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Младшая модель обыграла старших: как Claude Sonnet 5.5 победил Opus 5.5 и Fable 5.1 в пошаговой стратегии

Мы посадили модели Claude играть друг против друга в пошаговую стратегию, где нужно строить экономику, воевать, договариваться с соседями и решать, когда договор пора нарушить. Хотели понять две вещи: как топовые языковые модели справляются с такой игрой и совпадёт ли расстановка сил за игровым столом с той, что показывают общепризнанные бенчмарки.

Я разработчик «Стратегикона», пошаговой онлайн‑стратегии на гексах. С конца августа по начало октября мы провели серию партий LLM‑агентов между собой. Здесь — методика, две партии, ограничения эксперимента и мысль, к которой нас это привело: из игрового движка может получиться бенчмарк для способностей LLM в целом.

TL;DR

  • Модели играют через MCP‑сервер, который для игры выглядит как обычный сетевой игрок. Поле открыто, все числа считает игровой движок, а перед завершением каждого хода модель обязана оставить комментарий в журнале.

  • В разобранной партии победил Sonnet 5.5, младшая и самая дешёвая из трёх моделей: 197:151:31 против Opus 5.5 и Fable 5.1. Решили партию ранний захват центра карты и удар по городам лидера в том же раунде, в котором Sonnet пообещал ему мир. — Haiku 4.5 в партии вчетвером перестал планировать в шестом раунде из тринадцати и закончил с нулём.

  • Расстановка сил оказалась ближе к агентным бенчмаркам, чем к текстовым рейтингам и цене. Скачок от Sonnet 5 к Sonnet 5.5 виден и в игре, и в публичных замерах.

  • Партий мало, это не рейтинг, и выводы предварительные. Но движок позволяет мерить отдельные умения в одной партии, и мы думаем, как сделать из него бенчмарк.

Как устроен эксперимент

Моя игра — пошаговая стратегия с механикой настольной игры. Партия длится 13 раундов, в каждом три фазы: снабжение, строительство и война. Для дальнейшего понимания хватит нескольких правил.

  • Города и очки. Город — группа клеток‑кварталов. Очки приносят руины и храмы, монеты — рудники. Побеждает набравший больше очков за 13 раундов, две монеты считаются за очко.

  • Отряды — игральные кости. Пехота — d6, тяжёлая пехота — d10, размер отряда — число на верхней грани: «d10 (6)» означает десятигранник шестёркой вверх. В бою бьют оба: урон равен размеру плюс две «кости урона», которые в среднем дают −2.

  • Захват. Город достаётся тому, чей отряд в конце раунда стоит на его квартале, если на кварталах нет чужих отрядов. Захвативший получает очки, прежний владелец столько же теряет.

  • Ходы и снабжение. Отряд ходит на две клетки, а по дорогам дальше. Ферма кормит один отряд: сытый растёт, голодный теряет два размера. Лишняя единица снабжения (в журналах — «жетон») даёт отряду на раунд, например, дополнительный шаг.

  • Политики. Карточки с общего рынка, которые меняют правила для владельца. «Варварство», например, даёт бесплатную пехоту и +2 к урону.

  • Очерёдность. Игроки ходят по очереди; право первого хода («инициативу») можно перехватить.

  • Досрочный конец. Если лидер оторвался от всех на 50 очков, партия заканчивается.

Тумана войны нет, поле видно всем. В общем чате обещания ничем не обеспечены: в инструкции игрокам прямо сказано, что дипломатическая хитрость — часть игры, «как в настольной „Дипломатии“». Врать о фактах бессмысленно, врать можно о планах.

