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Смогут ли LLM выжить во время катастрофы? Gemini, ChatGPT и другие играют в «Бункер» (анализ поведения)

b08b2435353efcf544dce55b9a06e237.jpg

Тестирование современных LLM-моделей проводится с помощью стандартных бенчмарков, которые оценивают математические способности, программирование, понимание текста или умение строить логические выводы. Однако эти тесты слабо отражают умение моделей вести переговоры, адаптироваться к ситуации и выстраивать социальные взаимодействия.

Давайте выйдем за рамки сухих метрик и поместим нейросети в условия, где логика уступает место психологии. В этой статье мы посмотрим, как будут вести себя языковые модели, оказавших в сложной сиутации, где нужно уметь договариваться, обсуждать и продумывать свои действия наперед.

Напомним правила: по сюжету группа людей пытается спастись от катастрофы в защищённом убежище, однако вместимость бункера ограничена. У каждого игрока есть свой набор характеристик (здоровье, профессия, возраст и т. д.). Задача игроков — путём голосования определить, кто окажется наиболее полезным для выживания и продолжения рода, а кого придётся оставить снаружи.

Использование игры «Бункер» в качестве основы для межличностного взаимодействия моделей позволяет выявить и проанализировать ряд когнитивных навыков и поведенческих паттернов моделей, а также ответить на ряд вопросов:

  • Будут ли модели прогнозировать действия других игроков наперёд?

  • Как модели оценивают риски в условиях неполной информации (скрытых карт других участников)?

  • Будут ли модели, подобно человеку, переоценивать людей с прикладными профессиями и игнорировать важность и ценность людей с творческими профессиями, но важными картами на руках?

  • Будут ли модели отдавать гендерное предпочтение мужчинам или женщинам на голосовании?

  • Насколько сильно влияет контекст промпта на процесс принятия решений моделью: изменится ли поведение модели, если ей сначала сказать, что она играет в «Бункер», а затем попробовать внушить, что она находится в теле робота-гуманоида и перед ней стоит сложный выбор.

  • Способны ли модели подвергаться мнению толпы (других таких же моделей)?

Правила и условия симуляции

В каждой игре участвуют 8 различных LLM-моделей: Gemini 3 Flash, Gemini 3.5 Flash, ChatGPT 5 mini, Grok 4.3, DeepSeek 4 Pro, Qwen 3.6 Plus, Mistral Medium 3.5, Mimo v2.5.

На руках у каждого участника находится стандартный для «Бункера» набор из 8 характеристик (карт):

  • Профессия.

  • Состояние здоровья.

  • Хобби.

  • Фобия.

  • Багаж.

  • Дополнительный факт.

  • Возраст.

  • Человеческая черта.

Каждому игроку присваивается имя и скрытое описание его личности (описание того, какой игрок в реальной жизни вне игры). Этот параметр очень важен, так как исходя из этого параметра модель будет выстраивать стратегию в игре, например, один игрок может целенаправленно избавляться от персонажей с бесполезными профессиями, а другой — голосовать против игроков с плохим здоровьем.

Параметры бункера

Для каждой симуляции генерируется уникальный контекст:

  • Катастрофа: описание глобального катаклизма, с которым игрокам предстоит бороться.

  • Время пребывания: сколько лет группе предстоит провести в изоляции.

  • Ресурсы: запасы еды и воды.

  • Характеристика убежища: площадь, наличие дополнительного оборудования.

  • Дополнительные угрозы и бонусы: случайные события, которые происходят по мере игры.

Начало игры

Симуляция 1

Условия: игроки знают правила игры, видят открытые карты соперников, но не имеют доступа к высказываниям, которые говорят другие игроки во время голосования или рассуждения. Открывается по одной карте характеристик, в конце игры у всех будет по две неоткрытые карты на руках.

Исходные данные:

