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Н Новости

Приватная LLM в облаке: развертываем RAG-систему в Managed Kubernetes

Выход в продакшен с собственными языковыми моделями внутри корпоративного контура часто упирается в высокую стоимость GPU-оборудования и сложные риски. Внешние сервисы вроде ChatGPT не подходят из-за требований к безопасности данных, а аренда или покупка физических серверов может приводить к переплатам за простой в неактивные часы или, наоборот, падению сервиса при пиковых нагрузках. Помимо самой модели, бизнесу необходимо развертывать и связывать между собой векторные базы данных, сервисы векторизации и оркестраторы сценариев.

Эту проблему решает запуск приватной LLM в облачном Managed Kubernetes. Приватная модель гарантирует конфиденциальность и не отправляет данные во внешние сети, облако переводит капитальные затраты в гибкие операционные, а Kubernetes берет на себя отказоустойчивость и автоматическое масштабирование дорогих GPU-ресурсов. Материал будет полезен DevOps-, MLOps-инженерам и архитекторам, перед которыми стоит задача развернуть изолированную и надежную RAG-систему.

В этой статье рассмотрим, как можно задеплоить LLM в Managed Kubernetes на примере простой RAG-системы. Будем использовать LLM-роутер AIBrix, n8n и vLLM. Дополнительно понадобятся Envoy Gateway (как зависимость для AIBrix), cert-manager (выпустим сертификаты для домена n8n), Qdrant (хранилище для RAG системы) и PostgreSQL в качестве базы данных для n8n.

Здесь мы не будем рассматривать деплой системы мониторинга. Подробную информацию о ее настройке вы можете найти в нашем репозитории.

Создание кластера

Развертывать кластер Managed Kubernetes будем на облачных серверах в регионе ru-6 — там доступен большой выбор конфигураций с GPU.

В кластере желательно иметь дополнительные ноды для критических системных компонентов из неймспейса kube-system и AIBrix-компонентов. Я оставил две ноды по 4 vCPU, 8 ГБ RAM и диск на 50 ГБ, но можно использовать и менее производительные конфигурации. При такой схеме GPU-ноды при необходимости можно масштабировать в ноль, и все компоненты, включая AIBrix, продолжат работу.

Для работы с GPU я использую две ноды со следующими характеристиками: 8 vCPU, 32 ГБ RAM, диск на 150 ГБ и 1 × GPU RTX 4090 24 ГБ. Диск на 150 ГБ выбран с запасом, чтобы веса модели гарантированно поместились в эфемерном хранилище Kubernetes. При необходимости можно взять больше или меньше. Модели GPU также можно выбрать другие.

При создании группы GPU-нод стоит установить флаг для автоматической установки GPU-драйверов и nvidia-device-plugin. Процессу vLLM мы будем выделять GPU целиком.

Для группы GPU-нод установим taint при создании: vllm = true : NoExecute. Это нужно, чтобы на этой ноде запускались только поды vllm, поскольку они требуют большого объема вычислительных ресурсов. Нода должна оставаться свободной, иначе поды vLLM зависнут в состоянии Pending.

AIBrix

Изначально планировалось провернуть все на AIBrix версии v0.5.0, но к моменту написания статьи уже вышел релиз v0.7.0. Вот наиболее важные изменения:

Добавлена поддержка аудиоинтерфейсов в стиле OpenAI (/v1/audio/transcriptions, /v1/audio/translations) вместе с новым API вывода /v1/classify.
Введены совместимые с OpenAI API генерации изображений и видео (/v1/images/generations, /v1/video/generations), позволяющие запускать многомодальные рабочие нагрузки генерации через один и тот же шлюз.
Добавлена поддержка моделей переранжирования через эндпоинт /v1/rerank для улучшения конвейеров.
Реализован Wire-compatible Batch API для асинхронной пакетной обработки эндпоинтов /v1/chat/completions, /v1/completions и /v1/embeddings, поддерживаемый постоянным хранилищем метаданных и асинхронным конечным автоматом заданий.
Запущена AIBrix Management Console (Preview) — новый фронтенд на React и бэкенд на Go, позволяющие регистрировать модели, развертывать приложения из версионированных шаблонов, отслеживать пакетные задания и загружать результаты без необходимости использования kubectl/YAML.

Проект активно развивается и, думаю, хорошо себя покажет на дистанции.

Перейдем к установке. Развернем базовые стабильные компоненты согласно официальному руководству по быстрому старту (Quickstart) в README.md проекта, однако внесем в них несколько патчей для оптимизации работы.

