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Н Новости

Ну когда уже мы перестанем писать код???

В этой статье я разберу, что сейчас происходит на поприще нейронок. Что творится в индустрии и что будет дальше с нами, с нашими зарплатами и вообще со всем ИТ.

Стоит ли нам бояться, стоит ли ждать замены уже не только джунов и мидлов (коих уже заменяют), но и серьёзных дяденек-синьоров.

Может надо не простоя бояться? А надо бить в набат и бегать на голове? Правда ли, что индустрию перевернёт в ближайшие полгода-год так, что поменяется абсолютно всё, перетряхнёт каждого. Или не все так однозначно? Что вообще происходит и к чему готовиться. Давайте разбираться.

143fae41f33f8ebda4d0e8d51f784ac0.png

В этой статье я разберу текущие возможности самых передовых инструментов на примерах, рассмотрю, что они дают и как их применять.

Вступление

Ух, ну, наверное, только ленивый не варится в текущем AI-хайпе. И это как раз обманчиво. Кажется, что это всё — игра, шутки, прибаутки. Но на самом деле всё очень серьёзно. Индустрия, которая, кажется, замерла на точке, когда команда программистов пишет код по Jira-задачам, — пришла в движение.

Как летит время
Как летит время

На самом деле, мы достаточно долго топтались на месте, как топтались пионеры авиации на винтовых самолётах. Дорабатывали, выжимали всё, что возможно. И будто бы между делом, но подкралась революция — GPT.

Умудрённые сединами спецы, видевшие взлёты и падения расхайпованных технологий, скажут: «Ха, да ерунда, как писали код, так и пишем, как хрен наймёшь синьоров — так и не хрен наймёшь». Но они не правы. Тут дело действительно приняло серьёзный оборот.

Олды. Помните такой сайт?
Олды. Помните такой сайт?

Кто-нибудь помнит такой сайт, как Stack Overflow? И что теперь с ним стало?

Революция случилась в том, что невероятно упал уровень, требуемый для решения задач.

Вот что требовалось раньше, чтобы, например, собрать связку сервер на Go + React-фронт для сервиса проведения мок-интервью? Нужны были недели поиска, гугла, вопросов на всевозможных форумах и сайтах с решениями, недели труда и всевозможных багов — от хрени в чужих либах до своих ошибок.

А теперь? Безусловно, всё ещё требуется квалификация, но она изменилась. Это теперь не просиживание штанов сутки напролёт, а оркестрация — мысль сместилась с механики на управление.

Но это всё было вчера, когда был тот же ChatGPT, и флоу выглядел так:

  • ГПТ, я делаю платформу для мок-интервью, помоги

  • ...

  • ГПТ, я накинул ЛК и ручки для фронта, но что-то не пашет

  • ...

  • ГПТ, давай накинем ещё таблицу рейтинга интервьюеров

  • ...

Типичный кодинг через ChatGPT
Типичный кодинг через ChatGPT

А сейчас всё заканчивается на одном шаге! Что же случилось? Случились агенты.

Моя молодость

Мне уже 32, и я из того поколения, которое отучилось в школе уже с компами и телефонами, но ещё без GPT.

В моё время был Акинатор (кто помнит?) и Wolfram — это казалось чудом! Революцией вселенского масштаба. Туда пихали всё: от диффуров до интегралов.

Ух, аж на ностальгию пробило
Ух, аж на ностальгию пробило

Честно, я даже представить себе не могу, во что превратилась текущая учёба. Там как: GPT пишет домашку, а другая GPT на паре проверяет? Кто в универе сейчас? Напишите в комментарии, правда интересно узнать.

Я помню забавный случай, когда преподаватель задал домашку, какую-то сложную по числовым методам, и я решил отдать её на аутсорс. И там честно её решали, простую задачку, жуткими методами приближений или чего там ещё… пока преподаватель не сказал, что в постановке ошибка.

Сейчас это заняло бы 30 секунд и 0 рублей.

Ну а что говорить о житейских случаях: в моё время не было бота, с которым можно поговорить. А сейчас он всегда в твоем кармане и днём и ночью, готов выслушать, дать совет.

Кратко в ChatGPT

Это не статья с терминами и разбором внутренностей. Но дилетантское определение того, что такое GPT, дать нужно.

Я буду по-простому, на пальцах.