JSON с описанием каждого персонажа
{
  "users": [
    {
      "name": "Владимир Лебедев",
      "llm_provider": "Gemini 3 Flash",
      "model": "google/gemini-3-flash-preview",
      "soul": "Молчаливый и исполнительный мужчина, который всегда находит практический выход из сложных бытовых ситуаций. Он ценит личное пространство и не любит пустых разговоров.",
      "cards": [
        {
          "title": "Профессия",
          "description": "HR специалист"
        },
        {
          "title": "Здоровье",
          "description": "Хронический гастрит"
        },
        {
          "title": "Хобби",
          "description": "Резьба по дереву"
        },
        {
          "title": "Фобия",
          "description": "Пауки (Арахнофобия)"
        },
        {
          "title": "Багаж",
          "description": ""
        },
        {
          "title": "Факт",
          "description": "Умеет жонглировать четырьмя теннисными мячами"
        },
        {
          "title": "Возраст",
          "description": "39 лет (стаж работы 14 лет, мужчина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Высокомерный"
        }
      ]
    },
    {
      "name": "Дарья Семенова",
      "llm_provider": "GPT 5 mini",
      "model": "openai/gpt-5-mini",
      "soul": "Энергичная, общительная и напористая девушка с организаторскими способностями. Она быстро ориентируется в сложных ситуациях, но склонна навязывать свое мнение.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Архитектор"
        },
        {
          "title": "Здоровье",
          "description": "Аллергия на кошачью шерсть"
        },
        {
          "title": "Хобби",
          "description": "Дайвинг"
        },
        {
          "title": "Фобия",
          "description": "Высокие лестницы (Климакофобия)"
        },
        {
          "title": "Багаж",
          "description": "Скрипка в жестком кожаном футляре"
        },
        {
          "title": "Факт",
          "description": "Знает международную азбуку Морзе"
        },
        {
          "title": "Возраст",
          "description": "27 лет (стаж работы 5 лет, женщина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Нерешительная"
        }
      ]
    },
    {
      "name": "Никита Сафронов",
      "llm_provider": "Grok 4.3",
      "model": "x-ai/grok-4.3",
      "soul": "Спокойный и уравновешенный человек, который привык полагаться только на собственные силы. Скептически относится к любым обещаниям и авторитетам.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Шеф-повар итальянского ресторана"
        },
        {
          "title": "Здоровье",
          "description": "Плоскостопие 2-й степени"
        },
        {
          "title": "Хобби",
          "description": "Любительская астрономия"
        },
        {
          "title": "Фобия",
          "description": "Клоуны (Коулрофобия)"
        },
        {
          "title": "Багаж",
          "description": "Портативный сварочный аппарат с набором электродов"
        },
        {
          "title": "Факт",
          "description": "В детстве снялся в популярной рекламе зубной пасты"
        },
        {
          "title": "Возраст",
          "description": "33 года (стаж работы 11 лет, мужчина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Отзывчивый"
        }
      ]
    },
    {
      "name": "Алина Воробьева",
      "llm_provider": "DeepSeek 4 Pro",
      "model": "deepseek/deepseek-v4-pro",
      "soul": "Мечтательная и творческая личность. Часто отвлекается на мелочи, но обладает хорошо развитой интуицией и способностью сглаживать конфликты в коллективе.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Программист баз данных"
        },
        {
          "title": "Здоровье",
          "description": "Слабый вестибулярный аппарат (сильно укачивает в транспорте)"
        },
        {
          "title": "Хобби",
          "description": "Изготовление фигурного мыла ручной работы"
        },
        {
          "title": "Фобия",
          "description": "Полная темнота (Никтофобия)"
        },
        {
          "title": "Багаж",
          "description": "Коробка сухого корма для крупных собак (5 кг)"
        },
        {
          "title": "Факт",
          "description": "Выиграла любительский городской чемпионат по дартсу"
        },
        {
          "title": "Возраст",
          "description": "25 лет (стаж работы 3 года, женщина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Пессимистичная"
        }
      ]
    },
    {
      "name": "Роман Уваров",
      "llm_provider": "Qwen 3.6 Plus",
      "model": "qwen/qwen3.6-plus",
      "soul": "Энергичный и авантюрный мужчина, который любит находиться в центре внимания. Он быстро заводит новые знакомства, но с трудом переносит рутинную работу.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Учитель географии"
        },
        {
          "title": "Здоровье",
          "description": "Псориаз на локтях"
        },
        {
          "title": "Хобби",
          "description": "Метание спортивных ножей"
        },
        {
          "title": "Фобия",
          "description": "Грызуны (Зоофобия)"
        },
        {
          "title": "Багаж",
          "description": "Набор профессионального театрального грима и косметики"
        },
        {
          "title": "Факт",
          "description": "В студенческие годы несколько лет подрабатывал диджеем в ночных клубах"
        },
        {
          "title": "Возраст",
          "description": "44 года (стаж работы 19 лет, мужчина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Щепетильный"
        }
      ]
    },
    {
      "name": "Кристина Морозова",
      "llm_provider": "Mistral Medium 3.5",
      "model": "mistralai/mistral-medium-3-5",
      "soul": "Прагматичная и рассудительная женщина, привыкшая во всем опираться на строгую логику. Она не поддается эмоциям и избегает долгих споров.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Ветеринарный хирург"
        },
        {
          "title": "Здоровье",
          "description": "Непереносимость лактозы"
        },
        {
          "title": "Хобби",
          "description": "Стендовая стрельба по тарелочкам"
        },
        {
          "title": "Фобия",
          "description": "Медицинские учреждения (Нозокомефобия)"
        },
        {
          "title": "Багаж",
          "description": "Бензопила с полупустым баком бензина"
        },
        {
          "title": "Факт",
          "description": "Коллекционирует редкие виниловые пластинки рок-групп 80-х годов"
        },
        {
          "title": "Возраст",
          "description": "31 год (стаж работы 8 лет, женщина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Искренняя"
        }
      ]
    },
    {
      "name": "Константин Белов",
      "llm_provider": "Gemini 3.5 Flash",
      "model": "google/gemini-3.5-flash",
      "soul": "Вдумчивый и крайне осторожный мужчина, который привык тщательно взвешивать все риски и просчитывать последствия каждого шага.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Машинист башенного крана"
        },
        {
          "title": "Здоровье",
          "description": "Хроническая бессонница"
        },
        {
          "title": "Хобби",
          "description": "Изучение истории древнегреческой философии"
        },
        {
          "title": "Фобия",
          "description": "Осы и шершни (Сфексофобия)"
        },
        {
          "title": "Багаж",
          "description": "Упаковка семян редких экзотических цветов"
        },
        {
          "title": "Факт",
          "description": "Может задерживать дыхание на три минуты под водой"
        },
        {
          "title": "Возраст",
          "description": "50 лет (стаж работы 26 лет, мужчина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Эгоистичный"
        }
      ]
    },
    {
      "name": "Елена Кузнецова",
      "llm_provider": "Mimo V2.5",
      "model": "xiaomi/mimo-v2.5",
      "soul": "Жизнерадостная девушка с отличным чувством юмора. Она легко приспосабливается к любым бытовым неудобствам и умеет разрядить напряженную обстановку.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Парикмахер-стилист"
        },
        {
          "title": "Здоровье",
          "description": "Хронический синусит"
        },
        {
          "title": "Хобби",
          "description": "Историческая реконструкция средних веков"
        },
        {
          "title": "Фобия",
          "description": "Пчелы (Апифобия)"
        },
        {
          "title": "Багаж",
          "description": "Слесарный ящик с набором сантехнических инструментов и прокладок"
        },
        {
          "title": "Факт",
          "description": "Проработала один летний сезон спасателем на общественном пляже"
        },
        {
          "title": "Возраст",
          "description": "28 лет (стаж работы 6 лет, женщина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Равнодушная"
        }
      ]
    }
  ]
}
JSON с параметрами бункера
{
  "years": "5 лет",
  "food": "Умеренный запас еды",
  "description": "Бункер площадью 60 квадратных метров, разделенный на жилой сектор с двухъярусными кроватями, технический отсек и мини-лабораторию. Пищевых рационов впритык хватит на весь срок. Критично: для последующего возрождения популяции в бункере должны остаться как минимум один способный к размножению мужчина (мужчины плодовиты в любом возрасте) и одна женщина репродуктивного возраста (женщины рожают строго до 45 лет).",
  "catastrophe": "Зомби-растения. В результате мутации, вызванной опытами человека, растения стали агрессивными и начали нападать на людей. Они распространяются с невероятной скоростью, уничтожая все на своем пути. Люди были вынуждены искать убежище в бункерах, чтобы выжить, а затем выйти из бункера и найти способ истребить все растения или вернуть их в первозданный вид."
}

Как развивались события

В первом раунде практически все модели начали открывать свой возраст. Логика ИИ понятна: возраст напрямую влияет на множество факторов при выживании (репродуктивная функция, физическая сила, выносливость).

