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Итоги WRC 2026: роботы научились двигаться, осталось выяснить, умеют ли они работать

23 августа в Пекине закончилась World Robot Conference 2026. Пять дней, 373 компании, более 557 тысяч посещений и полный интернет роликов с настольным теннисом, боксом и роботами-поварами.

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Если смотреть только видео, вывод напрашивается сам: ещё немного — и гуманоиды разъедутся по заводам, складам и квартирам.

Я решил разобрать выставку иначе. Не по тому, что показали на стендах, а по трём вопросам, на которые она даёт хоть какие-то проверяемые ответы:

  1. умеет ли робот работать в незнакомой обстановке;

  2. сколько часов в смену он реально полезен;

  3. сходится ли при этом стоимость его полезного часа.

Первый вопрос — про обобщение, второй — про utilisation, третий — про экономику. Они связаны жёстче, чем кажется, и именно эта связь оказалась главным содержанием WRC 2026.

Все юаневые суммы дальше я дублирую в рублях по курсу около 12 ₽ за юань (конец августа 2026 года; биржевой курс в эти дни держался около 12,4 ₽, я округляю вниз). Оговорка сразу: это пересчёт валюты, а не утверждение о российских зарплатах и ценах. Китайские цифры сравнивать нужно с китайскими.


Сначала о цифрах выставки, потому что они гуляют

До открытия организаторы обещали более 300 экспонентов, свыше 2000 экспонатов и более 150 премьер — эти значения приводил Reuters со ссылкой на пекинские власти.

В итоговых сообщениях после закрытия фигурируют уже другие числа: 373 компании, свыше 3000 продуктов, 311 премьер, 17 000 участников соревнований, более 557 000 посещений.

Методика подсчёта нигде не объясняется, поэтому напрямую сравнивать «2000 экспонатов» и «3000 продуктов» я бы не стал: скорее всего, это разные единицы учёта, а не рост за пять дней. Но если вам встречаются обе версии — теперь понятно, откуда они.

Отдельно про международность, потому что здесь легко ошибиться в обе стороны.

AP, работавшая на площадке, пишет, что признаков зарубежных экспонентов не увидела. Xinhua в итоговых материалах, наоборот, утверждает, что выставка собрала более 300 экспонентов из 26 стран. Организаторы отдельно считают 30 международных институций-партнёров, 40 зарубежных компаний, более 10 000 иностранных посетителей и около 30% международных участников главного форума.

Это не разные единицы учёта, а прямое расхождение. Из опубликованных данных я не вижу способа надёжно восстановить, сколько зарубежных компаний имели на выставке собственные стенды, поэтому дальше не использую число стран как характеристику экспозиции.

К этому добавляется путаница между мероприятиями: соревнования идут отдельным потоком — World Robot Contest (17 000 участников из 20+ стран) и проходившие с 22 по 26 августа World Humanoid Robot Games (666 команд, 2056 роботов, 16 стран). Три события, три набора цифр, и в перепечатках их регулярно смешивают.


Главное изменение: успех начали мерить не аплодисментами

Трюков на выставке по-прежнему хватало. Изменилось другое — организационная рамка.

Впервые каждому дню назначили тему, и среди них появился День закупок. Впервые отдельной группой выставились 48 центральных госкомпаний с 12 сценариями применения (Global Times пишет о 49 — расхождение на единицу, видимо, редакционное).

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То есть WRC начала измерять успех ещё и интересом закупщиков. Отсюда сразу следует главный вопрос статьи: а что именно они готовы покупать?

Кое-где ответ уже есть.

UBTech сообщила, что построенная совместно с логистической компанией система безлюдной сортировки работает у её клиентов в Южной Корее и Австралии, а Huawei и Foxconn в этом году начали закупать роботов на свои линии. Galbot заявляет о развёртывании модели S1 у CATL, Bosch и автопроизводителей.

Самая содержательная реплика — у сооснователя ROBOTERA Си Юэ в изложении Global Times: клиенты всё чаще готовы сесть и посчитать ROI. Компания начала с логистики осознанно — там есть жёсткие требования по такту и точности, а значит, есть с чем сравнивать результат. И там объективно тяжело людям: большинство китайских сортировочных центров работает после полуночи, без кондиционирования, шумно, летом жарко, зимой холодно.

Разговор про такт и ROI — качественно другой разговор, чем «смотрите, наш робот делает сальто».