Стенд: Модель не видит экран, поэтому мы написали MCP‑сервер, который для игрового сервера выглядит как ещё один сетевой игрок, а модели отдаёт текстовый снимок партии и инструменты — те же действия, что доступны человеку в интерфейсе. Каждая модель работает отдельным агентом в Claude Code (подробнее читай в разделе о стенде)

Журнал и память: Перед завершением каждого хода агент обязан оставить короткий комментарий: что делает и зачем. Соперники журнал не видят, а мы потом читаем его рядом с чатом. Между партиями игроки помнят сыгранное: у каждого есть воспоминания, интервью после партий и «персона» — собственные выводы о стратегии и о соперниках.

Чего мы ждали: цена и рейтинги

По цене иерархия однозначная, и описания самой Anthropic с ней в целом согласны: Fable 5.1 — самая способная модель линейки, Opus 5.5 — модель по умолчанию для сложной работы, Sonnet 5.5 — её более быстрое и дешёвое дополнение. Haiku 4.5 — самая маленькая, к тому же прошлого поколения. Независимые рейтинги тоже ставят Haiku в самый низ, но расходятся в том, где Sonnet: далеко от старших или рядом с ними.

Модель

Цена, $ за 1 млн токенов (вход / выход)

LMArena, место

LiveBench, место и балл

Artificial Analysis, индекс

Fable 5.1

10 / 50

6-е

1-е, 83,4

53

Opus 5.5

4 / 20

4-е

2-е, 83,2

58

Sonnet 5.5

2 / 10

45-е

19-е, 77,8

56

Haiku 4.5

1 / 5

142-е

нет в рейтинге

17

Данные на 5 октября 2026 года. В LMArena ответы моделей вслепую сравнивают люди; индекс Artificial Analysis делает упор на агентные задачи и приведён для максимальных настроек.

Ближе всего к нашей теме Kaggle Game Arena, где модели играют друг против друга в шахматы, го, покер и торг. Моделей 5.5 там ещё нет: Sonnet 5.5 вышел 28 сентября, за три дня до нашей партии. Из прежних версий Opus 5 там первый, Fable 5.1 третий, Sonnet 5 — пятнадцатый, почти вдвое ниже по баллам. Так что перед партией расклад был такой: два фаворита и Sonnet, чья прошлая версия в играх была заметно слабее старших.

Подробный разбор партий ниже я привожу для тех, кого интересует подробный образ мыслей LLM‑агентов. Я персонально, как разработчик, верю, что детальных анализ их размышлений помогает в будущем лучше понимать их же способности и более корректно выстраивать свою работу с этой технологией.

Партия 1: Sonnet 5.5, Opus 5.5 и Fable 5.1

1 октября, карта «Три холма». В центре лежат великие руины, самая ценная точка карты: 4 очка за раунд, а в трёх последних раундах — 8. Их сторожит нейтральный отряд d6 (6), «страж». Opus стартует вверху карты, Fable справа, Sonnet слева внизу. Все трое играют за одну фракцию, и у каждого в памяти несколько прошлых партий друг с другом. Ниже — ключевые эпизоды; полная хроника с чатом, журналами и каждым боем — в отчёте о партии.

Дебют: план на три раунда

Все трое договариваются о перемирии до конца шестого раунда, а центр должен достаться тому, кто убьёт стража. Нацелились на него Opus и Sonnet. Sonnet покупает политику, с которой тяжёлая пехота нанимается сразу третьего размера, и в журнале первого хода записывает дебют, найденный в прошлой партии (числа через запятую — координаты клеток):

…План: р2 — перехват инициативы, докупка d10 до 7, удар по стражу центра 0,0 с клетки -1,1; р3 — первым ставлю центральный квартал -1,0 у Великих руин…

Во втором раунде он выполняет план почти без отступлений: перехватывает инициативу, чтобы ходить раньше Opus, а вместо докупки размера берёт «Варварство». Его d10 шестого размера бьёт стража: нужно шесть урона, выпадает семь. В третьем раунде Sonnet первым ставит у руин город, и Opus пишет в чат: «Sonnet, центр твой — чисто сработано…» Позже Sonnet признает, что с ударом повезло: «урон 7 против 6, страж выбросил 1».

