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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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sudo recast

@sudo_recast · Post #516 · 11/23/2022, 01:40 PM

拖延了很久的普朗克配列鍵盤。零件全部是自己選購和組裝的,第一次客制化嘗試。 #planck#keyboard

Universe Mysteries 🪐

@cosmomyst · Post #403 · 10/10/2025, 06:21 PM

🪐 The cosmic microwave background, a faint glow that bathes the entire universe, carries subtle imprints called "acoustic peaks"—tiny wiggles in its temperature pattern, mapped by observatories like Planck. These acoustic peaks reveal the sound waves that rippled through the hot, dense plasma of the early universe, showing how matter and energy once "rang" together before the first atoms even formed. ✨ #microwaveradiation⚡#earlyuniverse⚡#planck⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries 👉more Channels ​

Universe Mysteries 🪐

@cosmomyst · Post #355 · 09/30/2025, 10:21 PM

🪐 Stretching across all of space, the cosmic microwave background is sprinkled with mysterious "hot" and "cold" rings—subtle patterns first mapped by the Planck satellite. One of these ring structures, dubbed the "CMB rings," shows up as smooth, circular features and could be the leftover imprint of massive waves moving through the young universe, giving scientists a unique window into the conditions just hundreds of thousands of years after the Big Bang. ✨ #cosmicmicrowavebackground⚡#earlyuniverse⚡#planck⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries 👉more Channels ​

Universe Mysteries 🪐

@cosmomyst · Post #207 · 09/01/2025, 08:11 PM

🪐 The cosmic microwave background (CMB) is a faint glow that fills the universe, left over from when the cosmos was just 380,000 years old. Tiny temperature differences in the CMB, first mapped in detail by the Planck satellite, reveal subtle "hot" and "cold" spots—clues to how galaxies, like the Milky Way and Andromeda, began to form from small ripples in the early universe. ✨ #microwave⚡#background⚡#universe⚡#Planck⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#cosmos⚡#space 👉subscribe Universe Mysteries ​