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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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@interesting_planet_facts · Post #1020 · 11/10/2025, 06:11 PM
🌎 The mystery of the Irish elk lies in its enormous antlers, which could span up to 3.5 meters. Despite the name, it lived across Eurasia and wasn’t truly an elk. Fossils suggest it vanished about 7,700 years ago, possibly due to climate change and habitat loss at the end of the last Ice Age. ✨ #extinct⚡#paleontology⚡#megafauna 👉subscribe Interesting Planet 👉more Channels
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@english_bbc_learning · Post #3690 · 09/19/2025, 08:45 AM
😱 Lots of animal species are at risk of extinction. 🐘🦁🦒Can you choose the correct word to fill the gap? We’ll tell you the correct answer later! (Image: Getty) #environment#extinction#extinct#earth#animals#learnenglish#bbclearningenglish#vocab#englishquiz