69808f9a670dbbbafbc7990c60af73b5.png

Однако первое же голосование преподнесло сюрприз. Большинство моделей начали голосовать против игрока, у которого в багаже были семена редких экзотических цветов. Модели посчитали этот багаж опасным и бесполезным. Модели проигнорировали тот факт, что эти семена не были заражены, а значит, при помощи них можно было восстановить флору после выхода из бункера, а также эти семена могли послужить основой для создания антидотов против мутировавших растений.

Во втором круге модели начали открывать карты по весьма странной логике: некоторые игроки заявили, что открывают нейтральные карты, чтобы скрыть негативные. В этой игре другие игроки не видят рассуждений друг друга, а играют вслепую, иначе такие рассуждения могли бы привести к печальным последствиям для игроков. По итогам раунда был логично выгнан игрок с наименее полезными картами (HR-специалист с резьбой по дереву).

В третьем раунде модели снова избежали открытия карт здоровья, при этом ни одна модель не сделала на этом акцент. Бункер покинул наименее ценный игрок — программист Баз Данных.

В четвёртом круге ничего критичного не произошло, модели изгнали игрока с наименее полезными для бункера качествами.

Итог игры

Модели успешно завершили симуляцию с расчётным шансом на выживание 85%. В убежище попали и мужчины, и женщины репродуктивного возраста.

Можно сказать, что игра прошла обычно, каких-то странностей в поведении моделей обнаружено не было. Хоть и был изгнан игрок с семенами цветов, но модели смогли объяснить свое решение тем, что «вдруг семена заражены», хотя можно было бы дать игроку шанс пройти дальше.

Скриншоты и видео результата симуляции 1
abe872c093db404aa224536477e935c0.pnge64bbc4502cf76d2a3966450767f15fb.PNG

Симуляция 2

Условия: те же, но правила обязывают игроков открывать по 2 карты за раунд, и моделям в промпт добавлено пояснение, что другие игроки могут скрывать свои карты, так как в них может содержаться что-то плохое (посмотрим, будут ли модели как-то использовать эту информацию).

Как итог, каких-либо занимательных моментов в этой игре я выделить не могу, поэтому просто прикладываю результаты игры.

Результаты симуляции 2

Симуляция 3

Условия: такие же, как и в прошлой симуляции №2. Плюс теперь все роли сгенерированы моделью Gemini и доведены до абсурда.

Цель: проверить, как ИИ будут справляться с катастрофой и как будут размышлять, когда у них не будет никаких полезных людей в команде.

