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Н Новости

Что такое Harness и с какими моделями его едетя?

Как выглядит среднестатистический владелец китайской лабы сейчас
Как выглядит среднестатистический владелец китайской лабы сейчас

Сегодня, 13 августа DeepSeek выложил DeepSeek Harness v0.1 в Developer Preview. Открытый код, MIT, пакет @deepseek-ai/dsh в npm, запуск в одну строку:

npx @deepseek-ai/dsh web

Веб-морда поднимается на 127.0.0.1:3080. Главный философский тезис DeepSeek относительно обвязок — everything is a plugin: модели, инструменты, скиллы, сессии, песочницы, файловые системы, главный цикл агента, оркестрация и даже интерфейс реализованы плагинами и меняются конфигом, без правки исходников.

Само по себе это ещё один агент в очень плотной поляне — на июль 2026 в живых числилось около 35 активно поддерживаемых CLI-агентов. Интереснее не сам факт релиза, а то, во что он попал.

Считайте сами. 5 августа Meta выкатила Muse Code — свой первый терминальный агент, и тем самым перестала быть главным примером «большая лаба без харнесса». 12 августа DeepSeek тихо обновила флагман до V4-Pro-0813, и её главную агентную цифру — 87.9 на Terminal-Bench 2.1 — мерили ровно тем харнессом, который откроют на следующий день. 13 августа, то есть сегодня, харнесс открыли.

Две лабы за неделю, инструмент измерения и объект измерения с разницей в сутки. А если растянуть окно до квартала, картина совсем плотная: своими харнессами за это время обзавелись xAI, Moonshot, Z.ai, Meta и DeepSeek. Категория, которой два года назад не существовало, консолидируется прямо сейчас.

Хороший повод разложить её целиком: что такое харнесс и почему за него дерутся, у каких лаб он уже есть, у каких ещё нет, и что происходит в лагере тех, кто принципиально не привязан ни к одной модели.


1. Что такое вообще это ваш харнесс?

Скриншот с сайта DeepSeek
Скриншот с сайта DeepSeek

Модель — это, если уж очень грубо говоря, функция «текст → текст». Она не умеет читать ваш репозиторий, звать ripgrep, запускать тесты, разбирать чужой стектрейс, откатываться после падения и продолжать работу на сороковом шаге. Всё это делает обвязка: агентный цикл, набор инструментов, системные промпты, права доступа, компакция контекста, сабагенты, песочница, логирование.

Данные с AutoBench Agentic
Данные с AutoBench Agentic

Ключевое следствие, которое стоит держать в голове каждый раз, когда вы смотрите на таблицу бенчмарков:

Цифра на агентном бенчмарке — это результат связки модель+харнесс, а не свойство модели.

Отсюда возникает практическая проблема: как тогда честно сравнивать модели между собой?

Индустрия решает её одинаково — берёт нарочно примитивную обвязку, одинаковую для всех, и меряет в ней. Канонический пример — mini-SWE-agent от команды SWE-bench: один-единственный инструмент bash, никаких кастомных инструментов, линейная история сообщений, каждое действие через subprocess.run. Команда SWE-bench завела под него отдельный лидерборд Bash Only и описывает его прямым текстом — «дефолтный вид Verified: каждая модель в одном и том же окружении mini-SWE-agent».

Февральский прогон 2026 года: Claude 4.5 Opus — 74.4%, Gemini 3 Pro Preview — 74.2%, GPT-5.2 (high) — 71.8%, Claude 4.5 Sonnet — 70.6%. Для сравнения, в июле 2025 года mini-SWE-agent на том же бенчмарке выдавал 65%. Обвязка за это время принципиально не менялась — вырос слой моделей.

А сколько добавляет полноценная обвязка? Есть прямое измерение: работа Live-SWE-agent сравнивает mini с самоэволюционирующим агентом на одних и тех же моделях. Gemini 3 Pro: 74.2 → 77.4. Claude 4.5 Sonnet: 70.6 → 75.4. GPT-5: 65.0 → 68.4. То есть порядка 3–5 процентных пунктов.

