TGINSIGHT SIMILAR POSTS
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
Search: #microbes
@interesting_planet_facts · Post #1367 · 04/07/2026, 12:11 PM
🌎 In the Mariana Trench, the deepest part of the ocean, researchers have found strange microbial life living over 10,900 meters below the surface. These microbes survive by breaking down chemicals from rocks, not sunlight, and help recycle nutrients in this harsh environment. ✨ #ocean⚡#trench⚡#microbes 👉subscribe Interesting Planet 👉more Channels
@amazingeo · Post #456 · 11/15/2025, 08:31 PM
🌍 Some bacteria and fungi live deep in rocks of the lithosphere, far below where sunlight reaches. These life forms connect the biosphere to Earth's rocky layer in ways once thought impossible. ✨ #lithosphere⚡#biosphere⚡#microbes⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #262 · 09/19/2025, 12:12 AM
🌍 Earth’s spheres aren’t fixed—they overlap at microbe level. Extremophiles, tiny life forms, live deep underground rocks, linking the biosphere to the lithosphere in some of Earth's harshest zones. ✨ #lithosphere⚡#biosphere⚡#microbes⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍
@interesting_planet_facts · Post #382 · 07/22/2025, 02:22 AM
🌎 Vibrant hot springs in Yellowstone glow with brilliant colors thanks to heat-loving bacteria called thermophiles. These microbes produce pigments that create beautiful bands of green, yellow, and orange around the steaming pools. ✨ #Yellowstone⚡#microbes⚡#geology 👉subscribe Interesting Planet
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@interesting_planet_facts · Post #611 · 08/22/2025, 08:22 PM
🌎 The salt-loving halophiles of California’s pink Lake Hillier thrive where few others survive. These tiny microbes give the lake its vivid color by producing pigments that protect them from extreme salt and sunlight—turning the water a bubblegum pink! ✨ #microbes⚡#pigment⚡#lakes 👉subscribe Interesting Planet
@googlefactss · Post #40375 · 12/21/2025, 02:44 AM
After death, human microbes survive in soil and help break down the body. They work with soil microbes to speed up decomposition and recycle nitrogen, which plants need to grow. These microbes can live in the soil for months or years, turning dead bodies into nutrients that support new life. 🌱🦠💀 [Source] @googlefactss#Decomposition#Microbes#Soil#NitrogenCycle#Ecosystem