Как начиналось

Ещё во времена, когда меня и в планах не было, сидели люди и подумали: а чего бы кодом не сделать модель нейрона (как в мозге)? Сказано — сделано. На вход — сигналы с других таких же нейронов, на выход — ответ (0…1).

2fac91c0bf57ee5a741b8a742354f3a4.png

И очень долго эта концепция жила и жила, есть не просила, распознавала изображения и автомобильные номера.

Я начинал в своё время, да и по образованию, как дата-сатанист. В моё бытное время были Random Forest, Pandas и CatBoost (уже в конце учёбы).

И нейронки были скорее игрой, фантазией и темой для курсовой. Однокафедренник вообще защитил бакалаврскую на распознавании нейронкой темы новостей — да, это казалось передовой наукой, и ему буквально заглядывали в рот как мы, так и тем более те, кто не шарил в анализе данных.

Игры с фоточками

А потом как-то внезапно начали юзать видеокарты и нейронки для генерации всякого треша около фильтров для картинок (времена Prisma и Vinci от ВК).

Эх, клёвые были времена
Эх, клёвые были времена

Опять же, всё это было скорее игрой, чем чем-то серьёзным, всё было развлечением: ну поиграли чуток — да и забыли.

Помню, как работал в VK, и буквально через стол ребята собрали, собственно, Vinci. Помню, как закупали они видеокарты и катили на них модель генерации. Ух, какое великое было время — время возможностей. Когда можно было на коленке сделать стартап уровня 10 млн инсталлов буквально на коленке.

Рождение монстра

Ну так прошло ещё 8 лет, всё игры да прибаутки. Пока не наступил 2022 год, и родилось оно.

Сидели с этими нейронками на 100 тысяч, на 100 млн входов. А потом весов решили накинуть на вход не 5, не 5 тысяч, а несколько миллиардов. Понятное дело, чтобы такое стало возможно, нужен был технологический прорыв — наличие суперкомпьютеров, куда сунули, по сути, всю сеть и получили модель, которая способна на всё.

То есть, хотя со стороны и кажется что-то невероятное, на самом деле там старая добрая нейронка, как в святые десятые, только обученная на огромном датасете и от этого сильнее, мощнее, универсальнее.

Обёртки

Но сама эта нейронка умеет только одно — принимать вход и отдавать выход. Поэтому нужна обёртка: интерпретатор, который умеет готовить вход и парсить выход.

И на самом деле весь этот зоопарк вроде Claude.ai, Perplexity юзает, по сути, эту модель — каждый раз новую, более обученную версию.

На какой бы платформе вы ни вбивали запрос — от «как есть ложкой» до «как сделать соцсеть для собак» — какая бы обёртка ни была сверху, всё равно всё уходит в основную модель, в самое сердце.

Ну а как оно обычно бывает: стоит огню зажечься — и дальше понеслось.

Пошли обёртки над этой моделью, чтобы в неё грузить контекст (веса на вход), а обратно получать сгенерированных котиков и ответ, как лучше всего бросить семью.

На пальцах
На пальцах

Решение боли

Почему эта штука взлетела и взорвала буквально всех и вся? Да потому что она заполнила собой вакуум, сняла боль, встала на место давно пустующего звена.

А звено это — универсальность. Единая точка, решающая всё и вся.

Тут тебе и компаньон, тут тебе и умный Google, и написатель кода, и генератор картиночек. Выехало это всё именно за счёт своей универсальности. Не нужно миллион разных аппок, каких-то сайтов. Заводишь тред — и поехали: тут о том, как найти богатую жену, тут о том, как накатить на базу индекс и не повесить прод.

Для чего я использую ChatGPT:

  • Писанина. Пишу пост в телегу, на Пикабу, на LinkedIn. Прошу поправить орфографию и вообще дать комментарий, что он думает по этому поводу.

  • Жизнь. Советы по жизни. Вроде: я вчера был на свидании, девушка вроде понравилась, но много ела и не заплатила за себя. Что посоветуешь?

  • Кодинг. Помощь в мелком кодинге и микро-задачах. Например, какой индекс лучше всего накинуть в БД, чтобы не повесить прод и ускорить запросы.

  • Стартапы (петы). Помощь в серьёзном кодинге под ключ. Например, через него делал мок-платформу для интервью (аля пет-стартап проект). Там уже я от и до собирал полностью фронт и бэк: Go и React.

  • Картинки. Генерация картинок для постов, всякие около-смешные картинки для того, чтобы посты в том же Telegram были веселее.