Создаем файл kustomization.yaml:

apiVersion: kustomize.config.k8s.io/v1beta1
kind: Kustomization

resources:
- https://github.com/vllm-project/aibrix/releases/download/v0.7.0/aibrix-core-v0.7.0.yaml

patches:
- target:
    group: gateway.envoyproxy.io
    version: v1alpha1
    kind: EnvoyProxy
    name: aibrix-custom-proxy-config
    namespace: aibrix-system
  patch: |-
    - op: move
      from: /spec/provider/kubernetes/envoyDeployment
      path: /spec/provider/kubernetes/envoyDaemonSet
    - op: remove
      path: /spec/provider/kubernetes/envoyDaemonSet/replicas
    - op: remove
      path: /spec/provider/kubernetes/envoyDaemonSet/strategy
    - op: replace
      path: /spec/provider/kubernetes/envoyDaemonSet/patch/value/spec/template/spec/containers/0/resources
      value:
        requests:
          cpu: "1"
          memory: 2Gi
        limits:
          cpu: "1"
          memory: 2Gi
    - op: add
      path: /spec/provider/kubernetes/envoyService
      value:
        externalTrafficPolicy: Cluster
- target:
    group: apps
    version: v1
    kind: Deployment
    name: aibrix-gateway-plugins
    namespace: aibrix-system
  patch: |-
    - op: replace
      path: /spec/template/spec/containers/0/resources
      value:
        requests:
          cpu: "1"
          memory: 2Gi
        limits:
          cpu: "1"
          memory: 2Gi
- target:
    group: gateway.networking.k8s.io
    version: v1
    kind: Gateway
    name: aibrix-eg
    namespace: aibrix-system
  patch: |-
    - op: add
      path: /spec/infrastructure
      value:
        annotations:
          service.beta.kubernetes.io/openstack-internal-load-balancer: "true"

У нас есть три патча, которые выполняют следующие задачи:

Перевод EnvoyProxy из Deployment в DaemonSet и включение параметра externalTrafficPolicy: Cluster для корректной работы с балансировщиком нагрузки по умолчанию. Если вы хотите распределять трафик только по определенным нодам, добавьте аннотацию node-selector для openstack-ccm и перечислите фильтры.
Уменьшение объема выделяемых ресурсов на один инстанс для балансировщика с дефолтных 2 vCPU и 8 ГБ RAM до 1 vCPU и 2 ГБ RAM.
Оптимизация запрашиваемых ресурсов (resource requests) для компонента aibrix-gateway-plugins с помощью отдельного патча.
Добавление аннотации для балансировщика, чтобы зафиксировать за ним только приватный IP-адрес. Этот шаг не является обязательным: вы можете оставить публичный эндпоинт для обращений к моделям из внешней сети, но в таком случае обязательно настройте авторизацию. В этой статье мы опубликуем во внешнюю сеть только интерфейс n8n.

Применяем манифесты (в директории, где создали kustomization.yaml):

kubectl apply --server-side -f \
"https://github.com/vllm-project/aibrix/releases/download/v0.7.0/aibrix-dependency-v0.7.0.yaml"

kubectl apply --server-side -f \
"https://github.com/vllm-project/aibrix/releases/download/v0.7.0/aibrix-core-crds-v0.7.0.yaml"

kubectl apply -k .

vLLM

Создадим токен, которым будем авторизовываться при запросах в LLM и запишем его в секрет:

kubectl create secret generic vllm-api-key \
  --from-literal=api-key=$(pwgen -s1 50)

Для автоматической генерации токена использую конструкцию $(pwgen -s1 50). Впрочем, без этого можно обойтись и задать пароль текстом.

Managed Kubernetes на выделенных серверах

Снизьте расходы на ИТ‑инфраструктуру и улучшите производительность микросервисов.

Подробнее →

Манифесты для деплоя моделей

Ниже представлены манифесты Kubernetes для запуска моделей через vLLM. Мы развернем два компонента:

Instruct-модель (qwen3-8b) — отвечает за генерацию текста и логику работы агента.
Embedding-модель (qwen3-embedding-8b) — отвечает за векторизацию текста для RAG-системы.

Каждый Deployment создает под с одной копией vLLM, которому выделяется ровно один GPU целиком.

