#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
#Spagna
#CC|RE ha annunciato che sosterrà l'investitura di Pedro #Sánchez (#PSOE|S&D).
In questo modo, ad eccezione di #PP|EPP, #Vox|ECR e #UPN|Centro-destra navarro unionista, tutti i partiti presenti al #Congreso voteranno a favore per eleggere alla carica di Premier Pedro #Sánchez.
@OsservatorioEsteri
#Spagna#Navarra#Pamplona
Con 15 voti favorevoli, 11 contrari e 1 astenuto, il Consiglio comunale di #Pamplona approva la mozione di sfiducia della Sindaca Cristina #Ibarrola (#UPN|Centro-destra unionista).
Di conseguenza, Josepa #Asiron (#EHBildu|LEFT) viene eletto nuovo Sindaco del capoluogo navarro.
@OsservatorioEsteri