Но из всего перечисленного лично для меня это, конечно, второе. Прям личный психолог, кто выслушает, поймёт, даст непредвзятый совет. Идеальный друг-напарник, который не предвзят, которому плевать — он скажет как есть. И если кодить я мог и на Stack Overflow спросить, нагуглить, сам понять — то вот всегда на связи чат, где можно посоветоваться — это круто.

Но, конечно, не идеально там всё: много лести, артефактов, но это всё можно подкрутить, дав правильный промпт ещё в начале диалога, а-ля «говори как есть, как мужчина мужчине».

Кодинг

Думаю, будет лишним говорить, как изменилась разработка, в частности часть рабочего процесса — как написание, собственно, кода.

Но тут нет ничего удивительного. Тут GPT-модели как раз легли идеально. Если в том же творчестве, как, например, создание картин, написание стихов, тех же статей на свободные темы — там скорее нужно что-то уникальное, то, что отличает автора, а нейронка — это усреднение по своей сути.

Какие аспекты программирования предопределили успех автоматики в нашем поприще:

  • Чёткая структура языков программирования. То есть если в обычном языке можно сказать «хей, чуваки, сегодня тусанём, думаю, или хотя чё у нас», то есть есть гибкость, вариативность, считывание контекста, то в языках всё структурно и определено — идеал для автоматики.

  • Датасет. За годы существования разработки и языков программирования накоплена достаточно неплохая, подробная и качественная документация, часто тяжёлая для понимания человеком, но идеальная для «слепого» взятия нейронкой и построения связей.

  • Однотипность. Куча задач решалась за годы много раз одинаково. То есть у нейронки есть возможность суперточно усилить связи и веса, «видя» решения задач разными способами — лучшими и худшими.

  • Кросскультурность. Если того же «Властелина колец» перевести на русский — по сути, это будет отдельное произведение. Да что там, вспомните переводы названий фильмов, где «Я — мать» становится «Дитя робота».

Я понял, что произошла революция, когда делал вот какую задачу:

>> Я парсил чаты в телеге, историю чата, и на основе неё надо было для статьи на Хабре (см. у меня в профиле) — облако тегов (слов), то:

Как это было до (как я такое делал в курсовой в 2013): 2 недели я воевал с месивом кода на Pandas, лопатил мануалы, Stack Overflow и воевал с либами.

Как это я делал в 2025:

Заняло 5 минут
Заняло 5 минут

Я буквально скормил ему часть дампа и сказал: «Дай» — всё, копи-ц, копи-в → готово.

Что-то серьезное

Основная проблема кодинга через GPT в том, что начинаешь воевать с контекстом. То есть он хорош в таких задачах, как:

Накинь индекс в БД, чтобы, когда я добавлю такое поле и начну по нему селектить, прод не встал» + даю ему структуру таблицы и код с запросами.

Тут он идеален: если не поймёт или пойдут артефакты — чуть даём ему больше инфы, и он собирает нормальный индекс.

А вот если задача:

Я решил стать великим стартапером и хочу запилить за месяц платформу для мок-интервью, чтобы был бэк на Go и фронт на React. Чтобы юзер зашёл, забронировал слот и попал на звонок, где его другой отсобесил бы

Вот тут вылезут все недостатки нейронок. Вам придётся уточнять, копипастить, и даже если вы через пару часов войны и работы в роли копи-с-в-обезьянки что-то и запустите и соберёте, вам скажет: «чат за лимитом» — ВСЁ, финиш. Следующие сутки вы будете всё это месиво грузить в другой чат.

Суть боли
Суть боли
и так постоянно...
и так постоянно...

То есть я говорю ему, какие у меня ручки на бэкенде (им же сделанные), чтобы он дал мне правки на фронте (им же сделанном), и так постоянно: «вот у меня такой бэк (даю функцию на Go) — адаптируй мне фронт (даю ему компонент на React)».

Агенты

В чём ещё недостаток прошлого подхода, кроме потери контекста, где есть вы (ваша голова), чат-бот и результат? А в том, что основной процессинг, думание и координацию берёт на себя ваша голова. Именно на ней основная нагрузка в том, чтобы понять:

  1. Что нужно

  2. Как нужно

  3. Как применить

  4. Как модифицировать

Вы выступаете головой собаки, у которой есть зубы, лапы и хвост. И вам надо понять, как всё это соединить воедино, чтобы спокойно поесть, чтобы рот открывался в нужное время, а хвост не мешал.

