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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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Universe Mysteries 🪐

@cosmomyst · Post #615 · 01/11/2026, 12:21 PM

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🪐 In the galaxy Messier 87, located about 55 million light-years from Earth, the speed of light helps astronomers study powerful jets that erupt from its supermassive black hole. Light from these jets takes millions of years to cross the vast gulf to Earth, allowing scientists to observe how particles accelerated close to light speed behave over incredible distances and time, giving a glimpse into the dynamics of some of the universe’s most energetic events. ✨ #speedoflight⚡#messier87⚡#blackhole⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries 👉more Channels

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Universe Mysteries 🪐

@cosmomyst · Post #679 · 02/14/2026, 12:21 PM

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🪐 In the Virgo constellation, astronomers study galaxy clusters like Virgo Cluster to understand the universe’s endgame, using real data to measure how the mysterious force called dark energy is speeding up cosmic expansion. If this expansion keeps accelerating, even giant galaxies such as Messier 87 will someday drift so far apart that their light can no longer reach each other, resulting in a cold, ever-darkening universe filled with isolated islands of stars. ✨ #VirgoCluster⚡#darkenergy⚡#Messier87⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries 👉more Channels

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