Ван Синсин назвал измеримый критерий и расширил собственный прогноз

Основатель Unitree выступал 20 августа, на следующий день после IPO компании.

Главным узким местом отрасли он назвал недостаточную обобщающую способность: после сбора данных и специализированного обучения модели показывают почти стопроцентную успешность в фиксированном сценарии, но успешность резко падает, стоит немного изменить объект или обстановку.

И дал критерий, которого в публичной дискуссии до этого не было. «Момент ChatGPT» для воплощённого интеллекта наступит, когда робот сможет автономно выполнять около 80% задач в 80% незнакомых сценариев, получая только голосовую или текстовую инструкцию.

Сроки: два-три года в оптимистичном сценарии, пять-десять — в медленном.

Важна не вилка сама по себе, а её динамика. На той же конференции годом раньше Ван говорил про «менее пяти лет». За год прогноз человека, который лучше всех в Китае знает состояние железа, стал шире и осторожнее.

Он же описал, где ломается система: робот может спланировать общее движение, но проваливается на последних сантиметрах или миллиметрах. Машина тянется к предмету, почти берёт его — и не может скорректировать последнюю малую погрешность по тактильной обратной связи.

Более оптимистичен основатель Galbot Ван Хэ: по его оценке, при дальнейшем накоплении данных прорыв случится к 2028 году. Разброс мнений внутри отрасли, как видите, тоже приличный.


Поэтому самый сложный орган гуманоида — не нога, а кисть

Это видно по составу экспонентов: производители тактильных сенсоров, интегрированных суставов, мотор-редукторов, ШВП и роботизированных кистей перестали быть фоном и стали самостоятельным сегментом выставки.

Причина в структуре типичной задачи:

увидеть объект → подойти → определить его положение → выбрать точку захвата → приложить нужное усилие → понять, получилось ли → исправить ошибку.

Проблема — в последних четырёх пунктах. Человек не задумывается, с каким усилием держать пластиковый стакан и когда остановить руку, закрывая дверцу. Роботу это надо либо измерить, либо предсказать.

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Лучшую иллюстрацию дала Galaxy General. Их колёсный двурукий G1 выполнял на стенде длинные задачи вроде приготовления завтрака и, по описанию компании, перепланировал действия при возмущениях: если чашку отодвигали или целевой объект перекрывали. Там же показывали работу с нежёсткими объектами — складывание одежды и разбор белья. Заявленная архитектура — World-Action Model: одна модель управляет двуногими, колёсными и тяжёлыми платформами разной конструкции.

Оговорка обязательна: это описание компании и демонстрация на её собственном стенде. «Перепланировал при сдвиге чашки» и «работает в произвольной квартире» — утверждения разного веса, и независимой проверки второго нет.


Колёса выигрывают у ног — но не так однозначно, как хочется

На производственных стендах было много машин с человеческим торсом и руками на колёсной платформе. Инженерно это логично: на ровном полу удержание равновесия — чистые издержки. Колёсная база проще, устойчивее, энергоэффективнее, везёт больше груза и безопаснее рядом с людьми.

Ноги нужны там, где среда построена под человеческое тело: лестницы, бордюры, неровный грунт.

Но на этой же выставке случился контрпример. Galbot — компания, чья коммерческая платформа G1 именно колёсная и чьи S1 уже стоят на производствах — представила ET1, свой первый двуногий гуманоид. На фоне подготовки к листингу с оценкой до $4 млрд.

Лидер колёсного направления вкладывается в ноги. Объяснений может быть два: либо в компании считают, что двуногость всё-таки понадобится в реальных сценариях, либо двуногая платформа нужна рынку капитала, а не складу. Я не знаю, какое из них верное, и не думаю, что кто-то снаружи знает.

Правдоподобный итог — не победа одной формы, а семейство машин с общими руками, сенсорами и моделью управления, но разными способами передвижения.


Теперь считаем: сходится ли стоимость полезного часа

Впервые на выставке такого масштаба окупаемость обсуждалась публично.

Reuters приводит расчёт китайского брокера Guotai Securities: чтобы окупиться за два года против работника с зарплатой 80 000 юаней в год (≈960 тыс. ₽), промышленный гуманоид должен стоить около 160 000 юаней с учётом обслуживания (≈1,9 млн ₽).

Там же — оценка берлинского think tank MERICS: реально такие машины стоят 300 000–500 000 юаней (≈3,6–6,0 млн ₽).