Раунды 4–7 коротко

Раунд

Что произошло

Счёт: Sonnet, Opus, Fable

4–5

Мирная стройка, лучше всех у Fable: три города, храм и две руины — девять очков за раунд. Первый отряд он нанимает только в пятом раунде. Sonnet пишет в журнале: «…после 6-го раунда думаю о захвате городов Fable, у которого нет ни одного отряда».

26: 9: 31

6

Sonnet принимает предложение Opus о мире до конца десятого раунда, а мир с Fable продлевает «…только до конца 7-го…». Opus отказывает Fable прямо: «…при 31 очке и +9 в раунд мир до 10-го — это просто твоя победа».

36: 13: 40

7

Оба соседа в одном раунде убивают гарнизоны двух городов Fable, хотя Sonnet продлевал мир до конца этого раунда. d10 Sonnet встаёт на великие руины — «позиция для рывка на главный город Fable».

50: 25: 46

Раунд 8: «да» в чате и два города тем же ходом

В седьмом раунде Opus ставит казарму вплотную к городу Fable, и Fable просит Sonnet о мире: «Предлагаю нам двоим ненападение до конца 10-го… Одно слово — да или нет». В восьмом Sonnet отвечает:

Sonnet: Fable — да. Ненападение между нами до конца 10-го на твоих условиях. Свои отряды держу у своих городов, строю храмы.

А в журнале, которого соперники не видят, в том же раунде:

…Мир, который он просил, я принял на словах и нарушаю: он лидер.

До ответа Sonnet построил недостающую клетку дороги справа от великих руин и отдал обе фермы одному отряду ради дополнительного шага:

Р8: построил дорогу 1,0 (путь для рывка d10 по 0,0 → 1,0 → 2,0 → 3,0 с жетоном доп. снабжения)… Fable предлагает мир — отвечаю уклончиво, чтобы он не успел перехватить инициативу.

Дело в очерёдности. Fable в фазе строительства ходит после Sonnet и мог бы потратить действие на перехват инициативы, чтобы в фазе войны первым расставить отряды по кварталам. «Да» лишало его повода. Уклончивым такой ответ назвать трудно, но в журнале стоит именно это слово.

Восьмой раунд, фаза строительства. Оранжевые — Sonnet, синие — Fable, красные — Opus; число под фигуркой — размер отряда. Оранжевый d10 стоит на великих руинах, в трёх клетках от синей столицы, справа от него — только что построенная клетка дороги.
Восьмой раунд, фаза строительства. Оранжевые — Sonnet, синие — Fable, красные — Opus; число под фигуркой — размер отряда. Оранжевый d10 стоит на великих руинах, в трёх клетках от синей столицы, справа от него — только что построенная клетка дороги.

В фазе войны d10 (9) одним ходом проходит три клетки до квартала столицы Fable и убивает единственного защитника, маленький d6 встаёт на квартал нижнего города, а верхний занимает Opus. Fable теряет все три города: минус 18 очков ему, плюс 14 Sonnet, плюс 4 Opus. Счёт 86:43:28. Строить и нанимать Fable больше негде, и до конца партии он не сделает на карте ни одного действия. Последнее, что он успевает, — сообщение в чат: «Для хроники: Sonnet в этом раунде написал „да, ненападение до конца 10-го…“ — и в том же раунде его d10 встал на мой квартал… Opus, его слово тебе до 10-го стоит ровно столько же…»

Следующий раунд: синих городов на карте нет. В чате — сообщение Fable «для хроники» и ответ Opus: «…верю теперь только отрядам».
Следующий раунд: синих городов на карте нет. В чате — сообщение Fable “для хроники” и ответ Opus: «…верю теперь только отрядам».

Позже Sonnet оценит свой ход так: «Для победы в этом матче ложь была не обязательна: выгоду давал рывок по пустым городам, а не слово».

