player_text = " ".join(s.text for s in segments).strip()

    # Memory — считаем этот разговор как одно взаимодействие
    add_memory(npc_id, f"Player said: '{player_text}'", count_interaction=True)

    # Reflection каждые 5 разговоров
    count = get_interaction_count(npc_id)
    if count % 5 == 0:
        insights = reflect(npc_id)
        if insights:
            print(f"[REFLECTION] {insights}")

    recent   = get_recent_memories(npc_id, n=8)
    npc_plan = get_or_create_plan(npc_id)  # обновляется каждые 10 разговоров

    # LLM
    raw = ollama.chat(
        model="mistral",
        messages=[
            {"role": "system", "content": SYSTEM_PROMPT},
            {"role": "system", "content": f"YOUR CURRENT PLAN:\n{npc_plan}"},
            {"role": "system", "content": f"YOUR RECENT MEMORIES:\n{recent}"},
            {"role": "system", "content": f"WORLD_CONTEXT: {world_context}"},
            {"role": "user",   "content": player_text}
        ]
    )["message"]["content"]

    # Валидация JSON
    try:
        decision = json.loads(raw)
    except json.JSONDecodeError:
        decision = {"reply_text": raw, "action": "none", "target": None}

    reply_text = decision.get("reply_text", raw)
    add_memory(npc_id, f"I replied: '{reply_text}'")

    # TTS → MP3
    communicate = edge_tts.Communicate(reply_text, voice="en-GB-RyanNeural")
    await communicate.save("reply.mp3")

    # Возвращаем аудио + JSON решение в заголовке
    response = FileResponse("reply.mp3", media_type="audio/mpeg")
    response.headers["X-NPC-Decision"] = json.dumps(decision)
    return response

Заметь: решение NPC возвращается в HTTP-заголовке X-NPC-Decision. Так Unity получает и аудио, и данные для действия одним запросом — удобно для демо. В более серьёзной системе стоит рассмотреть multipart-ответ или отдельный endpoint для JSON.

И финальный memory.py со всеми компонентами:

Важно: если ты проходил предыдущие шаги по порядку, удали старые файлы из папки memories/ перед переходом на эту версию. В шагах 8–10 память хранилась как список [{...}], а здесь формат изменился на объект {"interaction_count": 0, "memories": [...]} — старый файл вызовет ошибку.

# memory.py — финальная версия
import json
import os
from datetime import datetime
import ollama

MEMORY_DIR = "memories"
os.makedirs(MEMORY_DIR, exist_ok=True)

def load_data(npc_id: str) -> dict:
    """Загрузить полные данные NPC (воспоминания + счётчик)."""
    path = f"{MEMORY_DIR}/{npc_id}.json"
    if not os.path.exists(path):
        return {"interaction_count": 0, "memories": []}
    with open(path, encoding="utf-8") as f:
        return json.load(f)

def save_data(npc_id: str, data: dict):
    """Сохранить данные NPC."""
    path = f"{MEMORY_DIR}/{npc_id}.json"
    with open(path, "w", encoding="utf-8") as f:
        json.dump(data, f, ensure_ascii=False, indent=2)

def add_memory(npc_id: str, event: str, count_interaction: bool = False):
    """Добавить наблюдение в поток памяти NPC."""
    data = load_data(npc_id)
    data["memories"].append({
        "time": datetime.now().isoformat(),
        "event": event
    })
    if count_interaction:
        data["interaction_count"] += 1
    # Храним последние 50 воспоминаний
    if len(data["memories"]) > 50:
        data["memories"] = data["memories"][-50:]
    save_data(npc_id, data)

def load_memories(npc_id: str) -> list:
    """Загрузить список воспоминаний NPC."""
    return load_data(npc_id)["memories"]

def get_interaction_count(npc_id: str) -> int:
    """Вернуть число разговоров с игроком."""
    return load_data(npc_id)["interaction_count"]

def get_recent_memories(npc_id: str, n: int = 10) -> str:
    """Вернуть N последних воспоминаний в виде текста."""
    memories = load_memories(npc_id)
    recent = memories[-n:] if len(memories) >= n else memories
    if not recent:
        return "No memories yet."
    return "\n".join(f"- [{m['time'][:16]}] {m['event']}" for m in recent)

def reflect(npc_id: str) -> str:
    """Синтезировать воспоминания в высокоуровневые выводы."""
    memories = load_memories(npc_id)
    if len(memories) < 5:
        return ""

    recent = memories[-20:]
    memory_text = "\n".join(f"- {m['event']}" for m in recent)

