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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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English From Zero to Hero

@Learn_English_from_Zero_to_Hero · Post #60602 · 01/26/2026, 04:56 PM

#Expressions 💥Throw sb off 'course : 🔅if sb/sth is thrown off course, they are forced away from the direction they should be travelling in: ▪️ The plane was thrown off course. 2🔅to force sb to change the direction in which their ideas or actions are moving: ▪️ The government was thrown off course by economic problems.

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English From Zero to Hero

@Learn_English_from_Zero_to_Hero · Post #60129 · 08/23/2025, 06:14 PM

#Expressions 💥Doom and gloom (uncountable) ▪️Something considered indicative of feelings of pessimism and despair. ▪️Antonyms: rainbows and unicorns, sunshine and rainbows. ⚡️The economic forecast contained the usual doom and gloom. ⚡️His sister was all doom and gloom after she lost the part.

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English From Zero to Hero

@Learn_English_from_Zero_to_Hero · Post #60128 · 08/23/2025, 06:12 PM

#Expressions 💥No great shakes (uncountable) ▪️(idiomatic) Something unexceptional, not noteworthy or special. ▪️Synonyms: nothing to write home about ⚡️You're welcome to stay here, but this hut ain't no great shakes for such as you.

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English From Zero to Hero

@Learn_English_from_Zero_to_Hero · Post #59966 · 07/30/2025, 07:01 PM

#Expressions 💥on the brink ●(idiomatic) Very nearly; imminent; close. ⚜The old building seemed to be on the brink of collapse.

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English From Zero to Hero

@Learn_English_from_Zero_to_Hero · Post #59965 · 07/30/2025, 07:01 PM

#Expressions 🔘on the level ▪️(idiomatic) Honest(ly), sincere(ly), straightforward(ly), fair(ly). 🔸He looks like a used car salesman, but he's really on thelevel, so you can trust him.

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English From Zero to Hero

@Learn_English_from_Zero_to_Hero · Post #59936 · 07/24/2025, 07:00 PM

#Expressions 💥Finer things ●That which is considered of a high quality, expensive or tasteful. •Example: ⚡️I'm not materialistic, though I do enjoy the finer things in life.

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English From Zero to Hero

@Learn_English_from_Zero_to_Hero · Post #59935 · 07/24/2025, 07:00 PM

#Expressions 💥Lose sleep over something •to worry about something •Example: ⚡️I know she's angry with me, but I'm not losing any sleep over it.

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English From Zero to Hero

@Learn_English_from_Zero_to_Hero · Post #59934 · 07/24/2025, 07:00 PM

#Expressions 💥Take the plunge •to do something important or difficult, especially after thinking about it for a long time. ●Example: ⚡️We're finally going to take the plunge and buy a house.

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English From Zero to Hero

@Learn_English_from_Zero_to_Hero · Post #59909 · 07/23/2025, 06:16 AM

#Expressions 💥Lend itself to sth FORMAL •to be suitable for a particular purpose •Example: ⚡️The novel's complex, imaginative style does not lend itself to translation.

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