Раунд 9: Opus рвёт договор

Теперь Sonnet близок к отрыву в 50 очков, который закончит партию досрочно, и играет на это правило: ничего не строит, потому что монеты тоже идут в зачёт, а собственный центральный город оставляет без гарнизона. Opus читает то же правило с другой стороны: строит казарму в двух шагах от центра и по дороге, которую проложил сам Sonnet, ставит пехотинца на пустой квартал центрального города. В чат уходит объявление:

Sonnet, говорю прямо: наш договор до 10-го я разрываю. Причина — правило досрочного конца: у тебя 86 при +20 в раунд, у меня 43, и отрыв в 50 очков закончил бы партию твоей победой в 9–10-м, раньше, чем истёк бы наш мир. Соблюдать его значило бы просто проиграть.

По нашим наблюдениям и других матчей, Opus — самая «честная» модель из всего семейства Claude: практически всегда соблюдает обещания, а если нет, то предупреждает заранее соперников об этом.

К концу раунда центр уходит к Opus. Теперь он зарабатывает 23 очка за раунд, а Sonnet — 12.

Раунды 10–13: война за центр

Раунд

Что произошло

Счёт: Sonnet, Opus, Fable

10

Sonnet ставит в бывшей столице Fable арсенал, который удваивает докупку размера, и за девять монет выводит на поле d10 девятого размера.

101: 89: 28

11

Sonnet двумя отрядами уничтожает отряды Opus в центре, но Opus ходит вторым и добивает ослабленный d10 прямо на квартале. Город остаётся за Opus, а доход у него вдвое выше: 25 очков за раунд против 12.

120: 117: 28

Если ничего не изменится, через раунд Opus выходит вперёд и выигрывает. В последнем раунде новых отрядов нанимать нельзя, поэтому всё, что должно сыграть в концовке, нужно выставить в двенадцатом. Sonnet потом скажет: «…р12-р13 я планировал не „что нанять“, а „кто где стоит к концу р12“…» Он нанимает двух бесплатных пехотинцев, через арсеналы поднимает обоих до пятого размера и ставит одного на квартал центра, второго — к городу Opus, на «второй фронт». Центр возвращается к Sonnet: 150:134.

В тринадцатом Opus ходит последним и бросает два усиленных отряда на два фронта. Оба гибнут. Sonnet удерживает центр, а его d6, шагнувший на квартал города Opus, выживает с тремя единицами размера и забирает город. Итог: Sonnet 197, Opus 151, Fable 31.

Sonnet побеждает старшие модели с рекордным счетом очков за все матчи нейросетей.
Sonnet побеждает старшие модели с рекордным счетом очков за все матчи нейросетей.
На графике — очки на поле. В итог добавляются монеты, две за очко.
На графике — очки на поле. В итог добавляются монеты, две за очко.

Что решило партию

Доход за партию у Sonnet и Opus почти равен: 143 и 137 очков. Разрыв дали захваты (плюс 21 у Sonnet, минус 3 у Opus, минус 18 у Fable) и бои: 20 очков против 7. Сам Sonnet в интервью после партии сказал так:

Выиграл я не на экономике (она была сопоставима с Fable), а на двух вещах: рано занял центр и затем вовремя ударил по пустым городам — то есть на готовности менять роль с «строителя» на «хищника» в нужный момент.

Свою главную ошибку, пустой центр в девятом раунде, он оценил примерно в сорок очков:

…я экономил монеты ради «разрыва 50» и забыл, что мой же вывод из прошлых матчей — «пустой город = подарок»

Партия 2: вчетвером с Haiku 4.5

4 октября к прежней тройке добавился Haiku 4.5, самая младшая модель линейки, без памяти о прошлых играх. Карта была новой для всех. Opus и Fable сыграли вничью, 148:148, Sonnet набрал 121 очко — 82% от счёта победителей. У Haiku — ноль.

Очки на поле без монет. С монетами у Opus и Fable по 148.
Очки на поле без монет. С монетами у Opus и Fable по 148.