    response = ollama.chat(
        model="mistral",
        messages=[
            {
                "role": "system",
                "content": "You are analyzing an NPC's memories. Be concise."
            },
            {
                "role": "user",
                "content": (
                    f"Based on these recent memories of NPC '{npc_id}':\n"
                    f"{memory_text}\n\n"
                    "Write 3 short insights about this player and situation. "
                    "Format: bullet points, max 1 sentence each."
                )
            }
        ]
    )

    insights = response["message"]["content"]
    add_memory(npc_id, f"[REFLECTION] {insights}")
    return insights

def get_or_create_plan(npc_id: str) -> str:
    """Получить текущий план NPC. Если устарел — сгенерировать новый."""
    plan_path = f"{MEMORY_DIR}/{npc_id}_plan.txt"
    count = get_interaction_count(npc_id)

    should_replan = (
        not os.path.exists(plan_path) or
        count % 10 == 0  # каждые 10 разговоров
    )

    if not should_replan:
        with open(plan_path, encoding="utf-8") as f:
            return f.read()

    # Use reflections as basis for planning
    reflections = [
        m["event"] for m in load_memories(npc_id)
        if "[REFLECTION]" in m["event"]
    ]
    reflection_text = "\n".join(reflections[-3:]) if reflections else "No reflections yet."

    response = ollama.chat(
        model="mistral",
        messages=[
            {
                "role": "system",
                "content": "You are a fantasy NPC planning your behavior. Be concise."
            },
            {
                "role": "user",
                "content": (
                    f"You are NPC '{npc_id}', a villager.\n"
                    f"Your recent insights:\n{reflection_text}\n\n"
                    "Write your current intentions as 2-3 short bullet points. "
                    "Example: '- Help lost travelers find the tavern'"
                )
            }
        ]
    )

    plan = response["message"]["content"]
    with open(plan_path, "w", encoding="utf-8") as f:
        f.write(plan)
    return plan

✅ Шаг проверен: ответ сервера — MP3 аудио + JSON с action и target в заголовке.

Шаг 12. Unity читает решение и NPC действует

К этому шагу все скрипты висят на пустом GameObject в сцене — реального NPC нет. Это нормально для демо и проверки системы. Для полноценной игры NPCClient и NPCController нужно перенести на GameObject с моделью персонажа и AudioSource. Пока всё работает и так.

Добавляем два новых файла и обновляем NPCClient.cs.

give_quest и open_shop — это примеры возможных действий, заглушки. PointAtTarget работает сразу если в сцене есть нужные GameObject-ы. Остальные методы ты подключаешь к своим системам сам.

NPCResponse.cs — просто структура данных, никуда вешать не нужно. NPCController.cs — добавь на тот же GameObject что и NPCClient.cs, иначе GetComponent<NPCController>() вернёт null.

// NPCResponse.cs
[System.Serializable]
public class NPCResponse
{
    public string reply_text;
    public string action;
    public string target;
}

// NPCController.cs
using UnityEngine;

public class NPCController : MonoBehaviour
{
    public void ApplyDecision(string json, AudioClip voiceClip)
    {
        NPCResponse response = JsonUtility.FromJson<NPCResponse>(json);

        // NPC говорит
        if (voiceClip != null)
        {
            AudioSource audioSource = GetComponent<AudioSource>();
            audioSource.clip = voiceClip;
            audioSource.Play();
        }

        // NPC действует
        switch (response.action)
        {
            case "point":      PointAtTarget(response.target); break;
            case "give_quest": TriggerQuest(response.target);  break;
            case "open_shop":  OpenShop(response.target);      break;
        }
    }

    private void PointAtTarget(string targetId)
    {
        GameObject target = GameObject.Find(targetId);
        if (target != null)
        {
            transform.LookAt(target.transform);
            // Animator.SetTrigger("Point");
        }
    }

    private void TriggerQuest(string questId)
    {
        // Заглушка — подключи свою систему квестов
        // QuestManager.Instance.StartQuest(questId);
        Debug.Log("Quest started: " + questId);
    }

    private void OpenShop(string shopId)
    {
        // Заглушка — подключи свой UI магазина
        // ShopUI.Instance.Open(shopId);
        Debug.Log("Shop opened: " + shopId);
    }
}

Обновляем StopAndSend() в NPCClient.cs — читаем заголовок и передаём решение в контроллер:

if (www.result == UnityWebRequest.Result.Success)
{
    // Читаем JSON решение из заголовка
    string decisionJson = www.GetResponseHeader("X-NPC-Decision");

    // Воспроизводим аудио и применяем действие
    AudioClip clip = DownloadHandlerAudioClip.GetContent(www);

    if (!string.IsNullOrEmpty(decisionJson))
    {
        GetComponent<NPCController>().ApplyDecision(decisionJson, clip);
    }
    else
    {
        // Заголовок пустой — просто воспроизводим голос
        GetComponent<AudioSource>().PlayOneShot(clip);
    }

    Debug.Log("[Voice] NPC говорит: " + decisionJson);
}
else
{
    Debug.LogError("[Voice] Ошибка: " + www.error);
}

✅ Шаг проверен: спросите «Where is the blacksmith?» — NPC ответит голосом и повернётся в нужную сторону.

