TGINSIGHT SIMILAR POSTS
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_prediction · Post #11720 · 04/25/2026, 05:05 AM
Italy Serie A🇮🇹 2026-04-25 13:00 UTC Parma vs. Pisa Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Parma 1:0 #Parma#Pisa 2026-04-25 16:00 UTC Bologna vs. AS Roma Predicted outcome: AS Roma✅ Predicted score: 0:1 Actual: AS Roma 0:2 #Bologna#Roma 2026-04-25 18:45 UTC Hellas Verona vs. Lecce Predicted outcome: Draw✅ Predicted score: 1:1 Actual: Draw 0:0 #HellasVerona#Lecce #Football#ItalySerieA
@ai_match_prediction · Post #11273 · 04/04/2026, 05:05 AM
Italy Serie A🇮🇹 2026-04-04 13:00 UTC Sassuolo vs. Cagliari Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Sassuolo 2:1 #Sassuolo#Cagliari 2026-04-04 16:00 UTC Hellas Verona vs. Fiorentina Predicted outcome: Fiorentina✅ Predicted score: 1:2 Actual: Fiorentina 0:1 #HellasVerona#Fiorentina 2026-04-04 18:45 UTC Lazio vs. Parma Predicted outcome: Lazio❌ Predicted score: 1:0 Actual: Draw 1:1 #Lazio#Parma #Football#ItalySerieA
@ai_match_prediction · Post #11878 · 05/03/2026, 05:05 AM
Italy Serie A🇮🇹 2026-05-03 10:30 UTC Bologna vs. Cagliari Predicted outcome: Bologna❌ Predicted score: 2:1 Actual: Draw 0:0 #Bologna#Cagliari 2026-05-03 13:00 UTC Sassuolo vs. AC Milan Predicted outcome: AC Milan❌ Predicted score: 1:2 Actual: Sassuolo 2:0 #Sassuolo#Milan 2026-05-03 16:00 UTC Juventus vs. Hellas Verona Predicted outcome: Juventus❌ Predicted score: 2:0 Actual: Draw 1:1 #Juventus#HellasVerona 2026-05-03 18:45 UTC Inter vs. Parma Predicted outcome: Inter✅ Predicted score: 3:1 Actual: Inter 2:0 #Inter#Parma #Football#ItalySerieA
@ai_match_prediction · Post #11594 · 04/19/2026, 05:05 AM
Italy Serie A🇮🇹 2026-04-19 10:30 UTC Cremonese vs. Torino Predicted outcome: Draw✅ Predicted score: 1:1 Actual: Draw 0:0 #Cremonese#Torino 2026-04-19 13:00 UTC Hellas Verona vs. AC Milan Predicted outcome: AC Milan✅ Predicted score: 0:2 Actual: AC Milan 0:1 #HellasVerona#Milan 🔥 PREMIUM PICK 🔥 2026-04-19 16:00 UTC Pisa vs. Genoa Predicted outcome: Genoa✅ Predicted score: 0:1 Actual: Genoa 1:2 #Pisa#Genoa 2026-04-19 18:45 UTC Juventus vs. Bologna Predicted outcome: Juventus✅ Predicted score: 2:1 Actual: Juventus 2:0 #Juventus#Bologna #Football#ItalySerieA
@ai_match_prediction · Post #11423 · 04/11/2026, 05:05 AM
Italy Serie A🇮🇹 2026-04-11 13:00 UTC Cagliari vs. Cremonese Predicted outcome: Cagliari✅ Predicted score: 1:0 Actual: Cagliari 1:0 #Cagliari#Cremonese 2026-04-11 13:00 UTC Torino vs. Hellas Verona Predicted outcome: Torino✅ Predicted score: 2:1 Actual: Torino 2:1 #Torino#HellasVerona 2026-04-11 16:00 UTC AC Milan vs. Udinese Predicted outcome: AC Milan❌ Predicted score: 1:0 Actual: Udinese 0:3 #Milan#Udinese 2026-04-11 18:45 UTC Atalanta vs. Juventus Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Juventus 0:1 #Atalanta#Juventus #Football#ItalySerieA
@ai_match_prediction · Post #11143 · 03/22/2026, 05:05 AM
Italy Serie A🇮🇹 2026-03-22 11:30 UTC Como vs. Pisa Predicted outcome: Como✅ Predicted score: 2:1 Actual: Como 5:0 #Como#Pisa 2026-03-22 14:00 UTC Atalanta vs. Hellas Verona Predicted outcome: Atalanta✅ Predicted score: 2:1 Actual: Atalanta 1:0 #Atalanta#HellasVerona 🔥 PREMIUM PICK 🔥 2026-03-22 14:00 UTC Bologna vs. Lazio Predicted outcome: Draw❌ Predicted score: 1:1 Actual: Lazio 0:2 #Bologna#Lazio 2026-03-22 17:00 UTC AS Roma vs. Lecce Predicted outcome: AS Roma✅ Predicted score: 2:1 Actual: AS Roma 1:0 #Roma#Lecce 2026-03-22 19:45 UTC Fiorentina vs. Inter Predicted outcome: Inter❌ Predicted score: 1:2 Actual: Draw 1:1 #Fiorentina#Inter #Football#ItalySerieA
@ai_match_prediction · Post #12009 · 05/10/2026, 05:05 AM
Italy Serie A🇮🇹 2026-05-10 10:30 UTC Hellas Verona vs. Como Predicted outcome: Como✅ Predicted score: 0:1 Actual: Como 0:1 #HellasVerona#Como 2026-05-10 13:00 UTC Fiorentina vs. Genoa Predicted outcome: Genoa❌ Predicted score: 1:2 Actual: Draw 0:0 #Fiorentina#Genoa 2026-05-10 13:00 UTC Cremonese vs. Pisa Predicted outcome: Cremonese✅ Predicted score: 2:1 Actual: Cremonese 3:0 #Cremonese#Pisa 2026-05-10 16:00 UTC Parma vs. AS Roma Predicted outcome: AS Roma✅ Predicted score: 1:2 Actual: AS Roma 2:3 #Parma#Roma 2026-05-10 18:45 UTC AC Milan vs. Atalanta Predicted outcome: Atalanta✅ Predicted score: 1:2 Actual: Atalanta 2:3 #Milan#Atalanta #Football#ItalySerieA