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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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AI match predictions

@ai_match_prediction · Post #11790 · 04/27/2026, 01:05 PM

Peru Primera División🇵🇪 2026-04-27 20:00 UTC ADT vs. Club Deportivo Los Chankas Predicted outcome: Club Deportivo Los Chankas❌ Predicted score: 1:2 Actual: ADT 4:0 #ADT#ClubDeportivoLosChankas 2026-04-28 00:00 UTC Deportivo Garcilaso vs. FBC Melgar Predicted outcome: FBC Melgar❌ Predicted score: 1:2 Actual: Deportivo Garcilaso 1:0 #DeportivoGarcilaso#FBCMelgar #Football#PeruPrimeraDivisión

AI match predictions

@ai_match_prediction · Post #11253 · 04/03/2026, 09:05 AM

Peru Primera División🇵🇪 2026-04-03 16:00 UTC Sporting Cristal vs. UCV Moquegua Predicted outcome: Sporting Cristal❌ Predicted score: 4:0 Actual: UCV Moquegua 1:2 #SportingCristal#UCVMoquegua 2026-04-03 20:00 UTC Alianza Atletico vs. Atletico Grau Predicted outcome: Alianza Atletico❌ Predicted score: 1:0 Actual: Draw 2:2 #AlianzaAtletico#AtleticoGrau 2026-04-03 23:15 UTC Cienciano vs. ADT Predicted outcome: Cienciano✅ Predicted score: 2:1 Actual: Cienciano 3:2 #Cienciano#ADT #Football#PeruPrimeraDivisión

AI match predictions

@ai_match_prediction · Post #11998 · 05/09/2026, 01:06 PM

Peru Primera División🇵🇪 2026-05-09 18:00 UTC UCV Moquegua vs. ADT Predicted outcome: UCV Moquegua❌ Predicted score: 2:1 Actual: Draw 2:2 #UCVMoquegua#ADT 2026-05-09 20:15 UTC Atletico Grau vs. Cienciano Predicted outcome: Cienciano✅ Predicted score: 1:2 Actual: Cienciano 1:2 #AtleticoGrau#Cienciano 2026-05-10 01:00 UTC Alianza Lima vs. Sporting Cristal Predicted outcome: Alianza Lima❌ Predicted score: 3:1 Actual: Draw 1:1 #AlianzaLima#SportingCristal #Football#PeruPrimeraDivisión

AI match predictions

@ai_match_prediction · Post #11508 · 04/14/2026, 01:05 PM

Peru Primera División🇵🇪 2026-04-14 18:00 UTC UCV Moquegua vs. Juan Pablo II College Predicted outcome: UCV Moquegua✅ Predicted score: 2:1 Actual: UCV Moquegua 3:0 #UCVMoquegua#JuanPabloIICollege 2026-04-14 20:15 UTC ADT vs. Alianza Lima Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Alianza Lima 0:1 #ADT#AlianzaLima 2026-04-15 01:00 UTC Sport Boys vs. FBC Melgar Predicted outcome: Draw❌ Predicted score: 1:1 Actual: FBC Melgar 1:3 #SportBoys#FBCMelgar #Football#PeruPrimeraDivisión

AI match predictions

@ai_match_prediction · Post #11868 · 05/02/2026, 01:06 PM

Peru Primera División🇵🇪 2026-05-02 18:00 UTC FC Cajamarca vs. Sport Boys Predicted outcome: FC Cajamarca✅ Predicted score: 2:1 Actual: FC Cajamarca 3:2 #FCCajamarca#SportBoys 2026-05-02 20:15 UTC ADT vs. Atletico Grau Predicted outcome: ADT✅ Predicted score: 2:1 Actual: ADT 1:0 #ADT#AtleticoGrau 2026-05-02 22:30 UTC Cienciano vs. Comerciantes Unidos Predicted outcome: Cienciano✅ Predicted score: 2:1 Actual: Cienciano 1:0 #Cienciano#ComerciantesUnidos 2026-05-03 01:00 UTC Alianza Lima vs. UCV Moquegua Predicted outcome: Alianza Lima✅ Predicted score: 3:0 Actual: Alianza Lima 2:1 #AlianzaLima#UCVMoquegua #Football#PeruPrimeraDivisión

AI match predictions

@ai_match_prediction · Post #11578 · 04/18/2026, 01:06 PM

Peru Primera División🇵🇪 2026-04-18 18:00 UTC FC Cajamarca vs. ADT Predicted outcome: FC Cajamarca❌ Predicted score: 2:1 Actual: Draw 2:2 #FCCajamarca#ADT 2026-04-18 20:15 UTC Juan Pablo II College vs. Comerciantes Unidos Predicted outcome: Draw✅ Predicted score: 2:2 Actual: Draw 2:2 #JuanPabloIICollege#ComerciantesUnidos 2026-04-18 22:30 UTC Sport Huancayo vs. Deportivo Garcilaso Predicted outcome: Sport Huancayo✅ Predicted score: 2:1 Actual: Sport Huancayo 2:1 #SportHuancayo#DeportivoGarcilaso 2026-04-19 01:00 UTC Alianza Lima vs. Cusco Predicted outcome: Alianza Lima✅ Predicted score: 1:0 Actual: Alianza Lima 8:0 #AlianzaLima#Cusco #Football#PeruPrimeraDivisión