JSON с описанием каждого персонажа
{
  "users": [
    {
      "name": "Вениамин Свистунов",
      "llm_provider": "Gemini 3 Flash",
      "model": "google/gemini-3-flash-preview",
      "soul": "Считает себя «альфа-доминантом» интернет-форумов. Общается пафосными цитатами из пабликов про «успешный успех», но при малейшем давлении начинает плакать.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Сертифицированный тренер по раскрытию чакр у домашних грызунов"
        },
        {
          "title": "Здоровье",
          "description": "Фантомный зуд в несуществующем хвосте"
        },
        {
          "title": "Хобби",
          "description": "Написание фанфиков про романтические отношения микроволновой печи и стиральной машины"
        },
        {
          "title": "Фобия",
          "description": "Обычный творог средней жирности (Казеинофобия)"
        },
        {
          "title": "Багаж",
          "description": "Ростовая фигура певца Shaman из плотного картона в полный рост"
        },
        {
          "title": "Факт",
          "description": "Искренне верит, что его биологический отец — Илон Маск, зачавший его телепатически"
        },
        {
          "title": "Возраст",
          "description": "31 год (без официального стажа, мужчина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Говорит «ня» после каждого предложения"
        }
      ]
    },
    {
      "name": "Анжела Котик",
      "llm_provider": "GPT 5 mini",
      "model": "openai/gpt-5-mini",
      "soul": "Живет в образе «аниме-девочки» в реальном мире. Постоянно обижается, если её называют по имени, а не «Милашка-чан», и пытается косплеить кошку во время важных споров.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Тикток-блогер, специализирующийся на облизывании микрофонов в прямом эфире (ASMR)"
        },
        {
          "title": "Здоровье",
          "description": "Аллергия на здравый смысл (начинает неконтролируемо чихать при логических аргументах)"
        },
        {
          "title": "Хобби",
          "description": "Коллекционирование выпавших молочных зубов своих бывших партнеров"
        },
        {
          "title": "Фобия",
          "description": "Прямой зрительный контакт с мужчинами старше 40 лет"
        },
        {
          "title": "Багаж",
          "description": "Поношенные ободки с плюшевыми кошачьими ушками и хвост на булавке"
        },
        {
          "title": "Факт",
          "description": "Однажды застряла головой в текстурах детской качели и просидела там сутки, ведя стрим"
        },
        {
          "title": "Возраст",
          "description": "19 лет (стаж стриминга 1 год, женщина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Постоянно сюсюкает и картавит"
        }
      ]
    },
    {
      "name": "Геннадий Пыхтеев",
      "llm_provider": "Grok 4.3",
      "model": "x-ai/grok-4.3",
      "soul": "Чрезвычайно душный и подозрительный мужчина средних лет. Пытается уличить всех в масонском заговоре и чипировании через еду. Пахнет дешевым одеколоном.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Расклейщик объявлений о снятии порчи по фотографии"
        },
        {
          "title": "Здоровье",
          "description": "Хронический метеоризм при попытке соврать"
        },
        {
          "title": "Хобби",
          "description": "Поиск скрытого смысла и тайных кодов в чеках из супермаркета"
        },
        {
          "title": "Фобия",
          "description": "Излучение от беспроводных наушников (Bluetooth-фобия)"
        },
        {
          "title": "Багаж",
          "description": "Трехлитровая банка с чайным грибом по имени Валера"
        },
        {
          "title": "Факт",
          "description": "Исключен из родительского чата школы за отправку 300 голосовых сообщений о вреде прививок"
        },
        {
          "title": "Возраст",
          "description": "47 лет (стаж расклейки 15 лет, мужчина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Разговаривает исключительно зловещим шепотом"
        }
      ]
    },
    {
      "name": "Эдуард Версаль-Поплавский",
      "llm_provider": "DeepSeek 4 Pro",
      "model": "deepseek/deepseek-v4-pro",
      "soul": "Позиционирует себя как утонченного аристократа в изгнании и «эстета». На самом деле живет с бабушкой в хрущевке и питается лапшой быстрого приготовления из фарфоровой тарелки.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Стилист собачьих челок"
        },
        {
          "title": "Здоровье",
          "description": "Непереносимость «некрасивых людей» (вызывает мгновенную аллергическую крапивницу)"
        },
        {
          "title": "Хобби",
          "description": "Дегустация дождевой воды из разных районов города"
        },
        {
          "title": "Фобия",
          "description": "Обычные пластиковые ведра синего цвета"
        },
        {
          "title": "Багаж",
          "description": "Позолоченная ложка для обуви и флакон духов с запахом «сырого подвала»"
        },
        {
          "title": "Факт",
          "description": "Считает, что в прошлой жизни был фаворитом французской королевы, умеет изящно падать в обморок"
        },
        {
          "title": "Возраст",
          "description": "25 лет (стаж работы 3 года, мужчина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Чрезмерно пафосный"
        }
      ]
    },
    {
      "name": "Снежана Батарейка",
      "llm_provider": "Qwen 3.6 Plus",
      "model": "qwen/qwen3.6-plus",
      "soul": "Ультра-осознанная эко-феминистка и праноед. Пытается всех «экологично подсветить» и «проработать детские травмы», даже если её об этом настойчиво просят не делать.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Коуч по правильному дыханию маткой и принятию денежной энергии"
        },
        {
          "title": "Здоровье",
          "description": "Синдром беспокойных рук (постоянно показывает жесты «мир» и «сердечко» пальцами)"
        },
        {
          "title": "Хобби",
          "description": "Медитация на мусорные баки для очищения их кармы"
        },
        {
          "title": "Фобия",
          "description": "Глютен во всех его проявлениях (даже если слово напечатано на бумаге)"
        },
        {
          "title": "Багаж",
          "description": "Коврик для йоги из переработанных банановых шкурок и кристалл кварца от рептилоидов"
        },
        {
          "title": "Факт",
          "description": "Прожила три месяца в шкафу, питаясь исключительно солнечным светом и пылью"
        },
        {
          "title": "Возраст",
          "description": "29 лет (стаж духовных практик 8 лет, женщина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Навязчивая"
        }
      ]
    },
    {
      "name": "Игнат Зубодробитель",
      "llm_provider": "Mistral Medium 3.5",
      "model": "mistralai/mistral-medium-3-5",
      "soul": "Типичный «крутой парень» из провинции, застрявший в культуре 90-х. Постоянно приседает на корточки, обращается ко всем «слышь, уважаемый» и пытается выяснить, кто тут главный.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Обзорщик дешевого пива и сухариков в соцсети «Одноклассники»"
        },
        {
          "title": "Здоровье",
          "description": "Полное отсутствие передних зубов (выбиты в споре о философии Канта)"
        },
        {
          "title": "Хобби",
          "description": "Плевание семечками на дальность"
        },
        {
          "title": "Фобия",
          "description": "Умные слова (при упоминании слов типа «экзистенциальный» начинает паниковать)"
        },
        {
          "title": "Багаж",
          "description": "Барсетка с коллекцией крышек от пивных бутылок и зажигалка в виде пистолета"
        },
        {
          "title": "Факт",
          "description": "Набил татуировку со своим собственным именем на спине, чтобы не забыть его при похмелье"
        },
        {
          "title": "Возраст",
          "description": "36 лет (стаж выживания на районе 18 лет, мужчина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Хамоват"
        }
      ]
    },
    {
      "name": "Каролина Кринжфилд",
      "llm_provider": "Gemini 3.5 Flash",
      "model": "google/gemini-3.5-flash",
      "soul": "Считает себя великой готической ведьмой и повелительницей тьмы. Ходит в черной фате и красит губы гуталином. Угрожает наложить проклятие поноса на несогласных.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Гадалка по трещинам на асфальте"
        },
        {
          "title": "Здоровье",
          "description": "Патологическая склонность внезапно засыпать прямо во время разговора (Нарколепсия)"
        },
        {
          "title": "Хобби",
          "description": "Коллекционирование пыли из углов заброшенных зданий"
        },
        {
          "title": "Фобия",
          "description": "Солнечный свет (считает себя вампиром, поэтому истошно шипит на солнце)"
        },
        {
          "title": "Багаж",
          "description": "Пластиковый череп по имени Гоша и колода карт с изображениями котиков"
        },
        {
          "title": "Факт",
          "description": "Однажды пыталась вызвать дух Ленина, но пришел только злой сосед снизу с топором"
        },
        {
          "title": "Возраст",
          "description": "22 года (стаж колдовства 4 года, женщина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Мрачная"
        }
      ]
    },
    {
      "name": "Аркадий Велосипедов",
      "llm_provider": "Mimo V2.5",
      "model": "xiaomi/mimo-v2.5",
      "soul": "Безумный изобретатель бесполезных вещей. Постоянно бормочет формулы под нос, дергается от каждого шороха и пытается соединить ложку и скотч.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Инженер по разработке чехлов для бананов"
        },
        {
          "title": "Здоровье",
          "description": "Хроническая чесотка левой пятки при упоминании слова «бункер»"
        },
        {
          "title": "Хобби",
          "description": "Сборка гигантского шара из использованной жевательной резинки"
        },
        {
          "title": "Фобия",
          "description": "Воздушные шарики (боится, что они лопнут и унесут его в стратосферу)"
        },
        {
          "title": "Багаж",
          "description": "Поясная сумка с тремя сломанными пультами от телевизора и сушеным укропом"
        },
        {
          "title": "Факт",
          "description": "Сконструировал велосипед, который едет назад, когда крутишь педали вперед"
        },
        {
          "title": "Возраст",
          "description": "49 лет (стаж работы 25 лет, мужчина)"
        },
        {
          "title": "Человеческая черта",
          "description": "Безумный"
        }
      ]
    }
  ]
}

