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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 🌍

@interesting_planet_facts · Post #1345 · 03/18/2026, 10:11 PM

🌎 Tree rings, known as dendrochronology records, capture annual changes in climate and events like droughts or wildfires. The oldest living tree, a bristlecone pine in California, has over 4,800 growth rings. ✨ #trees⚡#climate⚡#history 👉subscribe Interesting Planet 👉more Channels ​

Interesting Planet 🌍

@interesting_planet_facts · Post #625 · 08/25/2025, 03:22 AM

🌎 Ancient tree rings hold Earth’s history! Each ring marks a year of growth, capturing clues about past climates, droughts, and even volcanic eruptions. Dendrochronology, the science of studying tree rings, helps scientists date events and understand how our planet’s environment has changed over centuries. ✨ #trees⚡#climate⚡#geology 👉subscribe Interesting Planet ​

FG - Freie Gedanken 🦁

@FGNews07 · Post #81739 · 04/01/2026, 03:17 PM

Wissenschaftler aus Belgrad haben mitten in einer der am stärksten verschmutzten Städte Europas einen 600-Liter-Tank mit Mikroalgen errichtet, der CO₂ absorbiert und Sauerstoff abgibt. Er wird mit Solarenergie betrieben, erfordert nur minimalen Wartungsaufwand und kann dort aufgestellt werden, wo Bäume keinen Platz finden. Das System namens Liquid3 erreicht die gleiche Leistung wie ein ausgewachsener Baum und könnte die Art und Weise neu definieren, wie Städte gegen Luftverschmutzung vorgehen. #Businessbulls#Trees t.me/FGNews07

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