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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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Journey to Fluency

@fluencyinenglish · Post #7908 · 02/17/2026, 07:57 PM

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Difference Between “drop out” and “be dropped out” Many people make this mistake: ❌ I was dropped out This sentence is grammatically incorrect. The correct structure is: ✅ I dropped out. Meaning: I voluntarily left or withdrew from school/university. Why “was dropped out” is wrong “Drop out” is an intransitive verb. It does not take an object, so it cannot be used in the passive voice. ❌ You cannot say: I was dropped out of university. Because dropping out is something you do yourself. Correct Usage If it was your decision: I dropped out of university. If it wasn’t your decision: Use other verbs to express that: I was expelled from university. I was forced to leave university. @fluencyinenglish #EnglishGrammar#GrammarTips#DropOut#PassiveVoice#IntransitiveVerbs#IELTSGrammar#CommonMistakes#LearnEnglish#TEFL

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