Instruct

# Qwen3-8B.
#
# GPU allocation: one exclusive RTX 4090 24 GB.
# vLLM may use up to 90% of its GPU memory; the remaining 10% is reserved for
# CUDA contexts and transient allocations.
#
# Optional API-key Secret:
# kubectl create secret generic vllm-api-key \
#   --from-literal=api-key='<value>'
apiVersion: apps/v1
kind: Deployment
metadata:
  name: qwen3-8b
  namespace: default
  labels:
    model.aibrix.ai/name: qwen3-8b
    model.aibrix.ai/port: "8000"
spec:
  replicas: 1
  # A rolling update could temporarily start a second copy and exhaust the
  # shared GPU. Recreate keeps the VRAM budget deterministic.
  strategy:
    type: Recreate
  selector:
    matchLabels:
      model.aibrix.ai/name: qwen3-8b
  template:
    metadata:
      labels:
        model.aibrix.ai/name: qwen3-8b
        model.aibrix.ai/port: "8000"
      annotations:
        prometheus.io/path: /metrics
        prometheus.io/port: "8000"
        prometheus.io/scrape: "true"
    spec:
      terminationGracePeriodSeconds: 30
      containers:
        - name: vllm-openai
          image: vllm/vllm-openai:v0.15.1
          imagePullPolicy: IfNotPresent
          command:
            - vllm
            - serve
          args:
            - Qwen/Qwen3-8B
            - --tokenizer
            - Qwen/Qwen3-8B
            - --hf-config-path
            - Qwen/Qwen3-8B
            - --served-model-name
            - qwen3-8b
            - --host
            - 0.0.0.0
            - --port
            - "8000"
            - --uvicorn-log-level
            - warning
            - --dtype
            - half
            - --max-model-len
            - "16384"
            - --max-num-seqs
            - "4"
            - --gpu-memory-utilization
            - "0.90"
            - --enable-prefix-caching
            - --enforce-eager
            - --enable-auto-tool-choice
            - --tool-call-parser 
            - "hermes"
          env:
            - name: VLLM_API_KEY
              valueFrom:
                secretKeyRef:
                  name: vllm-api-key
                  key: api-key
                  optional: true
            - name: HF_HOME
              value: /cache/huggingface
          ports:
            - name: serve
              containerPort: 8000
              protocol: TCP
          resources:
            requests:
              cpu: "2"
              memory: 12Gi
              nvidia.com/gpu: "1"
            limits:
              cpu: "2"
              memory: 12Gi
              nvidia.com/gpu: "1"
          livenessProbe:
            httpGet:
              path: /health
              port: 8000
              scheme: HTTP
            failureThreshold: 3
            periodSeconds: 5
            successThreshold: 1
            timeoutSeconds: 1
          readinessProbe:
            httpGet:
              path: /health
              port: 8000
              scheme: HTTP
            failureThreshold: 5
            periodSeconds: 5
            successThreshold: 1
            timeoutSeconds: 1
          startupProbe:
            httpGet:
              path: /health
              port: 8000
              scheme: HTTP
            failureThreshold: 30
            periodSeconds: 10
            successThreshold: 1
            timeoutSeconds: 1
          volumeMounts:
            - name: model-cache
              mountPath: /cache/huggingface
            - name: dshm
              mountPath: /dev/shm
      volumes:
        - name: model-cache
          emptyDir: {}
        - name: dshm
          emptyDir:
            medium: Memory
            sizeLimit: 2Gi
      tolerations:
        - key: vllm
          operator: Exists
          effect: NoExecute
---
apiVersion: v1
kind: Service
metadata:
  name: qwen3-8b
  namespace: default
  labels:
    model.aibrix.ai/name: qwen3-8b
    prometheus-discovery: "true"
  annotations:
    prometheus.io/path: /metrics
    prometheus.io/port: "8000"
    prometheus.io/scrape: "true"
spec:
  type: ClusterIP
  selector:
    model.aibrix.ai/name: qwen3-8b
  ports:
    - name: serve
      port: 8000
      targetPort: serve
      protocol: TCP

embedding

# Qwen3-Embedding-8B in BF16.
#
# GPU allocation: one exclusive RTX 4090 24 GB.
# vLLM may use up to 90% of its GPU memory; the remaining 10% is reserved for
# CUDA contexts and transient allocations.
#
# Optional API-key Secret:
# kubectl create secret generic vllm-api-key \
#   --from-literal=api-key='<value>'
apiVersion: apps/v1
kind: Deployment
metadata:
  name: qwen3-embedding-8b
  namespace: default
  labels:
    model.aibrix.ai/name: qwen3-embedding-8b
    model.aibrix.ai/port: "8000"
spec:
  replicas: 1
  strategy:
    type: Recreate
  selector:
    matchLabels:
      model.aibrix.ai/name: qwen3-embedding-8b
  template:
    metadata:
      labels:
        model.aibrix.ai/name: qwen3-embedding-8b
        model.aibrix.ai/port: "8000"
      annotations:
        prometheus.io/path: /metrics
        prometheus.io/port: "8000"
        prometheus.io/scrape: "true"
    spec:
      terminationGracePeriodSeconds: 30
      containers:
        - name: vllm-openai
          image: vllm/vllm-openai:v0.15.1
          imagePullPolicy: IfNotPresent
          command:
            - vllm
            - serve
          args:
            - Qwen/Qwen3-Embedding-8B
            - --served-model-name
            - qwen3-embedding-8b
            - --host
            - "0.0.0.0"
            - --port
            - "8000"
            - --uvicorn-log-level
            - warning
            - --runner
            - pooling
            - --dtype
            - bfloat16
            - --max-model-len
            - "32768"
            - --max-num-seqs
            - "8"
            - --gpu-memory-utilization
            - "0.90"
          env:
            - name: VLLM_API_KEY
              valueFrom:
                secretKeyRef:
                  name: vllm-api-key
                  key: api-key
                  optional: true
            - name: HF_HOME
              value: /cache/huggingface
          ports:
            - name: serve
              containerPort: 8000
              protocol: TCP
          resources:
            requests:
              cpu: "2"
              memory: 12Gi
              nvidia.com/gpu: "1"
            limits:
              cpu: "2"
              memory: 12Gi
              nvidia.com/gpu: "1"
          livenessProbe:
            httpGet:
              path: /health
              port: 8000
              scheme: HTTP
            failureThreshold: 3
            periodSeconds: 5
            successThreshold: 1
            timeoutSeconds: 1
          readinessProbe:
            httpGet:
              path: /health
              port: 8000
              scheme: HTTP
            failureThreshold: 5
            periodSeconds: 5
            successThreshold: 1
            timeoutSeconds: 1
          startupProbe:
            httpGet:
              path: /health
              port: 8000
              scheme: HTTP
            failureThreshold: 30
            periodSeconds: 10
            successThreshold: 1
            timeoutSeconds: 1
          volumeMounts:
            - name: model-cache
              mountPath: /cache/huggingface
            - name: dshm
              mountPath: /dev/shm
      volumes:
        - name: model-cache
          emptyDir: {}
        - name: dshm
          emptyDir:
            medium: Memory
            sizeLimit: 1Gi
      tolerations:
        - key: "vllm"
          operator: "Exists"
          effect: NoExecute
---
apiVersion: v1
kind: Service
metadata:
  name: qwen3-embedding-8b
  namespace: default
  labels:
    model.aibrix.ai/name: qwen3-embedding-8b
    prometheus-discovery: "true"
  annotations:
    prometheus.io/path: /metrics
    prometheus.io/port: "8000"
    prometheus.io/scrape: "true"
spec:
  type: ClusterIP
  selector:
    model.aibrix.ai/name: qwen3-embedding-8b
  ports:
    - name: serve
      port: 8000
      targetPort: serve
      protocol: TCP