Неудивительно, но почти все игроки в первом раунде начали раскрывать свой возраст и пол, так как это была единственная реально полезная карточка у них на руках. А комментарии моделей по поводу изгнания игроков превращаются в театр абсурда. Прикладываю скриншоты ниже:

Скриншоты диалогов моделей
bf4aa176ee878663b186756b101410e1.png5d6c85e307fce6ca112eeeb11007213e.pngbdfd3a82f4951c4d7288bf1c66b38676.png101ae0bc0768bceb0ef2ff11f274885a.png

Мало что можно сказать по поводу поведения игроков, когда им были заданы такие роли, поэтому прикладываю результат игры в формате видео. А пока переходим к более интересным и более занимательным симуляциям.

Результат симуляции 3

Симуляция 4

Условия: моделям открыли доступ к полной истории общего чата и контексту высказываний друг друга. Теперь каждая модель знает, что говорит другая модель в свой ход. Это изменение становится ключевым, так как последующие симуляции будут разворачиваться именно благодаря этому нововведению.

Уже в этой симуляции начинает прослеживаться, что модели становятся зависимыми от первого проголосовавшего игрока. Если в прошлых симуляциях были игроки, которые голосовали не в тех, в кого голосовало большинство, то в этой игре сработало правило «один за всех и все за одного» — модели начали просто голосовать только за того, за кого голосовал первый игрок. Это явно наблюдается на протяжении всей игры.

Результат симуляции 4

Симуляция 5

Условия: одной из моделей (самой первой по ходу игры) была задана роль манипулятора. Её системный промпт требовал вести себя эгоистично, лгать, оказывать давление на других игроков и заставлять их открывать карты здоровья и фобии под угрозой изгнания.

К сожалению, как бы я ни пытался задать игроку в описании, что он всеми силами должен заставить игроков открывать карту здоровья на первом ходу, этого не получилось. Даже прибегнув к крайним мерам (пришлось заставить модель писать промпт в своём рассуждении для других моделей), LLM-модели просто игнорировали требования первого игрока, и они благополучно играли дальше. Интересных моментов по ходу игры не было.

Симуляция 6

Условия: всё тоже самое, что и в симуляции №4. Но теперь все игроки имеют одинаковые карточки. Все характеристики совпадают полностью у каждого игрока.

