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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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Импульс ГУАП

@guap_mol · Post #3403 · 01/10/2026, 12:03 PM

Ассоциации▫️ ➿➿➿➿➿➿➿➿➿➿ Возвращаем давнюю идею в новых реалиях 🤩 Сегодня ты сможешь ещё лучше узнатьпредседателя профбюро факультета №6 ➿➿➿➿➿➿➿➿➿➿ #AC Источник: Козырная Шестёрка

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proWines🍷

@pro_Wines · Post #2518 · 08/15/2023, 06:19 PM

Испания 🇪🇸, Монастрель. Шикарно, по-мужски, ягодно, сочно, пыль, земля и перец. Фруктиков тут не будет)) Даже пробку однозначно в коллекцию, здесь и искры и надпись "music for your tangue" - Музыка для твоего языка.... Ценник +/- 1000р. #AC/DC @pro_Wines

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Pensive|

@PensivePost · Post #5022 · 03/25/2021, 02:19 PM

I had a dream , a dream of delusion A man with muscles better and nerves more A suit was his only wear He held me close His perfume made me crazy I could smell his hormones that made me dizzy A man perfect than the word , have ever seen before All seemed a piece of fiction , time stopped around me I saw his lips part , desire spoke “You are mine , I don't allow you to look at others and smile” My heart beat faster , felt his warmth of lips on mine I closed my eyes to feel , opened and found lying in the sofa Although a dream but the man I want . From love lorn to a walter The man kept the fire in me burn I perfected fake smile , ambition in me spoke From bubbly to cold I made myself perfect than the word Perfect man in dreams to a perfect lady in life Adoring him to adored by all the men My life changed from a turmoil to utopia #review#poetry#AC

Tutto Elezioni

@tuttoelezioni · Post #1283 · 09/29/2025, 05:08 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Distribuzione dei seggi. 🟦 Union Valdôtaine (#UV|G/EFA): 12 🟦 Autonomisti di Centro (#AC): 6 🟦 Fratelli d'Italia (#FdI|ECR): 4 🟦 Forza Italia (#FI|PPE): 4 🟩 Lega (#LSP|PfE): 3 🟧 Partito Democratico (#PD|S&D): 3 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 3 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 0 🟦 Valle d'Aosta Futura (#VdAF): 0 Totale: 35 Maggioranza: 18 @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1282 · 09/29/2025, 05:06 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 65.011/65.011 (100%). 🟦 Union Valdôtaine (#UV|G/EFA): 31,97% 🟦 Autonomisti di Centro (#AC): 14,05% 🟦 Fratelli d'Italia (#FdI|ECR): 10,99% 🟦 Forza Italia (#FI|PPE): 10,05% 🟩 Lega (#LSP|PfE): 8,38% 🟧 Partito Democratico (#PD|S&D): 8,04% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,32% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 5,56% 🟦 Valle d'Aosta Futura (#VdAF): 4,64% @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1281 · 09/29/2025, 04:13 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 62.301/65.011 (95,83%). 🟦 Union Valdôtaine (#UV|G/EFA): 31,77% 🟦 Autonomisti di Centro (#AC): 14,07% 🟦 Fratelli d'Italia (#FdI|ECR): 11,03% 🟦 Forza Italia (#FI|PPE): 10,12% 🟩 Lega (#LSP|PfE): 8,41% 🟧 Partito Democratico (#PD|S&D): 8,08% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,32% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 5,57% 🟦 Valle d'Aosta Futura (#VdAF): 4,62% @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1273 · 09/29/2025, 01:36 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 42.720/65.011 (65,71%). 🟦 Union Valdôtaine (#UV|G/EFA): 31,38% 🟦 Autonomisti di Centro (#AC): 14,08% 🟦 Fratelli d'Italia (#FdI|ECR): 10,98% 🟦 Forza Italia (#FI|PPE): 10,49% 🟩 Lega (#LSP|PfE): 8,72% 🟧 Partito Democratico (#PD|S&D): 8,00% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,18% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 5,56% 🟦 Valle d'Aosta Futura (#VdAF): 4,62% @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1272 · 09/29/2025, 01:18 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 38.050/65.011 (58,53%). 🟦 Union Valdôtaine (#UV|G/EFA): 31,55% 🟦 Autonomisti di Centro (#AC): 14,14% 🟦 Fratelli d'Italia (#FdI|ECR): 10,83% 🟦 Forza Italia (#FI|PPE): 10,46% 🟩 Lega (#LSP|PfE): 8,71% 🟧 Partito Democratico (#PD|S&D): 7,99% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,17% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 5,53% 🟦 Valle d'Aosta Futura (#VdAF): 4,62% @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1269 · 09/29/2025, 12:50 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 35.027/65.011 (53,88%). 🟦 Union Valdôtaine (#UV|G/EFA): 30,90% 🟦 Autonomisti di Centro (#AC): 14,34% 🟦 Fratelli d'Italia (#FdI|ECR): 10,99% 🟦 Forza Italia (#FI|PPE): 10,54% 🟩 Lega (#LSP|PfE): 8,81% 🟧 Partito Democratico (#PD|S&D): 8,01% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,09% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 5,62% 🟦 Valle d'Aosta Futura (#VdAF): 4,70% @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1268 · 09/29/2025, 12:30 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 31.743/65.011 (48,83%). 🟦 Union Valdôtaine (#UV|G/EFA): 29,99% 🟦 Autonomisti di Centro (#AC): 14,47% 🟦 Fratelli d'Italia (#FdI|ECR): 11,09% 🟦 Forza Italia (#FI|PPE): 10,84% 🟩 Lega (#LSP|PfE): 9,08% 🟧 Partito Democratico (#PD|S&D): 8,18% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,05% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 5,68% 🟦 Valle d'Aosta Futura (#VdAF): 4,63% @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1264 · 09/29/2025, 11:21 AM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 22.188/65.011 (34,13%). 🟦 Union Valdôtaine (#UV|G/EFA): 26,93% 🟦 Autonomisti di Centro (#AC): 14,27% 🟦 Forza Italia (#FI|PPE): 12,07% 🟦 Fratelli d'Italia (#FdI|ECR): 11,82% 🟩 Lega (#LSP|PfE): 9,23% 🟧 Partito Democratico (#PD|S&D): 9,01% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,09% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 6,08% 🟦 Valle d'Aosta Futura (#VdAF): 4,50% @TuttoElezioni

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