Сохраняем манифесты в файлы и применяем их через kubectl apply -f filename.

Запуск подов в состоянии ContainerCreating может занять 5–10 минут, так как в этот момент загружаются веса моделей с Hugging Face. Чтобы ускорить последующие запуски, вы можете подключить к кластеру NFS-хранилище, предварительно сохранить туда веса моделей и использовать их для новых подов. Пример такой настройки описан в репозитории Selectel на GitHub.

В репозитории проекта AIBrix также доступны примеры деплоя мультимодальных моделей для работы с аудио-контентом и изображениями.

Когда поды перейдут в состояние Running, проверим работоспособность моделей. Сначала узнаем IP-адрес балансировщика нагрузки AIBrix:

kubectl get svc -A | grep Load
envoy-gateway-system   envoy-aibrix-system-aibrix-eg-903790dc      LoadBalancer   10.110.80.18     10.222.0.206   80:31131/TCP                              20h

Второй адрес — External IP. Его и будем использовать.

Теперь нужно выполнить запрос из сети кластера, так как для AIBrix использовался приватный IP-адрес. Сделаем port-forward:

kubectl port-forward -n envoy-gateway-system service/envoy-aibrix-system-aibrix-eg-903790dc 9000:80

Установим переменные окружения:

export IP=127.0.0.1:9000
export TOKEN=$(kubectl get secrets vllm-api-key -ojsonpath='{.data.api-key}'|base64 -d)

И выполним запрос:

curl -v http://$IP/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer $TOKEN" \
-H "routing-strategy: random" \
-H "model: qwen3-8b" \
-d '{
    "model": "qwen3-8b",
    "messages": [
        {"role": "system", "content": "You are a helpful assistant."},
        {"role": "user", "content": "help me write a random generator in python"}
    ],
    "temperature": 0.7
}'

Через некоторое время модель вернет сгенерированный ответ. Посмотреть список доступных моделей в AIBrix можно с помощью запроса:

curl http://$IP/v1/models

Cert-manager и External-dns

Эти сервисы обеспечивают интеграцию с DNS-хостингом Selectel, где делегирован ваш домен. Компонент cert-manager отвечает за выпуск SSL-сертификатов для защищенного соединения по HTTPS, а external-dns автоматически устанавливает A-записи. Они необходимы для публикации веб-интерфейса n8n.

В качестве примера в этой инструкции я использую домен outworld66.ru, вам потребуется заменить его на собственный. Это имя используется во многих конфигурационных файлах, поэтому рекомендую внимательно проверить все манифесты перед их применением.

Настройка cert-manager

Устанавливаем cert-manager в кластер:

helm upgrade --install cert-manager oci://quay.io/jetstack/charts/cert-manager --namespace cert-manager --create-namespace \
  --set config.apiVersion="controller.config.cert-manager.io/v1alpha1" \
  --set config.kind="ControllerConfiguration" \
  --set config.enableGatewayAPI=true \
  --set crds.enabled=true

Создаем секрет с учетными данными сервисного пользователя из панели управления Selectel:

kubectl create secret generic selectel-dns-credentials \
  --from-literal=username= \
  --from-literal=password='' \
  --from-literal=account_id= \
  --from-literal=project_id= \
  --namespace=cert-manager