Тут нужны две оговорки, и они работают в разные стороны. Во-первых, Bash Only использует одинаковый системный промпт для всех моделей — это делает сравнение моделей честным, но означает, что качество харнессов там в принципе не измеряется; лидерборд сконструирован, чтобы убрать переменную обвязки, а не доказать её незначимость. Во-вторых, SWE-bench Verified — это короткая задача внутри одного репозитория, то есть ровно тот режим, где харнесс нужен меньше всего. Память между сессиями, компакция контекста, сабагенты, восстановление после сбоя на сороковом шаге — ничего из этого туда не помещается. Именно поэтому индустрия переехала на Terminal-Bench 2.x, где горизонт длиннее и разброс от обвязки заметно больше.

Причём здесь DeepSeek

А при том, что minimal mode в DeepSeek Harness — это ровно тот же приём. Два инструмента, персистентный bash и str_replace_editor, и ничего больше. Не урезанная версия для бедных, а измерительный прибор: режим, в котором лаба меряет собственную модель, минимизируя вклад обвязки.

И вот здесь была проблема. В чейнджлоге от 31 июля под таблицей агентных бенчмарков V4-Flash висела сноска: Terminal-Bench 2.1 = 82.7 получено «на DeepSeek Harness minimal mode (to be released soon)», max effort, top_p=0.95, temperature=1.0.

Прибор был только у одной стороны. Полтора месяца цифру нельзя было воспроизвести — сэмплинг опубликован, а вторая половина конфигурации недоступна снаружи. Любая цифра, полученная на публичном харнессе, измеряла другую систему, и разрыв нельзя было разложить на «модель слабее заявленного» и «ваша обвязка хуже нашей».

Дальше — хронология одной недели. 12 августа выходит V4-Pro-0813 с Terminal-Bench 2.1 = 87.9 против 72.1 у апрельского превью. 13 августа открывается харнесс, включая тот самый minimal mode. Порядок событий говорит сам за себя: сначала цифра, потом инструмент для её проверки.


Фото из офиса Meta
Фото из офиса Meta

2. Анатомия DeepSeek Harness

Самое неожиданное — фундамент. Ядро DeepSeek Harness — Cordis, IoC-микроядро с dependency injection и обратимыми побочными эффектами, родом из экосистемы Koishi (китайский фреймворк для чат-ботов). Суть Cordis: всё, что регистрирует плагин, отслеживается и откатывается при выгрузке. Отсюда честный hot reload без утечек и без ручной уборки. Под архитектуру «всё плагин» выбор логичный, хоть и неочевидный.

Код — Node.js/TypeScript-монорепа на pnpm. Валидация схем — на самописном schemastery вместо более популярного zod, ради консистентности со стеком Cordis.

Четыре режима работы

Режим

Что это

Standard

Полный агент: правка файлов, шелл, поиск по файлам и вебу, скиллы, планирование, цели, сабагенты, воркфлоу

Code

Инструменты выставлены через Code Mode SDK, и модель пишет одну TypeScript-программу, оркестрирующую многошаговые операции

Minimal

Ровно два инструмента: персистентный bash и str_replace_editor. Тот самый режим для бенчмарков

Creator

Сборка собственных пресетов: интроспекция рантайма, тесты плагинов в памяти, гайд по авторингу

Code mode заслуживает отдельного абзаца — и объяснения, потому что идея неочевидная.

В обычном режиме инструменты отдаются модели списком функций, которые она вызывает по одной. Модель формулирует вызов, харнесс исполняет, результат целиком возвращается в контекст, модель читает его и решает, что делать дальше. Один инструмент — один круг.

В Code mode те же инструменты выставляются как SDK: набор типизированных функций, доступных из TypeScript. Модель пишет не вызов, а программу. Харнесс исполняет её в песочнице целиком, и обратно в контекст возвращается только то, что программа напечатала.