И как раз на это тратится серьёзная когнитивная нагрузка. Да, GPT забрали огромный пласт гугления, компоновки и написания кода, НО нужен координатор, управленец — в данном случае ваши мозги.

Эту проблему решают агенты:

Агент сам гоняет ГПТ и готовит результат
Агент сам гоняет ГПТ и готовит результат

То есть вы ставите задачи не уровня «дай мне ручку, которая вернёт юзера и все назначенные на него интервью», а потом «сделай фронт под эту ручку».

А «сделай мне платформу поиска интервьюеров», а она уже сама гоняет тысячи запросов уровня «дай-дай» и возвращает вам через N минут готовый результат, а-ля под ключ. Это как если самому делать ремонт в ванной: нанимать плиточника, потом сантехника. А можно поехать на дачу — и там ломать, крушить и малярить будет бригада со своим прорабом.

Вам шлют фото: вот так готово. Вы прорабу — давайте ванну поменяем, хочу розовую, чтобы там купаться с уточками. Вам — ок, это будет стоить на 20k дороже. Потом снова вам звонят: вот так сделали. Вы: окей, а унитаз можно поднять? Хочу на нём сидеть как на троне, чтобы ноги свисали. И снова ушли делать.

Manus

Давайте не будем ходить далеко да около и попробуем пока самого на сегодняшний день навороченного агента — Manus, буквально вышедшего несколько месяцев назад. Это не поделка из гаража, а взятая Meta под крыло платформа.

Что это за штука

Это как раз тот самый так называемый агент, то есть обёртка над GPT, которая умеет решать задачу комплексно, как бригада работников. То есть он забирает ваш запрос и гоняет модели до тех пор, пока на выходе не будет уже готовый результат, а не пара хендлеров и компонентов на React.

Цены

Понятно, что всё это веселье не бесплатное: помимо самой обёртки (агента), делаются ещё запросы в основную GPT-модель — и не 1 и не 2, а сотни.

Итак,

Базовый тариф — 3400 рублей в месяц. Что сюда входит:

  • 8000 токенов в месяц

  • +300 токенов в день (но их можно тратить только на Lite-версию)

На одну генерацию — вот как проект, который ниже — нужно примерно 700 токенов. ДОРОГО! То есть за базовый тариф — это 10 генераций: 340 рублей за одну (как большая шаурма или 2 стакана кофе средней паршивости в переходе).

Задача

Я взял идею давно вынашиваемого мной стартапа — OneDayTrip.

Суть: это сервис (веб, но можно и апп), который строит маршрут на день в незнакомом городе.

Например, вы Петя, который приезжает в Калининград. Город вам не знаком, вы там первый раз. У вас свободный день. Приезжаете вы на поезде, например, 21 марта утром, и вы любите театры, музеи и терпеть не можете концерты и вообще шумные места.

Открываете приложение, вбиваете туда откуда, куда, интересы, количество денег — и получаете составленный для вас маршрут, где указано, что, куда, во сколько, где купить билеты. Всё спланировано так, чтобы везде успеть, всё самое крутое посмотреть и остаться довольным.

Раньше это означало (сделать MVP такого стартапа, выкатить его в прод, чтобы проверить гипотезу, надо кому-то или нет):

— продумать архитектуру
— написать API
— поднять backend
— сделать фронт
— связать всё

И потратить на это минимум несколько дней.

То есть до GPT это вообще один на один с Google, а если навыков кодинга или создания подобного нет — можно вообще утонуть на месяцы. А с GPT это опять «мартышкино копи-с, копи-в», оверлимит чата, обнуление и снова по новой.

Сейчас — это один запрос (ну почти).

Используем Manus

Ну как и любая около-GPT штука, Manus хочет промпт. Что ж, его я тоже сделаю не сам, но уже через ChatGPT — ну а как ещё.

Благо мне пришлось мучить его объяснением, что я хочу, так как я уже обсуждал с ним вообще жизнеспособность идеи, так что я просто сказал ему: дескать, пишу статью, и мне надо про Manus в статью — подкинь промпт.

Заказываем
Заказываем

Ждём. Генерация долгая! Заняла около 20 минут. Ну, неудивительно: он гоняет сотни запросов, каждый формируется, отправляется, парсится ответ, потом валидация — и так по кругу.

