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Source channel @githubtrending · Post #14925 · Jul 7

#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

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IELTS|Newspapers & Magazines｜English

@emagzinewspars · Post #9463 · 11/03/2025, 03:27 AM

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#The_National_Geographic🇺🇸📕[PDF]⬇️ #November2025 #Monthly_Magazines For learning, for free(dom). @backupofmagazines This issue tours big frontiers: a colossal #NuclearFusion tokamak in France promises star power on Earth; botanists curate the world’s deadliest garden; a teenage Sherpa resets who belongs on alpine peaks; macro art peers through a bug’s eye; new science reframes adult #ADHD; crested gibbons show robotlike dances; wildfire imagery from the #SierraNevada; archaeologists ink themselves to decode ancient tattoos; and medics test human hibernation for deep-space care. Essential reading for explorers and pragmatists alike. #NationalGeographic#Climate#Energy#Biodiversity#Wildfire#Photography#Neuroscience#Space#Innovation#Science#Sustainability#Tokamak#Fusion amid accelerating #AI research and #GlobalTrends, shaping tomorrow’s decisions.