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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 #960 · 10/24/2025, 06:11 PM

🌎 Off the coast of Australia, the mysterious "pink lakes" like Lake Hillier owe their color to the algae Dunaliella salina, which produce red pigments in salty environments. Lake Hillier’s pink hue remains stable even when bottled, due to the unique chemistry of its saline water. ✨ #ocean⚡#mystery⚡#algae 👉subscribe Interesting Planet 👉more Channels ​

Interesting Planet 🌍

@interesting_planet_facts · Post #588 · 08/19/2025, 01:22 PM

🌎 Red tides sometimes turn the ocean a rusty red or brown—caused by massive blooms of algae packed with pigments. These blooms can release toxins that harm fish and even impact local air quality, making ocean color changes a sign of dramatic ecological shifts. ✨ #ocean⚡#algae⚡#pigments 👉subscribe Interesting Planet

Interesting Planet 🌍

@interesting_planet_facts · Post #1305 · 02/20/2026, 12:11 PM

🌎 Red rain fell in the Indian state of Kerala in 2001, coloring streets and clothing. Scientists found the cause was airborne spores from local algae cells. Some showers were bright red for up to two months. ✨ #phenomena⚡#weather⚡#algae 👉subscribe Interesting Planet 👉more Channels ​