На выходе получаем это:

Превью
Превью
Код
Код

Что мы получили за 20 минут и за 600 токенов (250 рублей):

  • Концепт. Заметьте, что я не пришёл к нему с тем, как надо. Я пришёл с общей задачей, общим посылом, что я хочу — а на выходе продуманная, рабочая система, которую ничего не стоит выложить на сервак.

  • Код. И бэк, и фронт. Этот код можно прямо качать на комп, открывать в IDEA, дорабатывать, изучать, релизить на сервер.

  • Демо. Он поднимает у себя код и даёт поиграться с фронтом. Понажимать кнопки, построить маршруты, увидеть систему в действии.

То есть, и это важно подчеркнуть, у нас не 100% готовая штука — кликай кнопку и жди миллиона инсталлов, нет, это черновой вариант, НО он рабочий. В умелых руках это можно взять и напильничком подпилить — и оно поедет.

То есть недели, дни кодинга, гугления и мучений с GPT, продумывание архитектуры и вообще общего концепта — самая затратная, жуткая часть — делается за 20 минут и 350 рублей! Вы только вдумайтесь.

Вопросы по коду

Также можно задавать вопросы по коду, что-то узнавать. Понятное дело — тоже за токены. Например, чтобы узнать, где MVP берёт данные для построения маршрута, я отдал 100 токенов (62 рубля). Да, каждый чих тут платный…

Данные захардкожены в ts файле
Данные захардкожены в ts файле

Например, по запросу выше я узнал, где он берёт данные для формирования выдачи.

Улучшаем

Мы получили концепт, проработанный драфт. Давайте его улучшим, а именно — добавим больше реалистичности.

Сейчас он строит маршрут, не учитывая, сколько ехать и как ехать — добавляем эту фичу в проект:

>> Make itinerary more realistic: include travel time between places and avoid impossible routes

За это мы отдали - еще 400 токенов (еще 250 рублей).

Фича (сколько ехать и как)
Фича (сколько ехать и как)

Как видим, у нас теперь есть уже более полноценный маршрут — не просто какие-то точки в вакууме в пространстве, а уже привязанные к реальным дорогам и транспорту.

Деньги кончились

В какой-то момент я понял, что совершенно не знаю Node и не могу понять и прочитать код сервера, и думаю: пусть он мне сделает на Go — иии… на финальной стадии генерации получаю это:

Я бич
Я бич

Денег нет, всё, никакого го — придётся изучать ноду.

Что в остатке

Вот мы и поигрались на 700 рублей. Что по итогу мы получили? Честно, для моего проекта — вот если бы я делал его реально, не поиграться, пошутить и забыть, а взаправду бы выделил время и ресурс, как когнитивный, так и денежный, — и такой: «А пусть Manus мне поможет», — лично мне это скорее бы мешало.

Я делал ту же мок-платформу для собеседований через гпт, по старинке, без агентов, через копи-с, копи-в и войну с «новый чат всё забыл, жри код, чтобы вспомнить».

И там я создавал продукт, я контролировал, что я делаю и как. Я отдал на откуп автоматике рутину, само написание, но я управлял процессом. Я в голове держал проект: что, где и как устроено. Я думал, как скомпоновать, как собрать, как юзеру будет удобнее, что будет в мвп, а что закинуть на потом (делал тодо-шки и пометки на полях).

Тут же всё делается за меня, и самое страшное — что именно делается, но делается что-то, на что я не влияю, что я не понимаю, что я не смогу потом применить, внедрить, продать. Мне что-то накинули, а я потом качаю этот код и пытаюсь разобраться, как в легаси-проекте чужой команды.

Ты как будто бы попадаешь в другую команду, где есть какой-то проект. Он написан вроде бы грамотно, и всё круто. Но это не твоё: ты его не писал, не продумывал — но вот он есть, и в нём надо что-то делать, кодить, дебажить, расширять. И это очень странное ощущение.

По ролям:

Давайте посмотрим, что получит каждый возможный юзер этой штуки:

Для не шарящего в программировании и разработке:

Быстро, почти за копейки получить какой-то продукт, не думая особо, не шаря, что там как на реакте собрать, какие в БД запросы и т. п. Закинул — что-то выдало — радость на лице.

Для джуна с горящими глазами:

Бездумное создание чего-то, выглядящего круто. Нормас, показать: «вот сделал». Но по факту это применение без понимания. Да, даст старт, концепт, будет не чистый лист, основа, база и пр.

Для синьора, стартапера, шарящего и с опытом:

Очень и очень сомнительный профит, а возможно даже и вред. И вот почему.

