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Source channel @githubtrending · Post #14925 · Jul 7

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#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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@hmangafor3duploadtest · Post #21025 · 01/15/2025, 03:52 PM

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#S_SUMMER_BREAK_1-3 #s_Turn" #s_Very_Merry_Christmas#s_Very_Merry_Christmas" #s_Villa" #s" #Sabotage_1#Sabotage_1-4 #Sabotage_2#Sabotage_3#Sabotage_4#Sail#Saisyuusyoku#sakai08#Santa_Swap#Satisfying_Needs_1-6 #saw2008#SD大學陪讀生林婉晴_1-3 #Secret_of_Beauty_03#Secret_of_Beauty_1_-_Stone_Lady #Secret_Of_Beauty_2_-_Orc_rituals #SedesDis#Seduction_the_Beast#Serge3d#Serge3dx#Serge3DX#ses21#Shassai#Sherry#Shin_Sangoku_Musou#Shiun#Shiun红忍的修行01-07 #Shota_Kyoudai_no_Itazura#ShowTime#silvercastle#Singer#Sister#Skin_Exprience#Skinsuit_Possession#Sky_Cat#Skyla_-_Wrong_Turn #SLASH#Slave_Plan_01-不知火舞は惨めではない #Slave_Plan_02-女性ファイター春麗をキャプチャ #Sleeping_Beauty_5#Sleeping_Beauty_6#Slumber_party#smallflyingrat#smallflyingrat（小飛鼠） #Smarttigerd#Sneaky_Bastard#Son_of_beach#Sorceress_Lori_-_Beyond_Death_+_Sold_To_Demons #Sound_Garden_1-6 #Space_Pirate#speaKCiao#Spellbound#Spider-Man #SR_3DART#Stacy_001#Stacy_002#Stan#stan13#Steri-Nurse_-_Come_Join_Us #Steri-Nurse_-_The_Lesson #Stopwatch_时间停止器#Strangers_in_a_StrangeLand_1-3 #Succubus_Trap#Sunny_Wheel#Supafly#SupaFly#sycosistg#System_Failure#t_Get_Caught_Again_+_Knight_Elayne_-_Game_of_Mischief" #TachibanaKizen#taka4106#Tanya_&_The_Succubus_1-3 #Telsis#Tento#TERESA_-_CAN_NOT_GO_BACK #The_Amazing_Elinor#The_Audition1-2\xa0\xa0 #The_Bang_1-2 #The_Boy_and_his_Dog#The_Call#The_Cloud_Temple_&_Redux #The_Crafty_Maid#The_Evolution_of_Hermine_Granger#The_exchange_student#The_Fall_Of_The_Swan_vol.1\xa0\xa0 #The_Fall_Of_The_Swan_vol.2_-_The_nightmare_of_a_ballet_dancer #The_Final#The_First_Prize#The_Game_+_Luna #The_Gift#The_Grandma_01-03 #The_healer#The_Holiday#The_Meeting#The_Obsession#The_Park_1#the_pw#The_Sacrifice_Ch.1-16_Completed\xa0\xa0 #The_Scandalous_Proposal#The_Sex_Toy#The_Special_Offer#The_Tan_1-8 #The_Trip_to_Egypt_1-3 #The_Trophy_Wife#The_Ultimate_Beast_Hunt#The_Ultimate_Goblin_Gangbang#The_Ultimate_Goblin_Gangbang_2#The_Ultimate_Slave_Training#The_Violinist#The_visit#TheMaskedMoron#Thief_Ezri_-_Don #Tia_001#Tia_002#Tifa#Tifa_Rape_by_Zombies#Tifa_vs_Fly#Tifa_vs_Roach#tifalover#Tim#TiMOP#tin_a_fool_TikTok_MYLF" #Tira#TKXS#Together_In_The_Army_Now_1#Together_In_The_Army_Now_2#Tomb_Raider_-_The_Death_Mask_of #TOP1女销售经理的堕落01#TOP1女销售经理的堕落02#TOP1女销售经理的堕落03#Tough_luck#Trade_Winds#Training_Tsunade#Trap_Video#Trapped_With_The_Orc#Trick_or_Treat_1_&_2_-_Jack_O #Trick_or_Treat_3_Part1_&_Part2 #Trick_or_Treat_4_-_Part_3 #Trick_or_Treat_4_-_Part_4 #Trick_or_Treat_4_-_Part_5 #Trick_or_Treat_4_Part1#Trick_or_Treat_4_Part2#Trick_or_Treat_5#Trick_or_Treat+Timmy_strikes_back\xa0\xa01-5 #TrophyMom_1-4 #trust2018#Tslove#uglive_4k#Uiafox#UIAFOX#Ultra_Lady_tai_Hae_Seijin#Ultraman#Ultrarin#uncensored#Underworld#uuG#V-Kris #V1z3t4#valentine_1-3 #Valentine_Episode_1#Valentine_Episode_1-2 #Valentine_Episode_2#Vampire_Hunters#Vchan