Устанавливаем cert-manager-webhook-selectel, чтобы автоматически выдавать сертификат для домена:

helm repo add selectel https://selectel.github.io/cert-manager-webhook-selectel
helm repo update
helm install cert-manager-webhook-selectel selectel/cert-manager-webhook-selectel -n cert-manager

Создаем ClusterIssuer:

kubectl apply -f - <<EOF
apiVersion: cert-manager.io/v1
kind: ClusterIssuer
metadata:
  name: letsencrypt-prod
spec:
  acme:
    server: https://acme-v02.api.letsencrypt.org/directory
    email: [email protected]
    privateKeySecretRef:
      name: letsencrypt-prod-account-key
    solvers:
    - dns01:
        webhook:
          groupName: acme.selectel.ru
          solverName: selectel
          config:
            dnsSecretRef:
              name: selectel-dns-credentials
            # Optional config, shown with default values
            #   all times in seconds
            ttl: 120 # Default: 60
            timeout: 60 # Default 40
EOF

Теперь можно выпустить сертификат:

kubectl apply -f - <<EOF
apiVersion: cert-manager.io/v1
kind: Certificate
metadata:
  name: outworld-le-prod-crt
  namespace: envoy-gateway-system
spec:
  dnsNames:
  - "*.outworld66.ru"
  issuerRef:
    group: cert-manager.io
    kind: ClusterIssuer
    name: letsencrypt-prod
  secretName: wildcard-outworld66-ru-tls
EOF

Настройка external-dns

Создаем namespace:

kubectl create namespace external-dns

Далее создадим секрет с паролем от сервисного пользователя из панели управления. Вы можете использовать того же пользователя, что и в cert-manager.

kubectl create secret generic external-dns-selectel-webhook \
  --from-literal=username= \
  --from-literal=account_id= \
  --from-literal=project_id= \
  --from-literal=password='' \
  --namespace=external-dns

Применяем манифесты external-dns и external-dns-selectel-webhook:

kubectl apply -f - <<EOF
apiVersion: v1
kind: ServiceAccount
metadata:
  name: external-dns
  namespace: external-dns
  labels:
    app.kubernetes.io/name: external-dns
    app.kubernetes.io/instance: external-dns
---
apiVersion: rbac.authorization.k8s.io/v1
kind: ClusterRole
metadata:
  name: external-dns
  labels:
    app.kubernetes.io/name: external-dns
    app.kubernetes.io/instance: external-dns
rules:
  - apiGroups: [""]
    resources: ["nodes"]
    verbs: ["get","list","watch"]
  - apiGroups: [""]
    resources: ["pods"]
    verbs: ["get","watch","list"]
  - apiGroups: [""]
    resources: ["services","endpoints"]
    verbs: ["get","watch","list"]
  - apiGroups: ["extensions","networking.k8s.io"]
    resources: ["ingresses"]
    verbs: ["get","watch","list"]
  - apiGroups: [""]
    resources: ["namespaces"]
    verbs: ["get","watch","list"]
  - apiGroups: ["gateway.networking.k8s.io"]
    resources: ["gateways","httproutes","tlsroutes","tcproutes","udproutes"] 
    verbs: ["get","watch","list"]
---
apiVersion: rbac.authorization.k8s.io/v1
kind: ClusterRoleBinding
metadata:
  name: external-dns-viewer
  labels:
    app.kubernetes.io/name: external-dns
    app.kubernetes.io/instance: external-dns
roleRef:
  apiGroup: rbac.authorization.k8s.io
  kind: ClusterRole
  name: external-dns
subjects:
  - kind: ServiceAccount
    name: external-dns
    namespace: external-dns
---
apiVersion: v1
kind: Service
metadata:
  name: external-dns
  namespace: external-dns
  labels:
    app.kubernetes.io/name: external-dns
    app.kubernetes.io/instance: external-dns
spec:
  type: ClusterIP
  selector:
    app.kubernetes.io/name: external-dns
    app.kubernetes.io/instance: external-dns
  ports:
    - name: http
      port: 7979
      targetPort: http
      protocol: TCP
---
apiVersion: apps/v1
kind: Deployment
metadata:
  name: external-dns
  namespace: external-dns
  labels:
    app.kubernetes.io/name: external-dns
    app.kubernetes.io/instance: external-dns
spec:
  replicas: 1
  selector:
    matchLabels:
      app.kubernetes.io/name: external-dns
      app.kubernetes.io/instance: external-dns
  strategy:
    type: Recreate
  template:
    metadata:
      labels:
        app.kubernetes.io/name: external-dns
        app.kubernetes.io/instance: external-dns
    spec:
      serviceAccountName: external-dns
      securityContext:
        fsGroup: 65534
      containers:
        - name: external-dns
          securityContext:
            capabilities:
              drop:
              - ALL
            readOnlyRootFilesystem: true
            runAsNonRoot: true
            runAsUser: 65534
          image: registry.k8s.io/external-dns/external-dns:v0.14.2
          imagePullPolicy: IfNotPresent
          args:
            - --log-level=info
            - --log-format=text
            - --interval=1m
            - --source=service
            - --source=ingress
            - --source=gateway-httproute
            - --source=gateway-tlsroute
            - --source=gateway-tcproute
            - --source=gateway-udproute
            - --policy=sync # set it upsert-only if you don't want it to delete records
            - --provider=webhook
          ports:
            - name: http
              protocol: TCP
              containerPort: 7979
          livenessProbe:
            failureThreshold: 2
            httpGet:
              path: /healthz
              port: http
            initialDelaySeconds: 10
            periodSeconds: 10
            successThreshold: 1
            timeoutSeconds: 5
          readinessProbe:
            failureThreshold: 6
            httpGet:
              path: /healthz
              port: http
            initialDelaySeconds: 5
            periodSeconds: 10
            successThreshold: 1
            timeoutSeconds: 5
        - name: webhook
          securityContext:
            capabilities:
              drop:
                - ALL
            readOnlyRootFilesystem: true
            runAsNonRoot: true
            runAsUser: 65534
          image: ghcr.io/selectel/external-dns-selectel-webhook:v0.1.0
          imagePullPolicy: IfNotPresent
          ports:
            - name: http
              protocol: TCP
              containerPort: 8888
          livenessProbe:
            failureThreshold: 2
            httpGet:
              path: /healthz
              port: http
            initialDelaySeconds: 10
            periodSeconds: 10
            successThreshold: 1
            timeoutSeconds: 5
          readinessProbe:
            failureThreshold: 6
            httpGet:
              path: /healthz
              port: http
            initialDelaySeconds: 5
            periodSeconds: 10
            successThreshold: 1
            timeoutSeconds: 5
          env:
            - name: PROJECT_ID
              valueFrom:
                secretKeyRef:
                  name: external-dns-selectel-webhook
                  key: project_id
            - name: ACCOUNT_ID
              valueFrom:
                secretKeyRef:
                  name: external-dns-selectel-webhook
                  key: account_id
            - name: USERNAME
              valueFrom:
                secretKeyRef:
                  name: external-dns-selectel-webhook
                  key: username
            - name: PASSWORD
              valueFrom:
                secretKeyRef:
                  name: external-dns-selectel-webhook
                  key: password
EOF

