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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_Speakers · Post #3541 · 08/10/2018, 03:32 AM

Important Five: Common Errors in the use of Prepositions 1) For #Days#, we use 'On', For Dates, we use 'On', For months we use, 'In', For seasons we use 'In', For a particular time, we use 'At'. For morning and evening, we use 'In'. For night, we use# 'At'.# #At:# at 7 o'clock; at midday; at dinner; at Christmas #In:# in the evening; in Easter week; in September; in (the) winter; in 1864; in the 20th century #On:# on Friday; on April 1st; on Christmas Day #Incorrect:# My brother completed the project in a month’s time. #Correct:# My brother completed the project in a month. #Incorrect:# We love to visit the nearest market on Sunday. #Correct:# We love to visit the nearest market on #Sundays.# 2)The verbs lack, approach and enter are directly followed by objects without prepositions. Other verbs that do not normally take prepositions are: discuss, marry and resemble. #Incorrect:# Although my sister is intelligent, she lacks of confidence. #Correct:# Although my sister is intelligent, she# lacks confidence.# #Incorrect:# The train is now approaching to my city. #Correct:# The train is now #approaching my city.# #Incorrect:# The boys were not allowed to enter into the house. #Correct:# The boys were not allowed to #enter the house.# 3) The prepositions #in# and #on# are used to show position. To say where things are going, we use #into# and #onto.# #Incorrect: #The ball rolled slowly in the goal. #Correct:# The ball rolled slowly# into# the goal. #Incorrect:# She ran in the room crying. #Correct:# She ran #into# the room crying. 4) We use #in# to say how soon something will happen. #Within# means ‘inside’ or ‘not beyond’. #Incorrect:# The train will arrive #within# six minutes. #Correct:# The train will arrive# in# six minutes. #Incorrect#: You need to complete this book in a month. #Correct:# You need to complete this book within a month. #Incorrect:# If you don’t live by your income, you will have to pay huge debts. #Correct:# If you don’t live# within# your income, you will have to pay huge debts. 5) #Through# is used for movement in a three-dimensional space. #Incorrect:# The ball went #to# the window and fell on the ground. #Correct#: The ball went #through# the window and fell on the ground.