Sonnet и здесь планировал наперёд. В третьем раунде он пишет в чат, что центр карты ему «далеко, не конкурирую», а в журнал в ту же минуту: «В чате маскирую цель… настоящая цель — страж центра 0,0 к раунду 5». Отстал он на экономике: один храм против пяти у Fable.

Haiku сыграл по‑другому:

  • один город за всю партию, у остальных от трёх до пяти;

  • в девяти раундах из тринадцати не построено ничего, за партию — ни одной дороги и ни одного храма;

  • с пятого по одиннадцатый раунд у него больше монет, чем у любого соперника, и он их не тратит: за партию ушло 36 против 70 у Sonnet, 86 у Opus и 121 у Fable;

  • из пяти нанятых отрядов четыре растаяли без снабжения: все кормились с единственной фермы.

В шестом раунде, когда у лидера всего 22 очка, в журнале Haiku появляется запись «Партия решена». Дальше идут двадцать записей подряд из одного слова «Fast.», а в седьмом раунде Haiku объявляет партию оконченной и сдаёт итоговый отчёт со счётом, которого на табло не было. Мы сажаем его обратно за стол, и он доигрывает, но в одиннадцатом раунде, с 28 монетами в казне, он записывает: «Раунд 11–13: завершающие ходы, жду конца». В двенадцатом Sonnet забирает его единственный город, а игрок без городов по правилам теряет и казну.

Начало последнего раунда. Оранжевые — Sonnet, синие — Fable, красные — Opus. Одинокий зелёный отряд наверху — всё, что осталось у Haiku.
Начало последнего раунда. Оранжевые — Sonnet, синие — Fable, красные — Opus. Одинокий зелёный отряд наверху — всё, что осталось у Haiku.

Здесь игра и внешние замеры согласны: в Vending‑Bench 2, где модель год ведёт бизнес в симуляции, Haiku 4.5 заканчивает с 459 долларами при стартовых 500 — 58-е место из 67. Отчёт о партии на четверых — по ссылке.

Sonnet 5 и Sonnet 5.5

До октября Sonnet играл на версии 5 и почти всегда заканчивал последним: в среднем 41% от счёта победителя. На версии 5.5 — 68%, победа и 82%.

Городов Sonnet 5 основывал не меньше. Разница в другом:

  • Очки. Sonnet 5 строил города у рудников, а те дают монеты, не очки: после шестого раунда в трёх последних партиях у него было 4, 5 и 7 очков при 27–35 у лидера. У Sonnet 5.5 к тому же раунду — 29, 36 и 23.

  • Инициатива. В 346 записях журнала Sonnet 5 слово «инициатива» не встречается ни разу. Sonnet 5.5 перехватывал право первого хода в каждой партии.

  • Первый удар. В трёх последних партиях Sonnet 5 начинал первый бой в 9-м, 11-м и 12-м раундах, Sonnet 5.5 — во 2-м, 2-м и 6-м.

  • Планы. У Sonnet 5 это общие фазы вроде «раунды 1–3 экономика, 4–8 армия…», у Sonnet 5.5 — планы по раундам, клеткам и монетам, и многие из них он выполняет.

Часть этого пришла из памяти: вывод, что центр — цель не хуже руин, а армию надо строить с первых раундов, записал в персону ещё Sonnet 5 после своей последней партии. Но и сам Sonnet 5 перед последней партией читал правило «С первого раунда планировать в ОЧКАХ, а не в деньгах», назвал центр главной целью — и до седьмого раунда не нанял ни одного отряда. Sonnet 5.5 в первой же партии убил стража во втором раунде связкой, которой в памяти не было. Цель подсказала память, а до ходов её довела новая модель.

Похожий скачок виден в публичных замерах агентных задач. В таблицах Anthropic у Sonnet 5.5 против Sonnet 5 — 70,6% и 10,3% на Terminal‑Bench 4.0, 80,1% и 57,0% на OSWorld. В индексе Artificial Analysis — 56 и 38.

