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@gifrumah · Post #7079 · 07/20/2025, 04:04 AM
#NINGNING
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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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@bubbletealuv · Post #3373 · 10/07/2025, 01:48 PM
ᝬ 🐒 𖠵 ゛ (( 🤩) new post by bubbletealuv ↝ #Ningning ➛ #Aespa.. ✨ …( emoji ) 💭 взяли? буду рад увидеть плюсы и реакции.
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@bubbletealuv · Post #2781 · 11/09/2024, 02:02 PM
ᝬ 🤩𖠵 ゛ (( 🐰) new post by bubbletealuv ↝ #Ningning➛ #Aespa.. ✨ …( emoji ) 💭 взяли? буду рад увидеть плюсы и реакции.
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@HELPFLORIN · Post #8294 · 07/10/2023, 06:11 PM
𖥻 🎧 ›› ֗ . . ✦ › › #ningning — #aespa ➫ 𝘁𝗮𝗴𝘀 — #icon `` взяⲗυ ♡゙ — ‹ + › ⲃ ⲕⲟⲙⲙ.
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@HELPFLORIN · Post #7752 · 05/21/2023, 01:11 PM
𖥻 🍵 ›› ֗ . . ✦ › › #ningning — #aespa ➫ 𝘁𝗮𝗴𝘀 — #icon (ⲃ ⲕⲟⲙⲙ.)) `` взяⲗυ ♡゙ — ‹ + › ⲃ ⲕⲟⲙⲙ.
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@HELPFLORIN · Post #7565 · 05/09/2023, 10:12 AM
𖥻 🎧 ›› ֗ . . ✦ › › #ningning — #aespa ➫ 𝘁𝗮𝗴𝘀 — #icon `` взяⲗυ ♡゙ — ‹ + › ⲃ ⲕⲟⲙⲙ.
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@HELPFLORIN · Post #6155 · 01/28/2023, 11:02 PM
𖥻 🍵 ›› ֗ . . ✦ › › #ningning — #aespa ➫ 𝘁𝗮𝗴𝘀 — #icon (ⲃ ⲕⲟⲙⲙ.)) `` взяⲗυ ♡゙ — ‹ + › ⲃ ⲕⲟⲙⲙ.
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@HELPFLORIN · Post #6152 · 01/28/2023, 11:00 PM
𖥻 🍵 ›› ֗ . . ✦ › › #ningning — #aespa ➫ 𝘁𝗮𝗴𝘀 — #icon (ⲃ ⲕⲟⲙⲙ.)) `` взяⲗυ ♡゙ — ‹ + › ⲃ ⲕⲟⲙⲙ.
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@HELPFLORIN · Post #6149 · 01/28/2023, 10:57 PM
𖥻 🍵 ›› ֗ . . ✦ › › #ningning — #aespa ➫ 𝘁𝗮𝗴𝘀 — #icon (ⲃ ⲕⲟⲙⲙ.)) `` взяⲗυ ♡゙ — ‹ + › ⲃ ⲕⲟⲙⲙ.
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@HELPFLORIN · Post #6029 · 01/22/2023, 09:05 AM
𖥻 🍵 ›› ֗ . . ✦ › › #ningning — #aespa ➫ 𝘁𝗮𝗴𝘀 — #icon (ⲃ ⲕⲟⲙⲙ.)) `` взяⲗυ ♡゙ — ‹ + › ⲃ ⲕⲟⲙⲙ.
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@fancam666 · Post #2184 · 05/25/2023, 10:28 AM
#宁艺卓#NingNing 戛纳红毯
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@HELPFLORIN · Post #7629 · 05/12/2023, 08:01 AM
𖥻 🍵 ›› ֗ . . ✦ › › #ningning — #aespa ➫ 𝘁𝗮𝗴𝘀 — #slicing (ⲃ ⲕⲟⲙⲙ.)) `` взяⲗυ ♡゙ — ‹ + › ⲃ ⲕⲟⲙⲙ.