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Н Новости

Endless Fun Machine: бесконечный генератор смешных картинок

Релиз генератора картинок нового поколения от OpenAI породил нескончаемый поток ИИ-комиксов, мемов и прочих смешнявок в западных соцсетях.

Естественно, противники ИИ мгновенно заклеймили весь подобный контент своей фирменной фразой "AI slop", вне зависимости от реального качества картинки и вложенного смысла. И вообще, вы же просто пишете текст, и машина за вас всё рисует, никакие вы не творцы! На это следовал контраргумент, что смысл юмора не в реализации, а в идее.

Наблюдая за этими бесконечными интернет-войнами, я задумался: а возможно ли с помощью ИИ генерировать и идеи тоже? Так и родился проект Endless Fun Machine: https://github.com/einhornus/endless-fun-machine

Задача: написать бесконечный генератор смешных картинок: ИИ сам должен генерировать шутки и реализовывать их.

Мой подход к генерации новых данных в стиле референсного датасета также можно обобщить и использовать для генерации синтетических данных или аугментации.

Общий подход

Генерация картинки состоит из трёх этапов

  1. Генерация идеи: LLM придумывает уникальную смешную идею в стиле идей из референсного датасета

  2. Реализация: LLM пишет промт для генератора картинок на основе идеи

  3. Рисование: модель gpt-image-1 рисует картинку

Модель gpt-image-1

Совсем недавно OpenAI добавили модель gpt-image-1 для генерации картинок в API.

Однако, есть подвох: они стали требовать верификацию по паспорту для использования самых мощных моделей.

К тому времени бОльшая часть кода этого проекта была уже написана, я ждал выхода модели в API. Не ожидал, что OpenAI такую свинью подложат.

Сайт для верификации принимает российские паспорта, но не принимает армянские ВНЖ. Я попытался верифицироваться, но у меня не получилось (в конце, после фотки паспорта и селфи, сайт просто пишет, что не может верифицировать): то ли они в итоге отклоняют российские паспорта, то ли что-то ещё (я все-таки больше склоняюсь ко второму варианту). В итоге я просто попросил свою девушку с нероссийским паспортом создать новый аккаунт, и это сработало.

Предупреждение: gpt-image-1 стОит как крыло от Боинга, одна картинка в максимальном качестве сжирает 25 центов.

Использование LLM

https://github.com/einhornus/endless-fun-machine/blob/main/models.py
В этом проекте я использую библиотеку openai, которая умеет подключаться к двум бэкендам: OpenAI и OpenRouter. OpenRouter предоставляет доступ к большему количеству LLM, но проект можно использовать и без него.

Две самые главные функции здесь - call_llm и gen_image. Большая часть кода просто предоставляет возможность легко вставлять картинки в промт.

Саммаризация картинок в референсном датасете

https://github.com/einhornus/endless-fun-machine/blob/main/describing.py

Я собрал 100 смешных картинок в качестве референсного датасета: https://github.com/einhornus/endless-fun-machine/tree/main/data

Я попросил Visual LLM кратко объяснить юмор на каждой картинке.

Я применил технику, которую я называю "DIY reasoning": я задал четкий формат ответа для LLM, в рамках которого она сначала описывает картинку в целом, фокусируясь на юморе, а затем пишет краткое резюме. Это позволяет модели при написании резюме опираться на весь текст, который она вывела до этого - мы увеличиваем точность модели за счет дополнительного компьюта.

Генерация идеи

https://github.com/einhornus/endless-fun-machine/blob/main/ideation.py

Сначала, я выбираю случайное подмножество референсных описаний.

Затем, я прошу LLM сгенерировать смешную идею в стиле референсных описаний, но не копируя их. LLM при этом выдает разные идеи за счет того, что промт каждый раз разный - существует очень много способов выбрать референсное подмножество.

Промт для LLM использует небольшой трюк в стиле "DIY reasoning": я прошу сначала объяснить в чем юмор, и только затем описывать саму идею. Без этого трюка модель очень часто выдавала текст, в котором нет реального юмора.

