#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
Il centrodestra vince le elezioni suppletive in #Veneto, i leghisti Giulio #Centenaro e Alberto #DiRubba subentrano a Massimo Bitonci e Alberto Stefani.
Collegio di Selvazzano Dentro:
🔵 Centenaro (CDX): 59,44%
🟠 Stivanello (CSX): 31,21%
⚫ Adinolfi (PdF): 5,03%
🟡 Paccagnella (ORA!): 4,32%
Collegio di Rovigo:
🔵 Di Rubba (CDX): 57,43%
🟠 Bovolenta (CSX): 34,91%
⚪ Padoan (Ind.): 7,67%
@UltimoraPolitics24
#Italia#Suppletive
Camera dei Deputati, collegio di Rovigo - 237 sezioni scrutinate su 425
🔵 Alberto #DiRubba (CDX): 57,25%
🟠 Giacomo #Bovolenta (CSX): 34,86%
🟤 Giuseppe Padoan (No-vax antisistema): 7,89%
@Osservatorioitaliano
#Italia#Suppletive
Camera dei Deputati, collegio di Rovigo - 178 sezioni scrutinate su 425
🔵 Alberto #DiRubba (CDX): 55,84%
🟠 Giacomo #Bovolenta (CSX): 36,04%
🟤 Giuseppe Padoan (No-vax antisistema): 8,12%
@Osservatorioitaliano
#Italia#Suppletive
Camera dei Deputati, collegio di Rovigo - 20 sezioni scrutinate su 425
🔵 Alberto #DiRubba (CDX): 59,13%
🟠 Giacomo #Bovolenta (CSX): 31,51%
🟤 Giuseppe Padoan (No-vax antisistema): 9,36%
@Osservatorioitaliano
#Italia#Suppletive
✅ Giulio #Centenaro (#Lega|PfE) e Alberto #DiRubba (Lega) sono eletti deputati rispettivamente al posto dell’ex sottosegretario e attuale Assessore all’Industria Massimo #Bitonci e del Presidente della Regione Veneto, Alberto #Stefani.
@OsservatorioItaliano