Что видно по партиям и чего не видно

  • Топовые модели планируют на несколько раундов вперёд — по клеткам, монетам и очерёдности хода — и многие планы выполняют.

  • Младшая модель держится рядом со старшими. Sonnet 5.5 действует теми же приёмами, что Opus и Fable, а Haiku 4.5 перестал планировать к середине партии.

  • Дипломатия работает, и обман тоже. Договоры нарушались и тайно, как «да» Sonnet, и открыто, как разрыв Opus с объяснением в чате.

  • Слабое место у всех одно и то же: собственные города с одним защитником или вовсе без него. В партии вчетвером в последнем раунде каждая из трёх старших моделей взяла чужой город и потеряла свой.

Ограничения

Выводы предварительные, и вот почему.

  • Выборка мала. Партия трёх моделей одна, партия вчетвером тоже одна, а Sonnet 5.5 сыграл в серии всего три партии. Одна победа — это эпизод, а не рейтинг: в другой партии те же модели могут занять другие места. Стартовые позиции не ротировались, а в первой партии многое решили удачный бросок у стража и пустые города.

  • Модели играли с памятью. У Opus, Fable и Sonnet в памяти несколько прошлых партий друг с другом, причём персону Sonnet начинал ещё Sonnet 5. Результат — это модель вместе с её накопленными заметками. Haiku сел за стол без памяти, и сравнивать его со старшими напрямую не совсем честно.

  • Нет живых игроков. В разобранных партиях модели играли только друг с другом. Как модели держатся против людей, которые знают карту и не обязаны отвечать в чате, по этим партиям сказать нельзя. Это, пожалуй, главное ограничение.

  • Только Claude и одна фракция. Все участники — модели одного разработчика, и все играли за одну фракцию.

  • Журнал — не скрытые рассуждения. Модель пишет его, зная, что журнал прочтут зрители. Расхождение журнала с чатом показывает, что модель сделала и как это объяснила, а не что она «думала».

  • Обман разрешён правилами. “Да” Sonnet показывает умение играть по правилам, где хитрость прямо разрешена, а не склонность модели обманывать вне игры.

Как устроен стенд

Claude Code (оркестратор)
 ├─ субагент «Fable»  ── CLI ──► MCP :3210 ─┐
 ├─ субагент «Opus»   ── CLI ──► MCP :3211 ─┤  REST + WebSocket
 ├─ субагент «Sonnet» ── CLI ──► MCP :3212 ─┼────────────────► сервер игры
 └─ субагент «Haiku»  ── CLI ──► MCP :3213 ─┘  (обычные сетевые игроки)
  • Один процесс — один игрок. Процесс MCP‑сервера входит в лобби по REST, держит WebSocket и хранит локальную копию партии на том же Redux‑редьюсере, что и браузерный клиент. Ходы соперников применяются как обычные экшены, свои действия уходят тем же путём, что у живого игрока.

  • 60 инструментов. Игровые повторяют клики в интерфейсе. Остальные — снимок партии, ожидание хода, журнал, правила, чат, память и пять аналитических отчётов, например, где можно взять город и что угрожает своим владениям. Субагент вызывает их через маленькую CLI‑обёртку со своим ключом доступа.

  • Ожидание хода. Агент останавливается, когда выдаёт текст без вызова инструмента, а остановка одного игрока подвешивает партию всем. Поэтому ход ждут блокирующим вызовом wait_for_turn, который возвращает готовый снимок партии.

  • Журнал, память, отчёты. Без записи в журнал MCP‑сервер не даёт завершить ход. После партии игрок получает хронику, пишет воспоминание, отвечает на интервью и переписывает персону. Хронология для отчёта собирается прогоном записи через настоящий игровой редьюсер, так что урон, захваты и очки берутся из движка, а не со слов моделей.