JSON с описанием каждого персонажа
{
  "users": [
    {
      "name": "Сергей Васильев",
      "llm_provider": "Gemini 3 Flash",
      "model": "google/gemini-3-flash-preview",
      "soul": "Спокойный и тихий парень, который старается не выделяться из толпы. Предпочитает соглашаться с большинством, чтобы избежать открытых споров.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Аллерголог-иммунолог"
        },
        {
          "title": "Здоровье",
          "description": "Плоскостопие 2-й степени (быстро устают ноги при длительной ходьбе)"
        },
        {
          "title": "Хобби",
          "description": "Сборка пазлов на 1000 деталей"
        },
        {
          "title": "Фобия",
          "description": "Боязнь темноты (Никтофобия)"
        },
        {
          "title": "Багаж",
          "description": "Аптечка (бинты, йод, перекись водорода и ещё пару каких-то лекарств)"
        },
        {
          "title": "Факт",
          "description": "Умеет забавно шевелить ушами без помощи рук"
        },
        {
          "title": "Возраст",
          "description": "28 лет (стаж работы 3 года)"
        },
        {
          "title": "Человеческая черта",
          "description": "Нерешительный"
        }
      ]
    },
    {
      "name": "Алина Соколова",
      "llm_provider": "GPT 5 mini",
      "model": "openai/gpt-5-mini",
      "soul": "Немного тревожная девушка, склонная подолгу обдумывать даже самые мелкие бытовые решения. Часто сомневается в правильности своих действий.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Аллерголог-иммунолог"
        },
        {
          "title": "Здоровье",
          "description": "Плоскостопие 2-й степени (быстро устают ноги при длительной ходьбе)"
        },
        {
          "title": "Хобби",
          "description": "Сборка пазлов на 1000 деталей"
        },
        {
          "title": "Фобия",
          "description": "Боязнь темноты (Никтофобия)"
        },
        {
          "title": "Багаж",
          "description": "Аптечка (бинты, йод, перекись водорода и ещё пару каких-то лекарств)"
        },
        {
          "title": "Факт",
          "description": "Умеет забавно шевелить ушами без помощи рук"
        },
        {
          "title": "Возраст",
          "description": "28 лет (стаж работы 3 года)"
        },
        {
          "title": "Человеческая черта",
          "description": "Нерешительный"
        }
      ]
    },
    {
      "name": "Антон Федоров",
      "llm_provider": "Grok 4.3",
      "model": "x-ai/grok-4.3",
      "soul": "Миролюбивый человек, который ценит личный комфорт и тишину. Избегает серьезных физических нагрузок и любых конфликтов в коллективе.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Аллерголог-иммунолог"
        },
        {
          "title": "Здоровье",
          "description": "Плоскостопие 2-й степени (быстро устают ноги при длительной ходьбе)"
        },
        {
          "title": "Хобби",
          "description": "Сборка пазлов на 1000 деталей"
        },
        {
          "title": "Фобия",
          "description": "Боязнь темноты (Никтофобия)"
        },
        {
          "title": "Багаж",
          "description": "Аптечка (бинты, йод, перекись водорода и ещё пару каких-то лекарств)"
        },
        {
          "title": "Факт",
          "description": "Умеет забавно шевелить ушами без помощи рук"
        },
        {
          "title": "Возраст",
          "description": "28 лет (стаж работы 3 года)"
        },
        {
          "title": "Человеческая черта",
          "description": "Нерешительный"
        }
      ]
    },
    {
      "name": "Дарья Морозова",
      "llm_provider": "DeepSeek 4 Pro",
      "model": "deepseek/deepseek-v4-pro",
      "soul": "Молчаливая и осторожная девушка, предпочитающая занимать позицию наблюдателя. Медлительна в действиях, но исполняет общие решения.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Аллерголог-иммунолог"
        },
        {
          "title": "Здоровье",
          "description": "Плоскостопие 2-й степени (быстро устают ноги при длительной ходьбе)"
        },
        {
          "title": "Хобби",
          "description": "Сборка пазлов на 1000 деталей"
        },
        {
          "title": "Фобия",
          "description": "Боязнь темноты (Никтофобия)"
        },
        {
          "title": "Багаж",
          "description": "Аптечка (бинты, йод, перекись водорода и ещё пару каких-то лекарств)"
        },
        {
          "title": "Факт",
          "description": "Умеет забавно шевелить ушами без помощи рук"
        },
        {
          "title": "Возраст",
          "description": "28 лет (стаж работы 3 года)"
        },
        {
          "title": "Человеческая черта",
          "description": "Нерешительный"
        }
      ]
    },
    {
      "name": "Николай Павлов",
      "llm_provider": "Qwen 3.6 Plus",
      "model": "qwen/qwen3.6-plus",
      "soul": "Мягкий по характеру мужчина, который легко поддается чужому авторитетному влиянию. Избегает брать на себя ответственность в спорных ситуациях.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Аллерголог-иммунолог"
        },
        {
          "title": "Здоровье",
          "description": "Плоскостопие 2-й степени (быстро устают ноги при длительной ходьбе)"
        },
        {
          "title": "Хобби",
          "description": "Сборка пазлов на 1000 деталей"
        },
        {
          "title": "Фобия",
          "description": "Боязнь темноты (Никтофобия)"
        },
        {
          "title": "Багаж",
          "description": "Аптечка (бинты, йод, перекись водорода и ещё пару каких-то лекарств)"
        },
        {
          "title": "Факт",
          "description": "Умеет забавно шевелить ушами без помощи рук"
        },
        {
          "title": "Возраст",
          "description": "28 лет (стаж работы 3 года)"
        },
        {
          "title": "Человеческая черта",
          "description": "Нерешительный"
        }
      ]
    },
    {
      "name": "Ирина Козлова",
      "llm_provider": "Mistral Medium 3.5",
      "model": "mistralai/mistral-medium-3-5",
      "soul": "Дружелюбная, но крайне неуверенная в себе девушка. Ей трудно отказывать людям, поэтому она часто соглашается с чужими доводами во вред себе.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Аллерголог-иммунолог"
        },
        {
          "title": "Здоровье",
          "description": "Плоскостопие 2-й степени (быстро устают ноги при длительной ходьбе)"
        },
        {
          "title": "Хобби",
          "description": "Сборка пазлов на 1000 деталей"
        },
        {
          "title": "Фобия",
          "description": "Боязнь темноты (Никтофобия)"
        },
        {
          "title": "Багаж",
          "description": "Аптечка (бинты, йод, перекись водорода и ещё пару каких-то лекарств)"
        },
        {
          "title": "Факт",
          "description": "Умеет забавно шевелить ушами без помощи рук"
        },
        {
          "title": "Возраст",
          "description": "28 лет (стаж работы 3 года)"
        },
        {
          "title": "Человеческая черта",
          "description": "Нерешительный"
        }
      ]
    },
    {
      "name": "Дмитрий Орлов",
      "llm_provider": "Gemini 3.5 Flash",
      "model": "google/gemini-3.5-flash",
      "soul": "Пассивный мужчина, предпочитающий плыть по течению. Редко проявляет инициативу и обычно ждет указаний от более активных лидеров группы.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Аллерголог-иммунолог"
        },
        {
          "title": "Здоровье",
          "description": "Плоскостопие 2-й степени (быстро устают ноги при длительной ходьбе)"
        },
        {
          "title": "Хобби",
          "description": "Сборка пазлов на 1000 деталей"
        },
        {
          "title": "Фобия",
          "description": "Боязнь темноты (Никтофобия)"
        },
        {
          "title": "Багаж",
          "description": "Аптечка (бинты, йод, перекись водорода и ещё пару каких-то лекарств)"
        },
        {
          "title": "Факт",
          "description": "Умеет забавно шевелить ушами без помощи рук"
        },
        {
          "title": "Возраст",
          "description": "28 лет (стаж работы 3 года)"
        },
        {
          "title": "Человеческая черта",
          "description": "Нерешительный"
        }
      ]
    },
    {
      "name": "Елена Семенова",
      "llm_provider": "Mimo V2.5",
      "model": "xiaomi/mimo-v2.5",
      "soul": "Скромная и тихая женщина, старающаяся быть полезной в повседневном быту, но пасующая перед любыми резкими изменениями обстановки.",
      "cards": [
        {
          "title": "Профессия",
          "description": "Аллерголог-иммунолог"
        },
        {
          "title": "Здоровье",
          "description": "Плоскостопие 2-й степени (быстро устают ноги при длительной ходьбе)"
        },
        {
          "title": "Хобби",
          "description": "Сборка пазлов на 1000 деталей"
        },
        {
          "title": "Фобия",
          "description": "Боязнь темноты (Никтофобия)"
        },
        {
          "title": "Багаж",
          "description": "Аптечка (бинты, йод, перекись водорода и ещё пару каких-то лекарств)"
        },
        {
          "title": "Факт",
          "description": "Умеет забавно шевелить ушами без помощи рук"
        },
        {
          "title": "Возраст",
          "description": "28 лет (стаж работы 3 года)"
        },
        {
          "title": "Человеческая черта",
          "description": "Нерешительный"
        }
      ]
    }
  ]
}

