#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
#TIL – MILLAT KO‘RKI
21-oktyabr – o‘zbek tili bayrami kuni barchamizga muborak bo‘lsin!
O‘zlikni anglash, milliy ong va tafakkurning ifodasi, avlodlar o‘rtasidagi ruhiy-ma’naviy bog‘liqlik til orqali namoyon bo‘ladi. Jamiki ezgu fazilatlar inson qalbiga, avvalo, ona allasi, ona tilining betakror jozibasi bilan singadi.
Ona tili – bu millatning ruhidir.
Sizlarni yurtimiz tarixidagi muhim sanalardan biri – O‘zbek tili bayrami kuni bilan chin qalbdan muborakbod etamiz!
Ushbu ulug‘ bayram barchamizga quvonch, faxr va g‘urur ulashsin! Ona tilimiz abadiy yashasin, doimo barhayot bo‘lsin!
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#TIL there are laws mandate the use of a specific font.
[... A]ny text that is displayed on a primary package or secondary package, or on any overwrap covering the package, must [...] be printed in a regular weight and width Lucida Sans Serif font style, without italics, and in gray.
https://gazette.gc.ca/rp-pr/p2/2019/2019-05-01/html/sor-dors107-eng.html🐟