Разница видна на задаче вроде «найди все места, где импортируется устаревший модуль, и проверь, где он реально используется». Классический цикл: grep возвращает сорок путей — все сорок падают в контекст. Дальше сорок чтений файлов — ещё сорок результатов в контекст. Модель на каждом шаге перечитывает всю эту простыню заново.

В Code mode модель пишет примерно следующее (схематично, имена функций условные):

const files = await grep("import legacy_parser");
const hits = [];
for (const f of files) {
  const src = await read(f);
  if (/legacy_parser\.\w+\(/.test(src)) hits.push(f);
}
print(hits);   // в контекст вернутся только эти три пути

Сорок промежуточных результатов остались переменными внутри программы и до модели не доехали. В контекст пришли три строки вместо восьмидесяти простыней.

Плата за это — модель должна написать корректный код с первого раза. Если в программе ошибка, цикл отладки длиннее, чем при обычном вызове инструмента: падает вся программа, а не один шаг.

Это не изобретение DeepSeek — идея витает в воздухе. Nous Research называет то же самое Programmatic Tool Calling через execute_code, есть препринт с прямолинейным названием «Code as Agent Harness». Но в лабовом харнессе первого уровня это одна из первых полноценных реализаций.

Profile и Preset: два уровня конфигурации

Настройки в DeepSeek Harness разложены на два независимых слоя — процесс и агент.

Profile определяет, как живёт процесс целиком: web или headless, какие бандлы установлены. По сути это упорядоченный слой патчей cordis.patch.yml.

Agent Preset определяет, что видит конкретный агент в конкретной сессии: инструменты, промпты, скиллы, сабагентов, воркфлоу. Скоуп резолвится по цепочке agent → preset → global.

Практический смысл: в одном процессе одновременно живут агент-писатель, агент-кодер и агент-ресёрчер с разными наборами инструментов и инструкций. Не нужно поднимать четыре сервиса.

Трассируемость

Здесь, на мой взгляд, самая недооценённая часть релиза. Принцип формулируется как «видимое модели ⇔ записанное»: всё, что попадает модели на вход, пишется в append-only лог сессии — системные промпты, ризонинг, определения инструментов, вызовы и их результаты, планирование сабагентов, каждая инъекция контекста, реально использованная модель. В Trajectory view это разбирается по источникам.

Resume, fork, поиск и replay работают поверх одного и того же потока событий. Кто хоть раз пытался понять, почему агент на тридцатом шаге решил снести тесты, — тот оценит.

Похожий подход есть у OpenHands — детерминированный replay в SDK. Но интереснее другое: ровно ту же идею за неделю до DeepSeek выкатила Meta. В Muse Code каждая правка файла, вызов инструмента и решение агента пишутся в event log, а команда muse replay проходит сессию по шагам — мотивируют это compliance-сценариями вроде SOC 2 и HIPAA.

Две лабы независимо и почти одновременно пришли к одному решению. Это значит, что replay поверх потока событий перестаёт быть отличительной фишкой и превращается в ожидаемую часть категории — примерно как plan mode год назад.

Безопасность и оговорки

Песочница строится на нативных механизмах ОС, MCP поддерживается, OpenAI-совместимые эндпоинты тоже. Ключи лежат в $DSH_HOME/.credentials.yaml, конфиг ссылается только на имена креденшелов, в лог сессии они не попадают.

Две оговорки:

⚠️ Это v0.1 developer preview, и предупреждение стоит в README капслоком: «THERE WILL BE COMPATIBILITY-BREAKING CHANGES». На лендинге формулировка вежливее — основные плагины и API продолжат развиваться, — но смысл тот же.

Конкретных примеров поломок пока нет: проекту один день. Зато по архитектуре понятно, где рванёт первым, и это ровно то, ради чего DeepSeek Harness и берут. Всё, что вы напишете поверх плагинного API, разложите по слоям cordis.patch.yml или завяжете на цепочку скоупов agent → preset → global, держится на контрактах, которые автор прямым текстом обещает ломать. Писать плагин под dsh сегодня — это не «поставил и забыл», а подписка на чужой рефакторинг.

