#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
💿 The Rise and Fall of the Compact Disc
Having been hit by the rise of MP3 players in the early 2000s, #CD sales nearly halved between 2000 and 2007, which is when smartphones and the first music streaming services emerged to put the final nail in the compact disc’s little round coffin.
#Nostalgia
🚀@PerspectiveIX
🌀 http://prs.pctvix.co/TelegramIX
#Italia
❗️ Bruno #Tabacci (#CD|Centro): "Se si andasse a votare, il centrosinistra dovrebbe presentarsi con una larga coalizione dichiarando fin da subito che, se vincesse, l'unico premier possibile sarebbe Mario Draghi."
@UltimoraPolitics
#Italia#Elezioni2022
#Tabacci (#CD) contro #Calenda: "Le terze vie sono a servizio della vittoria della destra, chi le sceglie sarà come Conte."
@UltimoraPolitics
#Italia#Elezioni2022
Accordo siglato tra Luigi #DiMaio (#IpF) e Bruno #Tabacci (#CD). Lunedì mattina verrà presentato il nuovo progetto. (Adnkronos)
@UltimoraPolitics