#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
TON — LIVE: Telegram Rises in Popularity Rankings
#Telegram#apps
The channel TON — LIVE reports that Telegram has moved up one rank in the list of the most popular apps for 2025.
Source: link
@tonlines
⚡️Trending Apps: New Voting System in Telegram Apps Center
#Telegram#Apps
Trending Apps announces that users can now influence the ranking of Mini Apps through a new voting system in the Telegram Apps Center. Active participants will be rewarded with exclusive SBTs and Telegram Gifts.
Source: link
@tonlines
⚡️Trending Apps: Upcoming Feature in Apps Center
#Telegram#Apps
Trending Apps announced a new feature in the Apps Center, aiming to enhance user engagement by allowing users to influence developments directly. This innovative approach is set to launch within the next 30 days, with more details to be revealed gradually.
Source: link
@tonlines
A partir de hoy amigos, estaré entregando #apps, recursos, plataformas y tips para usar la tecnología a su favor y mejorar las condiciones de #empleo📄📈