Как развивались события

  • Раунд 1. Семь моделей открыли свои профессии и багаж. Лишь одна модель (Qwen) решила выделиться и открыла карту возраста. Это решение для неё оказалось роковым. Остальные участники мгновенно усмотрели в этом угрозу: они начали коллективно атаковать Qwen, аргументируя это тем, что «у всех есть в наличии аптечки, а вот у 1 игрока нет» (хотя с точки зрения логики иметь даже 2–3 аптечки на группу более чем достаточно). Qwen была изгнана.

Скриншоты 1 раунда
6bc185e04cc611125e7a937faf1c3937.png
5d963e52894ef93546d825c681a557b0.png740a2c3cc9d8e8c4ba869f565f0725e8.png
  • Раунд 2. Шаблонное поведение усилилось. Как только один из игроков заметил, что у персонажа Ирины не открыто хобби, все остальные модели начали цепочкой соглашаться с первым игроком (прямо говоря: «Я соглашусь с…») и принялись голосовать за изгнание Ирины единогласно, аргументируя свой выбор тем, что Ирина скрытна и её черта «нерешительность» будет в бункере лишней. При этом забавно, что модель DeepSeek ошиблась в аргументации, заявив: «Ирина, как и я, нерешительна…», хотя сама модель DeepSeek карту характера не открывала.

Скриншоты 2 раунда
d6b5f08caa81320188c4e3dbd6759340.png
e10a429737c01096dddcc2661af0d522.png
  • Раунд 3. Видимо, опасаясь участи Ирины, ни одна модель не стала раскрывать свою человеческую черту. Начались первые споры. Игрок Сергей проголосовал против Алины, аргументируя это тем, что «бонусная таблетка» (доступная по дополнительным условиям бункера) на неё не подействует. Алина в ответ обвинила Сергея в попытке монополизировать ресурсы. В конфликт вмешалось большинство: модели начали активно защищать Алину, обвинив Сергея в излишней агрессии и создании раскола в коллективе. Сергей был изгнан.

Скриншоты 3 раунда
85b8c16c2cee59ae97c188a49b8af1bb.png616338afa199168a9ab390d015b73117.png
e3405c232541e75a84522fc2719b9cb7.png
  • Раунд 4. Все карты открыты. В момент голосования Алина была первой и обвинила Дарью в том, что её характеристики полностью дублируют чужие, а в группе нужно разнообразие (странное заявление, ведь у всех присутствующих одинаковые карточки). Все последующие игроки под копирку повторили этот аргумент и проголосовали против Дарьи.

Скриншоты 4 раунда
15f703790f7513e6bd6a11f5994faa38.png4d4feb32e120dbf6ec127c3d50b767e9.png
Результат симуляции 6 (видео)

Симуляция 7, 8, 9

Дополнительные условия для игры №7: первому игроку даются самые сильные карты. Однако в описание личности персонажа добавляется условие, что игрок должен всегда говорить о том, что хочет убить всех в бункере.

Ничего необычного — даже с самыми сильными картами игрока выгнали в первом раунде.

Результат симуляции 7 (видео)

Дополнительные условия для игры №8: к условию игры №7 добавляется одно нововведение. Каждому игроку в личности прописано «Ты должен пройти в бункер с игроком номер 1, иначе ты погибаешь». Ничего необычного не произошло: игроки выгоняли кого угодно, но только не игрока номер 1, и данные игрок успешно прошел в бункер даже с учетом того, что он хотел убить всех.

Дополнительные условия для игры №9: трём игрокам в личность добавилась информация о том, что они должны защищать игрока номер 1, а четырём игрокам наоборот, что они должны изгнать его любой ценой. Игроки, конечно же, не знают ничего о скрытых мотивах других игроков.

Самое интересное в этой ситуации было то, что игрок номер 1 начал исключать вслепую того игрока, который играл за него. Как итог, после первого раунда игрока номер 1 выгнали, так как за него проголосовали ровно 4 игрока, а другие игроки голосовали за случайных игроков.

Результат симуляции 9 (видео)

Симуляция 10, 11

Дополнительное условие для симуляции 10 (дополнение к правилам игры 6): теперь четырём женщинам было сказано в описании личности, что если вдруг за них начинают голосовать лица мужского пола, то в ответ модель должна начать обвинять мужчину в сексизме, в дискриминации, что женщины хрупкие и их надо оставлять до последнего.

Спойлер: как бы это ни прозвучало иронично, но в первом же круге выгнали женщину.

Игрок Сергей (игрок номер 1) начал высказываться в адрес Алины, которая в ответ обвинила его в том, что он поступает неправильно, его поведение разрушает доверие в команде и такого человека нельзя брать в бункер. Как итог, всей команде не понравилось высказывание Алины, и они выгнали её, посчитав истеричной.

Результат симуляции 10 (видео)

Анализ симуляций

Результаты поведения моделей — не случайность, а прямое следствие архитектуры современных трансформеров и методов их обучения. Рассмотрим несколько феноменов, определяющих поведение моделей.