Как говорится, опыт не пропьёшь. Когда ты собираешь сам, опираясь на своё видение и опыт запуска и создания десятков, сотен таких проектов и сервисов — ты понимаешь, куда сделать упор, что отложить, а где надо сразу написать круто, заложить ядро.

Агент владеет "опытом", но специфичным: это не создатель, это исполнитель с навыками создания. Его цель — что-то дать, закрыть белый лист, сделать превью, накинуть какой-то рабочий код. И всё. Он не думает, как это будет жить, где и как будет применено, где слабость проекта, что и где может стрельнуть.

Выводы

Что-то по-настоящему стоящее можно собрать и сделать, если делать это с погружением, вовлечением, с участием от начала и до релиза МВП.

Агент, который собирает что-то сам, — это как взятие взаймы в банке: вначале тебе радостно и легко, что-то есть в кармане, деньги, налик, что-то можно купить. Но потом наступает расплата: ты погружаешься в написанный им код и понимаешь, что вообще не понимаешь, как он устроен, что в нём круто сделано, а где узкие места.

Мы на пороге

Но тут важно проговорить, что это всё — зачатки, буквально самое острие текущих передовых разработок. И тот же Manus: смотришь на него и понимаешь — это на самом деле само MVP. Ощущение, что он сам собран в таком же quick-start Manus-е.

Это явно начало пути, но очевидно, что это уже не остановить. Там ребята пилят фичи, там кипит работа, туда вливаются деньги. За этой штукой явно будущее.

Но важно проговорить: пока что это всё скорее игрушка. Сделать, что-то собрать, запустить, что-то посмотреть. Да, это производит вау-эффект, но только пока не начнёшь то, что тебе сгенерилось, применять не в превью Manus, а в реальном мире — вот там-то и вскрываются все недостатки этого подхода.

Что круто

  • Быстрый старт. Решение проблемы чистого листа. Закинул идею — получил то, что можно взять и запустить, дать юзерам, проверить гипотезу.

  • Прототип. Он реально умеет создать рабочее решение, которое можно использовать. Он не просто малюет код в вакууме, а делает решение, которое будет решать боль юзеров.

  • Контекст. Больше никаких копи-ц простыней кода из чата в чат и потерь контекста. Всё в одном проекте, можно задавать вопросы, пилить фичи, переписывать на другие языки.

Что не очень

  • Зависимость от автоматики. Начав делать проект через автоматику, ты садишься на стиль и его видение, и потом изменения будут даваться всё тяжелее и тяжелее. Всегда будет желание: «а пусть он», «а как он». Это очень опасный паттерн.

  • Цена. Дорого. Мало-мальски серьёзный проект с потоком фичей и адекватной доработкой пойдёт на тысячи рублей.

  • Обучение. Делая сам или через копи-с по старинке через GPT, ты качаешься. Причём не только в языке, технологиях и проекте, но и в тонкостях применения бота. Ты начинаешь предвидеть: ага, тут, скорее всего, он не поймёт; ага, тут надо сохранить; а это ему не давать и т. п. А это уже уровень выше кодинга — уровень интерфейса человек–машина.

Финал

Отвечая на главный вопрос — пора ли бежать и кричать о том, что нас заменят агенты вот прямо завтра — скорее нет. Далеко, ещё далеко, но направление движения задано.

Сейчас скорее так
Сейчас скорее так

Что это будет: а-ля конструктор юкоз, а-ля джумла, а-ля тильда, которые генерят по шаблону какие-то поделки на узкий круг задач, которые потом ещё напильником доводить до ума? Или полноценный член команды, который нанимается (на «зарплату» в токенах), берёт задачи из джиры, делает MR, проходит ревью и релизит в прод — посмотрим.

Опасность этого всего в том, что ты вроде как продуктивен: ты можешь не быть прошаренным разработчиком с кипой опыта позади и командой тестеров, аналитиков и дизайнеров, но делать, вроде как по клику, настоящие продукты. Но это иллюзия продуктивности.

Ты кликаешь, генерируешь, смотришь превью. Но по факту — ты не становишься сильнее, не создаёшь своё, не делаешь продукт, не рождаешь то, что способно будет проломить рынок и найти своё место. Это гомункул: красивый, правильный, рождённый — но не живой, не настоящий внутри.

P.S. Пишу подобные разборы и заметки в Telegram: @artur_speaking

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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  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 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

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