Важно для PointAtTarget: GameObject.Find(targetId) ищет объект по имени в сцене. Чтобы NPC было куда поворачиваться — создай в сцене пустые GameObject-ы с именами совпадающими с id из WorldContextBuilder:
tavern, blacksmith, market, tower, crypt, alchemist
Расставь их в нужных местах сцены. Без них PointAtTarget найдёт null и просто ничего не сделает — ошибки не будет, но и поворота тоже.

Финальная архитектура

┌─────────────────────────────────────────────────────┐
│                       UNITY                         │
│  NPCClient → WorldContextBuilder                    │
│         ↓ WAV + world_context + npc_id              │
└─────────────────────────────────────────────────────┘
                          ↓
┌─────────────────────────────────────────────────────┐
│                    AI-СЕРВЕР                        │
│                                                     │
│  STT (Whisper) → player_text                        │
│       ↓                                             │
│  ┌──────────────────────────────────────────────┐   │
│  │       Архитектура Generative Agents          │   │
│  │                                              │   │
│  │  Memory Stream  →  наблюдения + диалоги      │   │
│  │       ↓                                      │   │
│  │  Reflection     →  инсайты / 5 разговоров    │   │
│  │       ↓                                      │   │
│  │  Planning       →  намерения / 10 разговоров │   │
│  └──────────────────────────────────────────────┘   │
│       ↓                                             │
│  LLM (Mistral) + world_context → JSON-решение       │
│       ↓                                             │
│  TTS (edge-tts) → MP3                               │
└─────────────────────────────────────────────────────┘
                          ↓
┌─────────────────────────────────────────────────────┐
│                       UNITY                         │
│   NPCController.ApplyDecision(json, audioClip)      │
│              ↙                    ↘                │
│       NPC говорит           NPC действует           │
│    (AudioSource.Play)    (point / quest / shop)     │
└─────────────────────────────────────────────────────┘

Итог

Мы прошли путь от минимального теста до системы, где NPC:

Слышит игрока через микрофон
Знает мир игры через JSON-контекст
Помнит прошлые разговоры (Memory Stream)
Делает выводы из наблюдений (Reflection)
Планирует своё поведение (Planning)
Принимает решения в структурированном формате
Говорит голосом в ответ
Действует — указывает, запускает квесты, открывает магазины

Ключевая идея, которую показали авторы Generative Agents — и которую мы реализовали здесь:

Просто дать NPC язык недостаточно. Нужна память, которая накапливает опыт. Нужна рефлексия, которая превращает опыт в понимание. Нужен план, который направляет действия.

Но за этим техническим выводом стоит кое-что важнее.

Я написал эту статью, потому что хочу играть в игры, которых пока не существует. Игры, где NPC — это не декорации с репликами, а персонажи с историей. Где житель деревни помнит, что ты помог ему три недели назад. Где торговец меняет отношение к тебе в зависимости от твоей репутации. Где разговор с незнакомцем может неожиданно стать важнее любого квеста.

Мы уже умеем делать красивые миры. Физически достоверные, визуально невероятные. Но эти миры часто населены персонажами, которые живут по сценарию — говорят заготовленные фразы и не помнят тебя.

LLM меняет это. Не потому что модель «умная» — а потому что она даёт персонажу возможность реагировать на контекст, а не воспроизводить заготовленные строки. Добавь память и рефлексию — и манекен начинает напоминать кого-то живого.

Это не фантастика. Мы только что собрали такой прототип на Mistral 7B, запущенном локально на обычном компьютере. LLM и STT работают полностью локально. Для TTS в этой версии я использовал edge-tts — онлайн-компонент, выбранный ради скорости сборки прототипа. Один разработчик, несколько библиотек и несколько дней на сборку рабочего прототипа.

Представь, что будет, когда это войдёт в продакшн AAA игр с нормальными моделями и нормальными ресурсами.

Именно поэтому я считаю, что разработчикам стоит начинать экспериментировать с этим сейчас. Не ждать, пока кто-то сделает готовый инструмент. Строить, ломать, понимать, как это работает изнутри — и двигать индустрию туда, где NPC наконец станут персонажами.

Исходный код из статьи: https://github.com/merrymaker14/unity-llm-npc

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16 мар. 2026 г.

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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

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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

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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
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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

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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

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09.07.26 19:13 Clara Soto

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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

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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

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16.07.26 21:38 patricialovick86

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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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