#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
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🌙🌙Eid Mubarak🌙🌙
May this Eid brings you joys unlimited,
May your wishes come true on this holy day
May Allah approve your kind deeds,forgive your disobedience and sins and ease the suffering of All individuals around the globe. Enjoy Your "Eid mubarak"
Wish From #CRYPTO FIGHT Team.
#Eid Mubarak
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#Eid celebrations are underway across #Ethiopia, with communities marking the occasion through prayers, gatherings, and acts of charity.
In #Addis_Abeba, thousands gathered at the city’s stadium and open prayer grounds early this morning, reflecting the city’s vibrant spirit of togetherness. Here are some pictures showing how Eid was celebrated in the capital. (Pic: FANA, ETV)
#Eid#Mubarak🎁to all my amazing subscribers!
May this Eid bring you peace, happiness, and countless blessings. Wishing you and your loved ones joy, good health, and prosperity.
Also, Telegram released a special Eid #gift🎁, but unfortunately, it sold out immediately!
💥Aziz do'stlar, barchangizni Arafa kuni bilan samimiy muborakbod etamiz.
✨ Sizga uzoq umr, mustahkam sog'lik, dasturxoningizga to'kin sochinlik, xonadoningizga esa fayz-baraka tilaymiz. Bayram kunlari quvonchli, baxtli va yoqimli onlarga to'la bo'lsin.
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💥Дорогие друзья, поздравляем Вас с днем Арафа.
✨ Желаем Вам крепкого здоровья, долголетия, достатка и благополучия. Пусть праздничные дни будут полны приятными моментами радости и счастья.
#Arafa#Hayit#eid#bayram#Artel