#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
Calling all cosplayers and Comic Con fans! 💥
From serene gardens to futuristic bridges, our urban spaces are the perfect backdrop for any character.
Swipe through to discover these locations for your next photoshoot! 📸
#ComicConSG#CosplaySG#MarinaBay#CityInNature#Architecture
After a millennium of tumultuous days, at last, tranquility reigns.
然而我并没找到这句对应的中文翻译
感觉修完反而显得很平光……大失败
原神的魈
拍摄于HoYo FEST Singapore (2024-08-17)
#xiao#魈#genshinimpact#cosplay#game#lance#hoyofest#hoyofest2024#hoyofestsg#singapore#sgcosplay#cosplaysg