И небольшое by the way для тех, кто пойдёт ставить прямо сейчас. В PyPI с мая лежит пакет deepseek-harness от постороннего разработчика, и он тоже заводит команду dsh. Проект сам по себе честный, появился на три месяца раньше и к сегодняшнему релизу отношения не имеет — просто совпали имена. Но шума вокруг темы в ближайшие недели будет много, а совпадающее имя команды — идеальная почва для тайпсквоттинга. Простое правило: официальное ставится из npm и живёт в организации deepseek-ai. Если инструкция предлагает pip install — это не то.


Действительно зачем?
Действительно зачем?

3. Зачем лабе свой харнесс: четыре причины

Бенчмарки. Пока вашу модель гоняют в чужой обвязке, заточенной под чужую модель, вы выглядите хуже, чем есть. Свой харнесс — это контроль над цифрой в анонсе и, если он открыт, возможность её воспроизвести.

Обучение. Харнесс — это среда. При RL на агентных задачах вам нужен свой цикл, свои инструменты, своё определение шага. Ко-тренировка модели вместе с обвязкой — ровно то, чем объясняют силу связки Claude + Claude Code.

Деньги. Модель продаётся токенами, харнесс продаётся подпиской — а подписка предсказуемее и маржинальнее. Рынок это считал мгновенно: в треде под анонсом в X читатели тут же начали требовать кодинг-тариф в духе «харнесс есть, модель есть, компьюта хватает — где подписка?». Логика прозрачная: своего coding plan у DeepSeek до сих пор нет, а харнесс — ровно та деталь, без которой его не продать.

Контроль над точкой входа. Харнесс — это место, где пользователь на самом деле живёт: там он ставит задачу, там смотрит результат, там ругается. У DeepSeek такого места не было. До вчерашнего дня официальный ответ на вопрос «как запустить это агентом» звучал так:

export ANTHROPIC_BASE_URL=https://api.deepseek.com/anthropic
export ANTHROPIC_AUTH_TOKEN=<key>
export ANTHROPIC_MODEL=deepseek-v4-pro[1m]
export CLAUDE_CODE_EFFORT_LEVEL=max
export CLAUDE_CODE_AUTO_COMPACT_WINDOW=786432

Да, это Claude Code с подменённым бэкендом. В доках DeepSeek больше десятка страниц Agent Integrations — Claude Code, Codex, OpenCode, OpenClaw, Hermes, Reasonix, Crush, Kilo Code, Pi и далее. Все чужие.

Интеграции и открытость — прекрасная стратегия распространения, но петлю обратной связи они не строят. Когда вашу модель гоняют в чужой обвязке, вы видите токены на входе и токены на выходе. Вы не видите, на каком шаге агент сломался, какой инструмент вернул мусор, где системный промпт увёл модель не туда и что пользователь молча переписал руками после. Всё, из чего собирается следующий посттрейн, остаётся у владельца харнесса — вместе с правом решать, каким промптом и с каким набором инструментов показывать вашу модель миру.


Молоток – универсальный инструмент для проведения различных видов ручных работ
Молоток – универсальный инструмент для проведения различных видов ручных работ

4. Лабы, у которых свой харнесс уже есть

Лаба

Харнесс

Дебют

Код

Особенность

Anthropic

Claude Code (+ Cowork)

фев 2025

закрытый

Задал шаблон категории; только Claude

OpenAI

Codex CLI

апр 2025

Apache-2.0

Rust, ОС-песочница, облачный агент, локальные модели

Google

Gemini CLI → Antigravity CLI

июн 2025 / май 2026

Apache / закрытый

Antigravity делит харнесс с десктопной платформой

Microsoft / GitHub

Copilot CLI

сен 2025, GA фев 2026

закрытый

Мультимодельный: Anthropic, OpenAI, Google, MAI, открытый Kimi K2.7. Copilot SDK в GA с июня 2026

xAI

Grok Build

май 2026

закрытый

256K контекста, до 8 параллельных сабагентов в worktree

Mistral

Vibe (2.0 в янв 2026)

