#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
🛰️ Flags of the #Kaliningrad Region and the City of Zelenogradsk are back from #ISS🌍 to be later exhibited in #Kaliningrad Regional Museum of History and Arts.
📸 by the Museum
🚀🌍Le commandant de l'ISS et envoyé spécial de TASS à bord, Sergueï Koud-Svertchkov, a montré des images du vaisseau spatial Crew Dragon approchant de la station.
#iss#espace
LIVE: Farewells, hatch closing for Soyuz MS-18 crew on ISS
Farewells and hatch closing for the Soyuz MS-18 crew on the International Space Station.
#Reuters#Live#News#Space#ISS
➖@reutersworldchannel➖
🇷🇺🛰️ Le vaisseau cargo Progress MS‑32 s’est désamarré du module Zvezda du segment russe de la Station spatiale internationale (ISS) avant l’arrivée d’un nouveau cargo, montre la retransmission de Roscosmos.
#russie#vaisseau#iss