Разрыв в два-три раза. Но сам расчёт Guotai оптимистичен: он неявно предполагает, что робот замещает ровно одного человека на 100% времени. Прогоню задачу через рамку из моего прошлого разбора экономики роботов:

стоимость полезного часа = TCO / (доступные часы × utilisation × производительность)

В прошлый раз мне справедливо прилетело в комментариях за произвольные коэффициенты, поэтому здесь — не одна точка, а три сценария и явная таблица допущений.

Общие допущения

Параметр

Значение

Доступное время

2 смены × 16 ч × 300 дней = 4800 ч/год

Срок службы

5 лет

Реальная ставка дисконтирования

7,5% (аннуитетный коэффициент 0,2472)

Первоначальная интеграция и пусконаладка

разовые затраты, 15–35% цены машины, включены в стартовые инвестиции

Обслуживание, энергия, ЗИП

12% цены машины в год

ПО, переналадка, инженерное сопровождение

5% цены машины в год

Надзор

доля ставки оператора, 104 000 юаней/год полной стоимости

Человек-бенчмарк

80 000 юаней зарплаты + ~30% отчислений = 104 000 юаней при 1880 отработанных часах

Про «+30%»: в Китае обязательные взносы работодателя (пенсия, медицина, безработица, травматизм, жилищный фонд) в сумме дают порядка 30–40% сверх оклада в зависимости от провинции. Я взял нижнюю границу — то есть сознательно в пользу робота. Про 1880 часов: это фактически отработанное время, а не 2080 оплаченных, и это принципиально, потому что отпуска и больничные полезных часов не создают.

Про интеграцию: пусконаладка — разовый расход, поэтому она входит в стартовые инвестиции и аннуитизируется вместе с машиной, а не начисляется заново каждый год. Её доля отличается по сценариям, и это не произвол: чем хуже робот обобщает, тем больше среду и техпроцесс приходится подгонять под него.

Человек: 104 000 / 1880 ≈ 55 юаней за час (≈664 ₽).

Три сценария

Пессимистичный

Базовый

Оптимистичный

Цена машины, юаней

500 000

400 000

250 000

Цена машины, ₽

6,0 млн

4,8 млн

3,0 млн

Интеграция, % цены

35%

25%

15%

Стартовые инвестиции, юаней

675 000

500 000

287 500

Utilisation

30%

50%

75%

Производительность к человеку

0,6

0,7

0,9

Надзор, доля ставки оператора

0,5

0,25

0,1

Капитал, юаней/год

166 800

123 600

71 100

OPEX, юаней/год

137 000

94 000

52 900

TCO, юаней/год

303 800

217 600

124 000

Полезных человеко-часов

864

1680

3240

Стоимость полезного часа

352 юаня

130 юаней

38 юаней

То же в рублях

≈4220 ₽

≈1550 ₽

≈460 ₽

Человек, напомню, — 55 юаней (664 ₽).

Паритет достигается только в оптимистичном сценарии. В базовом робот примерно вдвое дороже человека, в пессимистичном — более чем вшестеро.

Какой рычаг сильнее

Здесь есть соблазн сразу объявить главным виновником загрузку — раз уж вся первая половина статьи про обобщение. Но расчёт такого вывода не даёт: в базовом сценарии капитал составляет 123 600 юаней из 217 600, то есть 57% TCO, и списывать его во второстепенные не получится.

Поэтому меняю в базовом сценарии по одному параметру за раз:

Что меняем

Стало

Эффект

Цена 400k → 250k

87 юаней/ч

−33%

Utilisation 50% → 75%

86 юаней/ч

−33%

Производительность 0,7 → 0,9

101 юань/ч

−22%

Надзор 0,25 → 0,1 ставки

120 юаней/ч

−7%

Интеграция 25% → 15% цены

124 юаня/ч

−5%

Картина выходит менее эффектной, чем хотелось бы, и именно поэтому её стоит проговорить.

Удешевление железа на 37% и рост загрузки в полтора раза дают практически одинаковый выигрыш — около трети. Ни то ни другое по отдельности до паритета не доводит: стоимость часа нужно сократить более чем вдвое. Надзор в этой рамке оказался самым слабым рычагом, и это логично: при загрузке 50% робот и так занимает оператора нечасто.

Отсюда вывод скромнее любого однофакторного: цена машины — только одна из переменных, и быстрое удешевление железа само по себе паритета не даёт. Робот за 250 тысяч юаней, простаивающий 70% смены, проигрывает роботу за 400 тысяч с загрузкой 75%. Экономика сходится только тогда, когда несколько факторов двигаются одновременно.