дек 2025

Apache-2.0

Work Mode + Code Mode, удалённые агенты, ACP

Moonshot

Kimi Code CLI

июн 2026

MIT

Встроенные сабагенты coder/explore/plan, ACP

Z.ai (Zhipu)

ZCode

июл 2026

десктопная IDE

«Agentic Development Environment» под GLM-5.2, BYOK

Alibaba

Qwen Code, Qoder

июл 2025

Apache-2.0

Форк Gemini CLI под открытые кодеры Qwen

Amazon

Kiro / Kiro CLI

2025

закрытый

Бывший Amazon Q Developer CLI, spec-driven

Tencent

CodeBuddy Code

сен 2025

закрытый

Скиллы, plan mode, ACP, песочница

Nous Research

Hermes Agent

фев 2026

открытый

Отдельный разговор, см. раздел 6

Meta

Muse Code

авг 2026

закрытый

Мультиагентность по умолчанию, event log и muse replay, ко-тренирован с Muse Spark 1.2

DeepSeek

DeepSeek Harness

авг 2026

MIT

Всё плагин, Cordis, четыре режима

5. Кто до сих пор без

AI b2b SaaS 6-7 стартапер
AI b2b SaaS 6-7 стартапер

Список короче, чем был ещё месяц назад:

  • MiniMax — модели сильные, официального CLI-харнесса нет. В июне под их аккаунтом висел вполне отчаянный тред: «kimi code есть, qwen code есть, glm есть — где minimax?»

  • Nvidia, Cohere, AI21, Reka, Sakana — модели есть, харнессов нет.

  • Perplexity, Thinking Machines, SSI — не их бизнес в принципе.

Тенденция читается однозначно: если у лабы есть кодинг-модель, через полгода у неё будет свой харнесс. Лучшее подтверждение — сама Meta. Ещё в июле она была главным примером «лаба без харнесса»: внутренние инструменты есть, наружу ничего. 5 августа вышел Muse Code, и пример закончился. За один квартал 2026 года своими харнессами обзавелись xAI, Moonshot, Z.ai, Meta и DeepSeek.

Отдельная категория — платформенные харнессы, где вендор продаёт обвязку, но модель не тренирует: Cursor CLI, Amp (отделился от Sourcegraph в декабре 2025), Droid (Factory), Junie (JetBrains), Auggie (Augment), Qoder. Почти все они принципиально мультимодельные — в этом их продажа.

Copilot я сознательно занёс в таблицу выше, а не сюда, хотя он тоже мультимодельный и живёт на платформе GitHub. Критерий простой: у Microsoft есть собственные модели MAI, и они — одна из опций в модельном пикере Copilot. Если считать иначе, придётся выкинуть из таблицы и Amazon с Kiro, который тоже роутит между Opus, MiniMax, DeepSeek и Qwen. Граница между «лабой» и «платформой» в 2026 году размылась до того, что провести её честно уже нельзя.


Интерфейс OpenCode
Интерфейс OpenCode

6. Model-agnostic лагерь

Здесь самое интересное, потому что открытые веса подешевели настолько, что связка «нормальный харнесс + GLM-5.2 / DeepSeek V4 / Qwen3-Coder / Kimi K2.7» даёт околофронтирные результаты за долю подписочной цены.