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#s_summer_break_1#s_turn#s_very_merry_christmas#s_villa#s#sabotage_1#sabotage_2#sabotage_3#sabotage_4#sail#saisyuusyoku#sakai08#santa_swap#satisfying_needs_1#saw2008#sd大學陪讀生林婉晴_1#secret_of_beauty_03#secret_of_beauty_1_#secret_of_beauty_2_#sedesdis#seduction_the_beast#serge3d#serge3dx#ses21#shassai#sherry#shin_sangoku_musou#shiun#shiun红忍的修行01#shota_kyoudai_no_itazura#showtime#silvercastle#singer#sister#skin_exprience#skinsuit_possession#sky_cat#skyla_#slash#slave_plan_01#slave_plan_02#sleeping_beauty_5#sleeping_beauty_6#slumber_party#smallflyingrat#smarttigerd#sneaky_bastard#son_of_beach#sorceress_lori_#sound_garden_1#space_pirate#speakciao#spellbound#spider#sr_3dart#stacy_001#stacy_002#stan#stan13#steri#stopwatch_时间停止器#strangers_in_a_strangeland_1#succubus_trap#sunny_wheel#supafly#sycosistg#system_failure#t_get_caught_again_#tachibanakizen#taka4106#tanya_#telsis#tento#teresa_#the_amazing_elinor#the_audition1#the_bang_1#the_boy_and_his_dog#the_call#the_cloud_temple_#the_crafty_maid#the_evolution_of_hermine_granger#the_exchange_student#the_fall_of_the_swan_vol#the_final#the_first_prize#the_game_#the_gift#the_grandma_01#the_healer#the_holiday#the_meeting#the_obsession#the_park_1#the_pw#the_sacrifice_ch#the_scandalous_proposal#the_sex_toy#the_special_offer#the_tan_1#the_trip_to_egypt_1#the_trophy_wife#the_ultimate_beast_hunt#the_ultimate_goblin_gangbang#the_ultimate_goblin_gangbang_2#the_ultimate_slave_training#the_violinist#the_visit#themaskedmoron#thief_ezri_#tia_001#tia_002#tifa#tifa_rape_by_zombies#tifa_vs_fly#tifa_vs_roach#tifalover#tim#timop#tin_a_fool_tiktok_mylf#tira#tkxs#together_in_the_army_now_1#together_in_the_army_now_2#tomb_raider_#top1女销售经理的堕落01#top1女销售经理的堕落02#top1女销售经理的堕落03#tough_luck#trade_winds#training_tsunade#trap_video#trapped_with_the_orc#trick_or_treat_1_#trick_or_treat_3_part1_#trick_or_treat_4_#trick_or_treat_4_part1#trick_or_treat_4_part2#trick_or_treat_5#trick_or_treat#trophymom_1#trust2018#tslove#uglive_4k#uiafox#ultra_lady_tai_hae_seijin#ultraman#ultrarin#uncensored#underworld#uug#v#v1z3t4#valentine_1#valentine_episode_1#valentine_episode_2#vampire_hunters#vchan