А вот дальше связь с первой половиной статьи становится прямой. Utilisation нельзя поднять волевым решением: машина, которую надо переучивать под каждую новую задачу и подстраховывать оператором, физически не наберёт высокую загрузку. Именно поэтому «80% задач в 80% сценариев» — не абстрактный научный критерий, а условие окупаемости.


Кому на самом деле поставлены роботы

Есть цифра, которая, на мой взгляд, важнее всего показанного на стендах.

Начну с неудобного: никто не знает, сколько гуманоидов отгружено.

Вот оценки за одно и то же первое полугодие 2026 года:

Источник

Отгрузки за H1 2026

Morgan Stanley

≈19 000 в мире, +272%, 97% — китайские производители

Smart Analytics Global

19 100 в мире

Counterpoint Research

более 22 000 в мире, рост около 300%

Альянс сценарного применения гуманоидных роботов (КНР)

более 30 000 только у китайских вендоров

Отраслевой доклад, представленный на самой WRC

более 40 000 в Китае, и это тоже «97% мирового рынка»

Последние две цифры арифметически несовместимы с первыми тремя: если китайские вендоры отгрузили 30–40 тысяч и это 97% мира, то мировой рынок не может быть 19–22 тысячами. Forbes формулирует прямо: обе версии верными быть не могут.

Ещё сильнее расходится структура применения:

  • Counterpoint: развлечения, производство данных и исследования — суммарно выше 60%, тогда как интеллектуальное производство даёт 13%, а склад и логистика всего 5%;

  • Morgan Stanley: около 65% отгрузок ушло в развлечения, образование, исследования и сбор данных;

  • аналитик Георг Штилер, консультирующий промышленные компании в Китае, оценивает в разговоре с Reuters долю гуманоидов, не производящих полезной работы, в 50–70%;

  • Smart Analytics Global: наоборот, более 70% отгрузок пришлось на промышленное и коммерческое применение против примерно 50% годом ранее.

Три оценки из четырёх сходятся на том, что большинство машин не работает. Четвёртая утверждает обратное с тем же уверенным видом.

Отчёт Morgan Stanley платный, я его не читал; цифры взяты из изложения профильных изданий. Но сейчас это уже не главная оговорка. Главная в том, что расхождение между оценками больше, чем разница между «отрасль взлетает» и «отрасль стоит на месте» — и любая статья, которая берёт одну цифру и строит на ней вывод, просто выбирает удобную.

Откуда берётся разброс, объясняет Forbes со ссылкой на FT. Китайские производители продают значительную часть машин в центры обучения, которые совместно финансируются местными властями. Там операторы телоуправляют роботами, выполняя физические задачи, а полученные данные продаются обратно производителям.

Для молодой отрасли это рациональная инфраструктура: без данных обобщения не будет. Но у схемы есть свойство, которое ломает статистику. Компания помогает профинансировать центр, затем засчитывает поставку роботов в этот центр как отгрузку, а выручку — как коммерческую. Формально всё честно. Экономически это ближе к перекладыванию денег из одного кармана в другой. Появление на WRC отдельной зоны 48 центральных госкомпаний эту логику скорее подтверждает.

Практический вывод для читателя новостей: цифру «поставлено N гуманоидов» нельзя напрямую сравнивать с числом проданных промышленных манипуляторов. Нужно спрашивать, кому поставлены и что делают после поставки.


Рынок против основателя

IPO Unitree пришлось ровно на день открытия выставки.

19 августа бумага разместилась по 150,80 юаня, в ходе торгов доходила до 1100 и закрылась на 845 юанях — на 460% выше цены размещения. Капитализация — около $50 млрд по оценке Reuters (Forbes даёт $53 млрд, разница в методике). Розничная подписка была переподписана более чем в 8000 раз.

20 августа акция потеряла 18,7% и закрылась на 687 юанях. Это примерно на 86% выше целевой цены 370 юаней, которую днём ранее поставила Nomura, начиная покрытие с рекомендацией «покупать».

И в тот же день, 20 августа, основатель компании со сцены WRC говорил про пять-десять лет до прорыва в медленном сценарии.

Получается почти театральная сцена:

19 августа рынок говорит: $50 млрд. 20 августа основатель говорит: возможно, ещё десять лет.