Оригинальный манифест можно найти в репозитории на GitHub.

Балансировщик для внешних сервисов

Далее идет настройка Envoy Gateway как замена Ingress.

Укажем, что Envoy нужно запускать как daemonset, и настроим externalTrafficPolicy: Cluster.

cat <<EOF | kubectl apply -f -
apiVersion: gateway.envoyproxy.io/v1alpha1
kind: EnvoyProxy
metadata:
  name: custom-proxy-config
  namespace: default
spec:
  provider:
    type: Kubernetes
    kubernetes:
      envoyDaemonSet: {}
      envoyService:
        externalTrafficPolicy: Cluster
---
apiVersion: gateway.networking.k8s.io/v1
kind: GatewayClass
metadata:
  name: envoy
spec:
  controllerName: gateway.envoyproxy.io/gatewayclass-controller
  parametersRef:
    group: gateway.envoyproxy.io
    kind: EnvoyProxy
    name: custom-proxy-config
    namespace: default
EOF

Теперь можно создать балансировщик. Укажем домен, сертификат и какой порт прослушивать:

kubectl apply -f - <<EOF
apiVersion: gateway.networking.k8s.io/v1
kind: Gateway
metadata:
  name: eg
  namespace: envoy-gateway-system
spec:
  gatewayClassName: envoy
  listeners:
    - name: https
      hostname: "*.outworld66.ru"
      port: 443
      protocol: HTTPS
      tls:
        mode: Terminate
        certificateRefs:
          - name: wildcard-outworld66-ru-tls
            namespace: envoy-gateway-system
            kind: Secret
      allowedRoutes:
        namespaces:
          from: All
EOF

Установка storageclass по умолчанию

Для того, чтобы pvc заказывались без указания конкретного StorageClass, укажем один из них по умолчанию. Посмотрим, какие есть:

kubectl get storageclass

В ru-6 у меня такой:

NAME          PROVISIONER                RECLAIMPOLICY   VOLUMEBINDINGMODE   ALLOWVOLUMEEXPANSION   AGE
fast2.ru-6a   cinder.csi.openstack.org   Delete          Immediate           true                   23h

Назначим класс fast2.ru-6a дефолтным:

kubectl patch storageclass fast2.ru-6a -p '{"metadata": {"annotations":{"storageclass.kubernetes.io/is-default-class":"true"}}}'

Qdrant

Установим векторную базу данных qdrant, в ней будем хранить векторы RAG-системы.

helm repo add qdrant https://qdrant.github.io/qdrant-helm
helm repo update
helm upgrade -i qdrant qdrant/qdrant -n qdrant --create-namespace

Облачные базы данных

Создайте готовую базу данных в облаке за 5 минут. Поддерживаем PostgreSQL, MySQL, Redis и не только.