В ходе экспериментов я заметил, что модель начинает выдавать заметно более креативные идеи, когда сообщение пользователя (которое содержит референсные описания) идет после системного сообщения, а не наоборот (как я делал изначально).

Опционально, я генерирую несколько идей вместо одной, затем оцениваю каждую из них с помощью LLM. При оценке нужно обязательно использовать "DIY reasoning", потому что оценить что-либо числом гораздо проще, если иметь перед этим длинное обоснование (альтернативно, можно просто взять reasoning-модель).

Реализация

https://github.com/einhornus/endless-fun-machine/blob/main/implementation.py

В генерации промта для gpt-image-1 с помощью другой LLM никаких особых секретов нет, это стандартный LLM-промтинг.

Рисование

Функция для рисования картинки просто скопирована из официальной доки.

Результаты

Вот самые лучшие результаты работы скрипта

f91de87d913904822cb3e3f966bc61c8.png9b4f6cb2d484a233dacc3c8417ebbb0d.png889830c64ac2158ea1a7ca72e4154343.png41a3003c59bc17ff22fb64804726a01b.png7a015170873603fc6a1d565b1d9f3e5d.png68488d9a1046b887fd27429e961ad925.pngb6e4313866d13bf43a4c30642b0e1ef9.png18a25349fda75431a4f99437d83947af.png4acf6fdb464b6937b351836a467daa45.pngcc25785aaf09cff8ff4dc0b0a48f9ae8.pnga5f78ab55daa59fc79061cb2d4ca4041.png8a69fbf4be9c2f88c1b32d9c42054c7d.pngd1aa0d4bdedf456d8c1daf918658e768.png681523f7b90373ef8f918c5536a266eb.png6de932c085ad629b32b4c360aca93488.pngd4a1475da67d1bc89bdf16f8d7e329a7.png523875e0f14ba49b148da7224101e02e.png1d5330d1ddbc2051cda21bc91f536150.png59756d5565714d92514d89a230714dc0.pngb18a1a4a138b2e94c4c0e2ce13ddac15.pngPower-point presentation
Power-point presentation

Фейлы gpt-image-1

Частенько встречались ситуации, когда скрипт сгенерировал смешную идею и нормальный промт для ее визуализации, но gpt-image-1 просто не справилась. Вот пара примеров:

A smug-looking driver stands beside their SUV, enthusiastically pointing at a tiny potted fern duct-taped to the exhaust pipe. The plant is visibly wilting from the fumes, with some leaves already brown. A handwritten cardboard sign next to it reads “ECO-SOLUTION: Plant converts emissions to oxygen!” while thick black exhaust smoke billows around the struggling plant. The driver wears a “Save The Planet” t-shirt, completely oblivious to the absurdity of their “solution.”

0f0be3c4609bc1fed985db4337509df6.webp

A smartphone screen shows a chaotic text conversation. The sender’s messages keep getting hilariously mangled by autocorrect: “Hey, I’ll be a little late to dinner” becomes “Hey, I’ll be a little llama to dinner.” Attempts to fix it only make things worse: “Sorry, late to dinner” turns into “Sorry, hate to dinner,” and “I’ll arrive soon” becomes “I’ll arrive spoon.” The user’s desperate “What is wrong with my phone?” is autocorrected to “What is wrong with my personality?” When the user finally types “STOP,” autocorrect unhelpfully suggests “SHOP FOR LLAMAS NEAR YOU.” The friend’s reply at the bottom: “Are you okay? Should I bring a spoon or a llama?” The humor is in the escalating absurdity and the phone’s apparent takeover of the user’s identity.

99f08b788aee66f1aced8e78292a88a8.webp

Выводы

В целом, эксперимент завершился удачно: ИИ способен выдавать неплохой юмор (но, конечно, до самого топового уровня ему далеко).

Источник

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    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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