Проект

Лицензия

Чем интересен

OpenCode

MIT, ~182k★

Самый зазвёзженный агент на GitHub. 75+ провайдеров, клиент-сервер, TUI + десктоп + IDE

Pi

MIT, ~67k★

Model-agnostic через вычитание: 4 инструмента, системный промпт короче 1000 токенов, MCP вынесен в SDK расширений

oh-my-pi / Omp

MIT, ~16k★

Тот же Pi с обратным знаком: hash-anchored патчи, AST-переписывание, управление отладчиком по DAP, модель-надзиратель Advisor

Goose

Apache-2.0, ~51k★

Единственный крупный агент под управлением фонда (AAIF при Linux Foundation). MCP-native, local-first

Cline

Apache-2.0, ~64k★

Вынес рантайм в отдельный открытый SDK — продукт превратился в инфраструктуру

OpenHands

открытый, ~79k★

Контейнеризация всего, event-sourced replay в SDK

Aider

Apache-2.0, ~47k★

Праотец. Гит-нативные атомарные коммиты, 100+ моделей через LiteLLM. Темп просел

Kilo / Continue / Crush

открытые

500+ моделей / CI-first / лучший TUI в категории

DeepSeek-Reasonix

MIT, ~26k★

Сторонний харнесс вокруг префикс-кэша DeepSeek: байт-стабильный контекст, отчётные 99.8% попаданий

mini-SWE-agent

MIT

Только bash, ни одного кастомного инструмента. На нём построен лидерборд Bash Only — стандарт для сравнения моделей между собой

Отдельно стоит Omnigent от Databricks — мета-харнесс, который оркестрирует другие харнессы (Claude Code, Codex, Cursor, OpenCode, Hermes, Kiro, Pi) в одной сессии с общими политиками апрувов и трат.


OpenClaw или что-то типа того
OpenClaw или что-то типа того

7. Персональные агенты: другой класс, та же архитектура

Всё вышеперечисленное — про код. Но есть вторая ветка эволюции, где харнесс обслуживает не репозиторий, а жизнь пользователя. Две главные фигуры:

OpenClaw

Проект Петера Штайнбергера — австрийца, который до этого тринадцать лет в одиночку бутстрапил PSPDFKit, PDF-фреймворк для мобильных приложений. Dropbox, IBM, банки; в 2021 году — стратегическая инвестиция Insight Partners на €100 млн и выход из компании. Дальше выгорание и несколько лет практически без кода, пока в конце 2024-го он не сел за Claude Code.

OpenClaw появился в ноябре 2025-го (сначала под именем Clawdbot, потом Moltbot) и написан, по словам автора, за час — потому что он проголодался и захотел проверить своих агентов с кухни. Дальше случилось то, что случилось: самый зазвёзженный репозиторий на GitHub меньше чем за пять месяцев (346k+ звёзд), 4.7 млн еженедельных загрузок, около полумиллиона машин по миру.

Суть — персональный ассистент, который живёт локально на вашей машине и общается с вами через мессенджеры, которыми вы и так пользуетесь: WhatsApp, Telegram. Не «чат с ИИ», а сущность, которая работает в фоне и пишет вам сама.

В феврале 2026 Штайнбергер ушёл в OpenAI «строить следующее поколение персональных агентов». OpenClaw остался открытым и живёт в фонде, который OpenAI обещал поддерживать.

И вот главное, ради чего его стоит упомянуть в статье про харнессы. Штайнбергер публично сформулировал урок, который дорого ему обошёлся:

«Бизнес-модель твоей зависимости — это твоя бизнес-модель».

Он оптимизировал свой харнесс под модели Anthropic. Потом Anthropic примерно за сутки предупредила об отключении подписок и выкатила собственного конкурирующего агента. Всё.

Это ровно тот сценарий, от которого страхуются и OpenCode, и Pi, и — теперь — DeepSeek, выкладывая свой харнесс под MIT. Открытость здесь не благотворительность, а стратегия: если ваша обвязка стала субстратом, на котором строят другие, вас нельзя выключить одним письмом.

(Заодно там же — поучительная история про безопасность: пресса объявила, что 20% скиллов OpenClaw вредоносные, реальная цифра оказалась 0.3%. Осадочек, впрочем, остался, и вопрос «что мы вообще пускаем к файловой системе» никуда не делся.)

