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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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Google Facts™ [ ️@googlefactss🌎]

@googlefactss · Post #40824 · 03/18/2026, 08:32 PM

Only about 30 locations worldwide feature singing dunes, primarily crescent-shaped barchans, found in deserts like the Gobi, Mojave, and Taklamakan. These dunes produce deep hums or musical notes when sand avalanches slide down their slopes. The sound happens as grains of sand rub together, creating vibrations amplified by the dune’s structure, much like a violin or cello. The sand must be dry, with grains that are uniform in size and spherical, allowing for optimal vibration transfer. Acting like a natural instrument, the dune resonates and amplifies the sound, which can be heard up to 10 km away. This unique phenomenon can last for minutes, depending on the dune. Not all dunes sing, as specific conditions—like dry sand and the right grain size—are required for the sound. 🎶🏜️🎵 [Read and hear more] [Read and see more] @googlefactss #SingingDunes#DesertSounds#NatureScience#GeologicalWonders#MusicalDunes#Dune

Google Facts™ [ ️@googlefactss🌎]

@googlefactss · Post #40930 · 04/14/2026, 10:01 PM

The Titicaca water frog (Telmatobius culeus) can absorb oxygen through its skin, an adaptation that helps it survive in the high-altitude waters of Lake Titicaca, where oxygen levels are low. This unique ability allows it to thrive in an environment where most other species struggle. The frog's skin is highly vascularized, increasing its efficiency at absorbing oxygen directly from the water. 💧🐸⛰️ [Read more] (Frog memes allowed here) @googlefactss #FrogFacts#TiticacaFrog#TelmatobiusCuleus#NatureScience#UniqueAdaptations#Amphibians#ItsWednesdayMyDudes If you have ideas or feedback contact us: @Googlefactss_Feedback_bot