#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag
The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5].
https://github.com/humanlayer/12-factor-agents
🤖 Aqlni shubha ostiga qo‘yadigan kapcha!
Bir dasturchi “I’m Not a Robot” nomli sayt ishga tushirdi. Bu yerda odatdagi kapcha emas, balki inson ekanligingizni isbotlash uchun 48 ta sinovdan o‘tishingiz kerak bo‘ladi.
🔹 Boshlanishida oddiy — yo‘l belgilarini topish kabi topshiriqlar.
🔹 Keyin esa mantiqiy boshqotirmalar, hatto “X va O” o‘yinigacha boradi.
🔹 Har bir keyingi kapcha avvalgisidan qiyinroq.
Jarayon ancha vaqt oladi, diqqat va topqirlikni talab qiladi. Oddiy botlar bunga dosh berolmaydi. Lekin odam ham oxiriga yetgach, o‘zidan so‘raydi: “Buni men qildimmi?” 😄
👉Bizning barcha loyihalar | #captcha
https://altcha.org/
Free, open-source #Captcha alternative
ALTCHA uses a proof-of-work mechanism to protect your website, APIs, and online services from spam and unwanted content.
Unlike other solutions, ALTCHA is free, open-source and self-hosted, does not use cookies nor fingerprinting, does not track users, and is compliant with data-privacy regulations and accessible.