#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
💾 Bola 512 GB hajmdagi 50 ta SSDni sindirib qo‘ydi
💸 Bir erkak narxlar oshib borayotganini ko‘rib, xotira qurilmalariga sarmoya kiritmoqchi bo‘lib, 512 GB li 50 taSamsung PM991a SSD sotib olgan — jami qiymati taxminan $4000 bo‘lgan.
😱 Ammo ularning barchasini 10 yoshli o‘g‘li o'ynab, bukib chiqqan.
😭 Bechora bola… "detdom"ga ketarmikan?
➡️#ssd | Birinchi IT-Blog
Про #ssd почему скорость бывает падает, и что важно знать всем
https://news.fidller.com/2023/03/17/pochemu-vash-novyy-ssd-rabotayet-medlenno/
#newsfidllercom#bighousecinema