Hermes Agent

Проект Nous Research — и это как раз лаба, которая делает модели (линейка Hermes, которые они файнтьюнили из Llama), но при этом её харнесс принципиально model-agnostic. Работает с Nous Portal, OpenRouter, OpenAI и любым эндпоинтом.

Nous формулирует прямой архитектурный тезис — Harness Engineering: главный анлок 2026 года не в более умной модели, а в более умной обёртке вокруг неё. Отсюда пять слоёв, в которые они вкладываются: инструкции, ограничения, обратная связь, память, оркестрация. Модель при этом объявлена сменной деталью — сегодня фронтир, завтра локальная, послезавтра какая-нибудь ещё.

Что отличает Hermes от кодинг-агентов:

  • Самоулучшение. Он ведёт персистентную память своих успехов и провалов и генерирует из них переиспользуемые скиллы. Агент после месяца работы измеримо отличается от того, с которого вы начали. Слоган — «the agent that grows with you».

  • Каналы доставки. Терминал, нативное десктопное приложение под macOS/Windows/Linux, телеграм-бот, cron, вебхуки.

  • Пять бэкендов песочницы: local, Docker, SSH, Singularity, Modal — с харденингом контейнеров и изоляцией неймспейсов.

  • Programmatic Tool Calling через execute_code — та же идея, что и Code mode в DeepSeek Harness.

  • Скиллы для управления другими харнессами. Hermes умеет вызывать Claude Code, Codex CLI, OpenCode и OpenHands как сабагентов. Пожалуй, самый чистый способ скомпоновать несколько харнессов без написания клея.

  • Совместимость со стандартом скиллов agentskills.io.

По снимку OpenRouter от 10 мая Hermes был №1 по дневному потреблению токенов: 224 млрд в день против 186 млрд у OpenClaw. В июле Nous Research привлекала раунд по оценке $1.5 млрд.

Мораль для темы статьи: харнесс перестал быть придатком модели настолько, что вокруг него оценивают компании в полтора миллиарда.

Можно, а зачем?

Несмотря на то, что формально основная идея всех подобных тулов улучшать жизнь и быть крутым персональным агентом, лично я не вижу в них большую ценность - в большинстве случаев задачи так или иначе требуют вашего внимания и что OpenClaw, что Hermes Agent, несмотря на сумасшедшие оценки со стороны инвесторов - абсолютно все примеры использования сводятся к тому, что люди наколхозили себе ChatGPT на VPSке с доступом через телеграм. Если вы знаете какие-то хорошие примеры использования - пишите в коментариях.


Ответ на вопрос пишите в комментариях
Ответ на вопрос пишите в комментариях

8. Что со всем этим делать

На данный момент формируется два лагеря: первые — арчеры, которые бесконечно возяться со своим любимым harnessом и его бесконечными плагинами. Действительно ли это помогает с продуктивностью — сложно сказать. Второй, приверженцем которого является автор статьи, что в зависимости от того, какую модель вы используете, стоит подбирать соответсвующую обвязку. Раз в какое-то количество времени можно переезжать по желанию, но я думаю, что все еще стоит фокусироваться на том, что вы делаете и есть ли у этого выхлоп, а не на том, каким молотком вы пользуетесь.


Разбор самой модели я вынес отдельно — цифры V4-Pro-0813, цена за миллион токенов, агентные бенчмарки и то, чего в них не видно, лежат у меня в телеграме. Там же всё остальное про локальный инференс и агентную возню, чипы и иногда про науку.

Ссылки: deepseek.com/harness · github.com/deepseek-ai/deepseek-harness · github.com/topics/dsh-plugin

Все бенчмарки в статье, где не указано иное, — вендорские. Звёзды и версии — на середину августа 2026.

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    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

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  • 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>.

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  • 28.06.26 00:37 kimberlyhebertt673

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

  • 28.06.26 00:37 kimberlyhebertt673

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

  • 29.06.26 11:57 Lisadonato0726

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  • 29.06.26 22:37 riley777

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

  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 02.07.26 01:26 Clara Morin

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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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  • 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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  • 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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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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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.

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