#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
🌍 In 2023, explorers finished mapping over 75% of the world’s seafloor in high detail, uncovering thousands of undersea mountains and canyons hidden beneath the oceans. ✨
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🌍 Over 80% of Earth’s ocean remains unmapped and unexplored by humans. Modern sonar and robotic submersibles are revealing new mountains, trenches, and species with every deep-sea journey. ✨
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🌍 The first map to show the Americas as a separate continent was made by German cartographer Martin Waldseemüller in 1507. It’s where the name “America” first appeared on a world map. ✨
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🌍 In 2022, explorers used sonar to map a hidden undersea volcano off Madagascar’s coast, revealing a peak 800 meters tall that was completely unknown before their expedition. ✨
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🌎 While mapping the ocean floor in 1947, researchers aboard HMS Challenger discovered the Mid-Atlantic Ridge, revealing Earth's largest mountain range hidden underwater. This seismic finding triggered the theory of plate tectonics—explaining how continents drift. The ridge stretches for over 16,000 kilometers beneath the Atlantic Ocean. ✨
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