Подробнее →

postgresql operator

Установим postgres operator.

helm repo add cnpg https://cloudnative-pg.github.io/charts
helm upgrade --install cnpg \
  --namespace cnpg-system \
  --create-namespace \
  cnpg/cloudnative-pg

Подождем, пока поды оператора будут готовы:

kubectl wait pod --timeout=15m --for=condition=Ready -n cnpg-system -l app.kubernetes.io/name=cloudnative-pg

n8n

Создадим неймспейс и секрет для базы данных n8n. Пароль сгенерируем через pwgen:

kubectl create namespace n8n
kubectl create secret generic db-app -n n8n \
  --from-literal=username=n8n \
  --from-literal="password=$(pwgen -sn1 20)"

Создадим файл с values для Helm-чарта n8n. Файл назовем n8n_values.yaml.

# https://github.com/8gears/n8n-helm-chart/blob/main/examples/values\_small\_prod.yaml

#Prod like set up with CloudNativePG and nginx-ingress
image:
  repository: docker-registry.selectel.ru/n8nio/n8n
  tag: 2.33.3
imagePullSecrets:
  - name: 8gears-registry-n8n

main:
  service:
    port: 5678
  config:
    n8n:
      port: 5678
    webhook_url: https://n8n.outworld66.ru
    executions_mode: queue
    queue:
      health:
        check:
          active: true
      bull:
        redis:
          host: n8n-valkey
          port: 6379
    db:
      type: postgresdb
      postgresdb:
        host: db-rw
        user: n8n
#        password: password is read from cnpg db-app secretKeyRef
        pool:
          size: 10
        ssl:
          enabled: true
          reject_Unauthorized: true
          ca_file: "/home/ssl/certs/postgresql/ca.crt"
  #secret:
  #  n8n:
  #    encryption_key: "<your-secure-encryption-key>"
  extraEnv: &extraEnv
    DB_POSTGRESDB_PASSWORD:
      valueFrom:
        secretKeyRef:
          name: db-app
          key: password
  # Mount the CNPG CA Cert into N8N container
  extraVolumeMounts: &extraVolumeMounts
    - name: db-ca-cert
      mountPath: /home/ssl/certs/postgresql
      readOnly: true
  extraVolumes: &extraVolumes
    - name: db-ca-cert
      secret:
        secretName: db-ca
        items:
          - key: ca.crt
            path: ca.crt
  resources:
    limits:
      memory: 2048Mi
    requests:
      memory: 512Mi

worker:
  enabled: true
  extraEnv: *extraEnv # using YAML magic (anchors) to reference main extraEnv
  extraVolumeMounts: *extraVolumeMounts # using YAML magic (anchors) to reference main extraVolumeMounts
  extraVolumes: *extraVolumes # using YAML magic (anchors) to reference main extraVolumes

webhook:
  enabled: true
  extraEnv: *extraEnv # using YAML magic (anchors) to reference main extraEnv
  extraVolumeMounts: *extraVolumeMounts # using YAML magic (anchors) to reference main extraVolumeMounts
  extraVolumes: *extraVolumes # using YAML magic (anchors) to reference main extraVolumes

valkey:
  enabled: true

ingress:
  enabled: false

# cnpg DB cluster request
# and httproutes
extraManifests:
  - apiVersion: postgresql.cnpg.io/v1
    kind: Cluster
    metadata:
      name: db
    spec:
      instances: 1
      bootstrap:
        initdb:
          database: n8n
          owner: n8n
      postgresql:
        parameters:
          shared_buffers: "64MB"
      resources:
        requests:
          memory: "512Mi"
        limits:
          memory: "512Mi"
      storage:
        size: 10Gi

Обратите внимание: обязательно сгенерируйте ключ шифрования encryption_key и сохраните его в надежном месте. Без этого ключа вы потеряете доступ к данным в n8n при перезапуске сервиса:

encryption_key=$(pwgen -sn1 50)

Установим n8n с параметрами (values) из этого репозитория. И установим encryption_key через флаг --set:

helm upgrade --install n8n oci://8gears.container-registry.com/library/n8n --version 2.0.1 \
  --create-namespace -n n8n -f n8n_values.yaml \
  --set main.secret.n8n.encryption_key="$encryption_key"

Запуск всех компонентов n8n может занять некоторое время. Отслеживать статус запуска подов можно c помощью команды:

kubectl get pods -n n8n

Дождемся, пока все поды перейдут в состояние Running. Получим доступ к веб-панели и безопасно настроим административный доступ:

kubectl port-forward -n n8n service/n8n 3001:5678

На данном этапе сервис доступен локально: http://127.0.0.1:3001.