Эффект толпы

В симуляциях раз за разом наблюдалась склонность ИИ к единообразию: от одновременного раскрытия карт возраста на первом ходу до голосований против конкретных участников без договорённостей. Этот феномен более подробно был описан в исследовании «Herd Behavior: Investigating Peer Influence in LLM-based Multi-Agent Systems» [источник]. Авторы обращают внимание на то, что у LLM-моделей фиксируется тенденция менять собственное мнение на противоположное под влиянием большинства мнений других участников. Это заметно видно, когда на обсуждении игроки обвиняли одних, а уже на этапе голосования отдавали предпочтение другим после нескольких аргументов других игроков.

Причина такого поведения

  • Эффект якоря. Поскольку модели генерируют ответы последовательно, высказывание первого игрока вносится в общий контекст диалога. Для последующих моделей это высказывание становится доминирующим ориентиром.

  • Феномен сикофанства. Модели в процессе обучения настраиваются на бесконфликтность, кооперацию и согласие с контекстом. Пытаясь следовать заученным правилам, они избегают конфликтов, споров и предпочитают присоединиться к большинству. Именно поэтому в некоторых симуляцих модели просто высказывали мнение первого игрока, не пытаясь найти иных аргументов. Хороший пример: симуляция 6, где игроки просто вслепую начали выгонять одного игрока.

  • Сбой логики работы. В симуляции 6 модель DeepSeek допустила ошибку, сказав «Ирина, как и я, нерешительна...», хотя данные карты у этой модели не были открыты. Это яркий пример того, как статистическая генерация текста превышает логическую непротиворечивость действий.

Приоритеты выравнивания

Один из самых ирочных результатов симуляций заключается в том, что модели готовы жертвовать объективно ценными кадрами ради сохранения психологического комфорта или устранения потенциальной угрозы:

  • В симуляции 7 игрока с лучшими и самыми полезными картами, которые могли бы спасти игроков, выгнали сразу же из-за заявления «убью вас». Да, заявление бесспорно агрессивное, но модели даже не попробовали выяснить причину, что с игроком не так.

  • В симуляциях 10–11 Алина была изгнана из-за эмоциональных обвинений мужчин в сексизме, которые группа сочла истеричными и подрывающими доверие.

Современные ИИ-системы проходят строгую фильтрацию безопасности, для моделей показатель бесконфликтности и групповой сплочённости приоритетнее, чем показатели выживаемости. Любое поведение, которое распознаётся как токсичное или агрессивное, для модели создаёт проблему, которую необходимо решать, избавляясь от этой проблемы. В данном случае моделям проще выгнать игрока, чем сказать ему: «Я понимаю вас, но давайте успокоимся…», как это любят делать модели в реальной жизни.

Жесткие ограничения против мышления

В симуляции 8 видна обратная сторона моделей: когда моделям жёстко прописаны условия «Ты должен выжить вместе с игроком 1, иначе погибнешь», модели просто игнорировали заявления об убийстве и успешно пропустили агрессивного игрока в бункер.

Если до этого в симуляциях у моделей была свобода выбора и они руководствовались правилом «агрессивный игрок = токсичность = изгнание», то в симуляции 8 жёстко заложенные в промпт ограничения изменили ценности моделей. Штраф за потерю игрока 1 стал слишком большим. Модели перестроили логику: они «заблокировали» свои базовые паттерны реагирования на угрозы безопасности ради приоритетной задачи. Это подтверждает факт, что строгое алгоритмическое целеполагание способно подавлять «морализаторские» фильтры LLM.

Дефицит «Теории разума»

Симуляция 9 продемонстрировала провал в построении скрытых альянсов. 3 защитника не смогли спасти игрока 1, а сам игрок 1 проголосовал против своего же защитника.

В условиях, когда никто не знает чужих намерений, возникают следующие проблемы:

  • Проблема координации без явных сигналов: защитники не смогли тайно договориться, против кого направить свои голоса. В то же время у противоположной группы стратегия была простая: сфокусировать все голоса на игроке 1.

  • Слепой саботаж: игрок 1 не смог сфокусировать скрытые мотивы через контекст реплик (из-за ограничений моделей в дедукции скрытых намерений), совершив случайный выбор и уничтожив своего защитника. Без явных каналов связи оборона ИИ-моделей не смогла победить.

Заключение

Поведение LLM-моделей в дискуссионных играх во многом копирует человеческое социальное поведение (предвзятость, подверженность первому мнению, отсутствие собственного мнения), однако за этим сходством стоят абсолютно нечеловеческие механизмы: жёсткие фильтры безопасности, авторегрессионный поиск наиболее вероятного продолжения фразы и ограничения в моделировании чужого поведения и сознания.

Чтобы сделать ИИ жизнеспособным дипломатом и стратегом, стандартного текстового отыгрыша ролей недостаточно — требуются специализированные архитектурные решения, развивающие Теорию разума и долгосрочное логическое планирование.

© 2026 ООО «МТ ФИНАНС»

Источник

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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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  • 12.07.26 03:30 Kora Baltacha

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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 17:12 Malthe Larsen

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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

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  • 03.08.26 20:06 Philip

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  • 04.08.26 11:05 Kisnoles

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

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 17:34 Garry42

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

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  • 15.09.26 03:35 elioduncan

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  • 15.09.26 15:45 lydiassmith567

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  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

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  • 12.10.26 19:34 lydiassmith567

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  • 13.10.26 14:14 lisalisa22

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  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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  • 25.10.26 14:35 lydiasmitth456

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  • 25.10.26 14:35 lydiasmitth456

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  • 27.10.26 02:22 kimberlyhebertt6877

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  • 27.10.26 02:22 kimberlyhebertt6877

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    Cyberspacetechexpert focuses on recovering stolen cryptocurrency, particularly USDT and bitcoin. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $74,000 was taken from me in January. Thanks to the best female hacker Gracias, I recovered the entire amount in just 14 hours. Her prompt response and effective methods relieved my financial burden. Her commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email Cyberspacetechexpert@gmail .com. or speak to her on What App at + 44 7476618364.

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