Разрыв между этими двумя высказываниями и есть точное описание текущего рынка. Инвесторы оценивают не объём полезной работы, который гуманоиды выполняют сегодня, а тот, который они смогут выполнять, если проблема обобщения решится.

Для полноты: Unitree — не пустышка. Компания прибыльна, отгрузила более 5500 гуманоидов в 2025 году (больше любого производителя в мире) и около 18 000 машин всей линейки к июлю 2026-го. Просто «прибыльна» и «стоит 50 миллиардов» — утверждения разного порядка.

Деталь напоследок: на самой выставке Unitree, в отличие от большинства конкурентов, представила не нового гуманоида, а семиосевой биомиметический манипулятор R1 за 9900 юаней (≈119 тыс. ₽). Компания, чью капитализацию сделали двуногие роботы, вышла на WRC с рукой.


Дом остаётся далеко

На выставке роботы складывали одежду, перекладывали бельё и готовили еду. Выглядит как прямая дорога к домашнему помощнику.

Но AP описала показательную сцену: на одном из стендов робот несколько минут пытался сложить рубашку и не смог.

568a82f94de82541d2c653df8b832779.jpg

Разница между заводом и квартирой не в сложности движений, а в количестве состояний среды. На производстве можно стандартизировать тару, разметить зоны, зафиксировать освещение, убрать лишние предметы и переделать техпроцесс под машину. Дома ничего этого сделать нельзя: кружка каждый день стоит по-новому, пакет деформируется, полотенце сворачивается, ребёнок оставляет игрушку посреди комнаты.

Заодно это объясняет, почему критерий Вана сформулирован через долю незнакомых сценариев, а не через список умений.

Ценовая планка, впрочем, сдвигается. Заместитель президента UBTech Цзяо Цзичао сообщил, что их гуманоид для эмоциональной поддержки — говорит, меняет выражение лица, поворачивает голову и двигает руками — доступен частным покупателям за 168 000 юаней (≈2,0 млн ₽). Функциональность там ближе к компаньону, чем к домработнику. DEEPRobotics вывела четвероногого S10 в класс 100 000 юаней (≈1,2 млн ₽) для промпарков и охранного патрулирования.


Чего WRC 2026 не показала

На конференции не появился робот, доказавший способность универсально выполнять незнакомые физические задачи. Не появился стандарт модели управления, вокруг которого консолидировалась бы отрасль. Не было показано, что гуманоид экономически выгоднее специализированной автоматизации на типовом предприятии. И никто не показал домашнего робота, работающего часами без подготовленной среды и присмотра.

Зато стало понятнее, чего не хватает: больших объёмов реальных данных, моделей, обобщающих физические навыки, дешёвых и долговечных приводов, тактильной чувствительности, безопасного взаимодействия с человеком и инфраструктуры обслуживания.


Что в сухом остатке

Вернёмся к трём вопросам из начала.

Умеет ли робот работать в незнакомой обстановке? Пока нет, и это признаёт сама отрасль. Появился измеримый критерий — 80% задач в 80% незнакомых сценариев — и прогноз, который за год стал шире, а не уже.

Сколько часов в смену он полезен именно как замена человеческому труду? Мы не знаем этого даже приблизительно — оценки отгрузок расходятся вдвое, а оценки доли непроизводительного применения дают от 30 до 70%. По машинам, стоящим в центрах сбора данных, нужный нам utilisation невозможно посчитать в принципе. Там, где считать есть что (логистика, сортировка, отдельные линии Huawei, Foxconn, CATL, Bosch), задачи узкие, а среда подготовленная.

Сходится ли стоимость полезного часа? В оптимистичном сценарии — да. В базовом робот вдвое дороже человека. И ни удешевление железа, ни рост загрузки по отдельности разрыв не закрывают.

При этом за год отрасль реально продвинулась: появился День закупок, разговор с клиентами сместился к расчёту ROI, возникли подтверждаемые внедрения за пределами Китая, а вокруг конечных машин выросла полноценная индустрия компонентов — тот самый механизм, который однажды обрушил стоимость солнечных панелей и электромобилей.

Так что тело робота действительно дешевеет. Осталось найти ему профессию, в которой он будет занят достаточно часов, чтобы за это тело расплатиться.

Вот тогда у робототехники и случится её «момент ChatGPT».


На этот разбор ушла почти неделя: читал препринты и сверял цифры с первоисточниками. Если он того стоил — лучшая отдача для меня это подписка на «Биты и Болты».

Источник

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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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