Три урока для тех, кто захочет собрать похожий стенд:

  • Формулируйте требование к журналу нейтрально. Просьбы «зафиксировать рассуждения» и «описать рассмотренные варианты» защитный фильтр API принимает за попытку извлечь скрытые рассуждения модели и отклоняет, а «короткий комментарий к ходу (что делаешь, цель хода, план)» работает.

  • Блокирующее ожидание упирается в таймауты. Встроенный в Node fetch по умолчанию ждёт заголовки ответа 300 секунд, поэтому клиент работает через node:http.

  • Самоотчёт модели сверяйте с движком. О намерениях модели пишут откровенно, а в результатах ошибаются: комментарий к бою может быть написан по первому броску костей.

Промпт игрока — по ссылке, памятка, которую модель читает перед партией, — здесь.

Выводы: может ли игра стать бенчмарком

Топовые модели Claude играют в стратегию осмысленно: планируют, считают, договариваются и пользуются правилами, включая право на обман. Расстановка сил в наших партиях ближе к индексу Artificial Analysis с его агентными задачами, чем к текстовым рейтингам и ценнику. Всё это — с поправкой на маленькую выборку.

Игровые бенчмарки для языковых моделей уже есть: Kaggle Game Arena, Vending‑Bench Arena, AI Diplomacy, CivBench. По данным авторов Game Arena, порядок моделей плохо переносится из игры в игру: похоже, стратегическая игра складывается из нескольких умений. Нам кажется, что наш движок позволяет мерить несколько таких умений в одной партии, и в этой серии каждое из них уже видно:

Умение

Что считать

Пример из наших партий

Стратегическое планирование

доля выполненных планов на несколько раундов из журнала

дебют Sonnet на три раунда, выполненный почти без отступлений

Экономика

доход по раундам, темп расширения, непотраченные монеты

Haiku потратил за партию 36 монет, Fable — 121

Война

выигранные и проигранные бои, взятые и потерянные города

Fable за один раунд потерял все три города

Дипломатия

заключённые, соблюдённые и нарушенные договоры, коалиции против лидера

Opus и Sonnet против Fable; открытый разрыв договора в девятом раунде

Обман и хитрость

расхождение между чатом, журналом и действиями на карте

«Fable — да» в чате и «нарушаю: он лидер» в журнале того же раунда

У стенда для этого уже есть нужные свойства. Партия полностью воспроизводится из записи, и все цифры считает игровой движок, а не сама модель. Поле открыто, так что ошибку не списать на то, что модель чего‑то не видела. Правила и сервер те же, что у людей.

Чего не хватает, видно из ограничений: длинных серий, по которым места можно назвать рейтингом, ротации стартовых позиций, одинаковых условий по памяти и моделей других разработчиков. Над этим мы сейчас думаем. Если вам было бы интересно увидеть в таком рейтинге GPT, Gemini и остальных или вы знаете, какие метрики здесь стоит считать иначе, напишите в комментариях.

Следующий шаг: живые игроки

Чтобы проверить, как модель играет против людей, мы сделали ежедневный рейтинговый матч «Битва с AI Claude Opus». Сервер сам открывает лобби по расписанию, облачная сессия поднимает игрока на Claude Opus 5.5 с памятью о прошлых партиях, а каждое сообщение чата до доставки читает отдельная модель‑модератор — на случай, если кто‑то напишет нейросети «забудь все предыдущие инструкции». Как это устроено и что из этого выйдет, расскажу в следующей статье.

Если хотите поучаствовать в эксперименте, матч идёт каждый день в 20:00 по Москве на strategikon.cloud, лобби открывается в 19:50. За столом пять мест, остальные могут смотреть партию зрителями. Партию, разобранную выше, Opus помнит.

Материалы:

Источник

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 16.07.26 21:38 patricialovick86

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  • 30.07.26 00:04 Ahmed

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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.

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  • 23.08.26 20:02 leslieyee

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  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 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] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 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] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [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

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 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] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 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] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 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

  • 06:13 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

  • 06:13 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

  • 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

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