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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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Google Facts™ [ ️@googlefactss🌎]

@googlefactss · Post #40364 · 12/19/2025, 07:02 PM

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Chemists at UC Berkeley created a new catalytic process that turns plastic bags and bottles (polyolefins) into gases like propylene and isobutylene. These gases are used to make new plastics like polypropylene. The process uses cheap solid catalysts and can be scaled up for industrial use. This method helps recycle plastics better and supports a circular economy by turning waste into new materials. 🔄♻️ [Source] @googlefactss #plasticrecycling#catalysis#polyolefins#circularEconomy#sustainability#chemistry#innovation

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IELTS|Newspapers & Magazines｜English

@emagzinewspars · Post #9464 · 11/03/2025, 03:27 AM

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#The_Science🇺🇸📕[PDF]⬇️ 30 #October2025 #Weekly_Magazines For learning, for free(dom). @backupofmagazines This issue delivers a powerful special on the #MandalayEarthquake, unpacking rupture physics and how Earth’s crust defies its own limits. Seismic data, #AI-based imaging, and dual-material energy models reveal a new frontier in #Geophysics. Meanwhile, reports span #BigTech access wars, #COVID19 legacy effects, and synthetic antibodies for #Snakebite treatment. Behavioral studies highlight chimpanzee rationality and neural rewiring. Advances in #Catalysis, #Recycling, and #Neuroscience mark the rise of adaptive science facing global turbulence. From earthquakes to evolution, this issue captures the restless pulse of a changing planet. #ClimateCrisis#EarthScience#Innovation#Research

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