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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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Les Flashs Météo 气象追踪

@chinaweatherinfomationupdate · Post #227339 · 05/18/2026, 03:38 PM

Honored by Prof. Hiroshi Takahashi's generosity in sharing his AAS Review Paper on land-surface influences on Asian monsoon precipitation and recommending the full special issue. Grateful for such support in advancing #climatescience ! Explore his study: https://link.springer.com/article/10.1007/s00376-026-5209-3#AAS via @aasjournal.bsky.social - Adv. Atmos. Sci.

Les Flashs Météo 气象追踪

@chinaweatherinfomationupdate · Post #227338 · 05/18/2026, 03:27 PM

At the Ocean-Monsoon Conference 2026, @agturnermonsoon.bsky.social of the University of Reading presented a striking visual: the same location in India, captured under drought and active monsoon conditions. Two extremes. One region. A powerful reminder of what is at stake. 🧵👇#AAS#Climatescience via @aasjournal.bsky.social - Adv. Atmos. Sci.

Les Flashs Météo 气象追踪

@chinaweatherinfomationupdate · Post #227337 · 05/18/2026, 03:17 PM

Prof. Bin Wang presented at #OpenMonsoonConference2026! His review examines Asian Summer Monsoon prediction, global warming impacts, and model advances, critical for food security and disaster prevention. Read it here: https://doi.org/10.1007/s00376-025-5019-z#AAS#Wcrp#SeaAndAtmosphere via @aasjournal.bsky.social - Adv. Atmos. Sci.

Les Flashs Météo 气象追踪

@chinaweatherinfomationupdate · Post #227336 · 05/18/2026, 02:19 PM

Prof. Tim Li's presentation on multi-timescale interactions in the global monsoon was a highlight at #OMC2026. His insights connect directly to his newly published paper exploring why some #LaNina events persist across multiple years. A compelling read. #AAS#AcademicSky#Science via @aasjournal.bsky.social - Adv. Atmos. Sci.

Les Flashs Météo 气象追踪

@chinaweatherinfomationupdate · Post #227335 · 05/18/2026, 02:18 PM

Prof. Tim Li's presentation on multi-timescale interactions in the global monsoon was a highlight at #OMC2026. His insights connect directly to his newly published paper exploring why some #LaNina events persist across multiple years. A compelling read. #AAS#AcademicSky#Science via @aasjournal.bsky.social - Adv. Atmos. Sci.