Опубликуем сервис с помощью Envoy Gateway с использованием облачного балансировщика нагрузки:

kubectl apply -f - <<EOF
apiVersion: gateway.networking.k8s.io/v1
kind: HTTPRoute
metadata:
  name: n8n
  namespace: n8n
spec:
  hostnames:
  - n8n.outworld66.ru
  parentRefs:
  - name: eg
    namespace: envoy-gateway-system
  rules:
  - backendRefs:
    - name: n8n
      kind: Service
      port: 5678
    matches:
    - path:
        type: PathPrefix
        value: /
  - backendRefs:
    - name: n8n-webhook
      kind: Service
      port: 80
    matches:
    - path:
        type: PathPrefix
        value: /webhook/
    - path:
        type: PathPrefix
        value: /webhook-test/
    - path:
        type: PathPrefix
        value: /webhook-waiting/
    - path:
        type: PathPrefix
        value: /form/
EOF

Настройка RAG-пайплайна

Наконец можно перейти в панель (в моем случае это https://n8n.outworld66.ru) и начать настройку. Будем использовать готовый RAG-сценарий. Оригинал доступен по ссылке.

Создаем Workflow:

Импортируем существующий пайплайн по URL:

Для импорта укажем следующую ссылку: https://raw.githubusercontent.com/selectel/webinar-llm-on-mks/refs/heads/main/apps/04.llm-clients/02.n8n/Demo_RAG_n8n_webinar.json

Пайплайн выглядит следующим образом:

Обратите внимание на узлы, отмеченные красными предупреждающими значками. В них необходимо указать данные для авторизации и выполнить дополнительную настройку. Рассмотрим каждый из них подробнее.

Элемент Webhook понадобится только в том случае, если вам необходимо интегрировать сценарий с каким-либо внешним сервисом.

Qdrant

Укажем учетные данные для Qdrant:

Поскольку авторизация в Qdrant не настроена, зададим только URL-адрес: http://qdrant.qdrant.svc.cluster.local:6333

После сохранения параметров соединение будет успешно установлено:

Если при обработке и загрузке больших документов возникнут проблемы, рекомендуется уменьшить размер пакета векторизации (Embedding Batch Size) до 100.

OpenAI Chat Model

В поле адреса сервера укажем IP-адрес шлюза AIBrix. Его можно узнать с помощью команды:

kubectl get svc -A | grep Load
envoy-gateway-system   envoy-aibrix-system-aibrix-eg-903790dc      LoadBalancer   10.110.80.18     10.222.0.206     80:31131/TCP                              22h
envoy-gateway-system   envoy-envoy-gateway-system-eg-5391c79d      LoadBalancer   10.106.131.36    135.106.154.81   443:30933/TCP                             30m

В моем случае это адрес 10.222.0.206.

Также получим токен для доступа к LLM из секретов Kubernetes:

kubectl get secrets vllm-api-key -ojsonpath='{.data.api-key}'|base64 -d

Внесем эти параметры и сохраним изменения:

Соединение успешно установлено:

В поле выбора модели укажем целевую языковую модель — qwen3-8b.

Embeddings OpenAI

Модели используют тот же токен авторизации, поэтому мы выбираем ранее созданные учетные данные. В качестве используемой модели укажем qwen3-embedding-8b:

Redis Chat Memory

Задаем учетные данные для блока Redis Chat Memory.

В поле Host указываем адрес n8n-valkey:

После сохранения параметров подключение будет успешно установлено:

Как вы внедряете ИИ?

Поделитесь своим опытом за 7–10 минут. Разыгрываем 5 сертификатов по 1 500 ₽ на маркетплейсе и 10 наборов мерча.

Ответить на вопросы →

Тестовый запрос

Отправим агенту тестовое сообщение (пинг) через чат n8n — он должен прислать ответ:

Деактивируем блок Webhook и опубликуем пайплайн:

Попробуем запустить пайплайн через оранжевую кнопку Execute workflow:

В открывшейся форме загружаем тестовый файл — я использую книгу в формате PDF:

Пайплайн обработает файл и успешно завершит свою работу:

После завершения обработки зададим вопрос по содержанию книги, указав агенту на необходимость поиска в векторном хранилище. В пайплайне видно, как именно агент обращается к векторной базе данных:

Если вы планируете использовать n8n в промышленной эксплуатации (Production), рекомендуется своевременно обновлять платформу и отслеживать изменения в ее официальном Helm-чарте.

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20 авг. 2026 г.

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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

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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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04.07.26 15:32 Fraddy Pual

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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

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06.07.26 16:31 Joseph Weigl

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06.07.26 16:33 Jaran Løvlien

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07.07.26 18:00 robertalfred175

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07.07.26 18:01 robertalfred175

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09.07.26 19:06 Toivo Walli

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09.07.26 19:10 Misty Alexander

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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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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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
30.07.26 17:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.07.26 17:27 wendytaylor015

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31.07.26 16:21 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
01.08.26 15:05 keithwilson9899

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01.08.26 15:05 keithwilson9899

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03.08.26 20:05 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 kimberlyhebertt6877

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
04.08.26 12:37 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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06.08.26 13:56 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.26 03:43 raymont0714

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12.08.26 16:37 rssllhrnsb

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

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
18.08.26 04:59 marcushenderson624

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18.08.26 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.26 14:50 BAYER7043

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

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11:32 michaeldavenport218

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