#jupyter_notebook#a2a#agentic_ai#dapr#dapr_pub_sub#dapr_service_invocation#dapr_sidecar#dapr_workflow#docker#kafka#kubernetes#langmem#mcp#openai#openai_agents_sdk#openai_api#postgresql_database#rabbitmq#rancher_desktop#redis#serverless_containers
The Dapr Agentic Cloud Ascent (DACA) design pattern helps you build powerful, scalable AI systems that can handle millions of AI agents working together without crashing. It uses Dapr technology with Kubernetes to efficiently manage many AI agents as lightweight virtual actors, ensuring fast response, reliability, and easy scaling. You can start small using free or low-cost cloud tools and grow to planet-scale systems. The OpenAI Agents SDK is recommended for beginners because it is simple, flexible, and gives you good control to develop AI agents quickly. This approach saves costs, avoids vendor lock-in, and supports resilient, event-driven AI workflows, making it ideal for developers aiming to create advanced, cloud-native AI applications[1][2][3][4].
https://github.com/panaversity/learn-agentic-ai
Brazil Serie A🇧🇷
2026-04-04 21:30 UTC
Sao Paulo vs. Cruzeiro
Predicted outcome: Sao Paulo✅
Predicted score: 2:1
Actual: Sao Paulo 4:1
#SaoPaulo#Cruzeiro
2026-04-04 23:30 UTC
Coritiba vs. Fluminense
Predicted outcome: Draw✅
Predicted score: 1:1
Actual: Draw 1:1
#Coritiba#Fluminense
2026-04-05 00:00 UTC
Vasco DA Gama vs. Botafogo
Predicted outcome: Vasco DA Gama❌
Predicted score: 2:1
Actual: Botafogo 1:2
#VascoDAGama#Botafogo
#Football#BrazilSerieA
CONMEBOL Libertadores🌎
2026-04-15 22:00 UTC
Cruzeiro vs. U. Catolica
Predicted outcome: Cruzeiro❌
Predicted score: 1:0
Actual: U. Catolica 1:2
#Cruzeiro#UCatolica
2026-04-15 22:00 UTC
Libertad Asuncion vs. Rosario Central
Predicted outcome: Draw❌
Predicted score: 0:0
Actual: Rosario Central 0:1
#LibertadAsuncion#RosarioCentral
2026-04-16 00:30 UTC
Fluminense vs. Independ. Rivadavia
Predicted outcome: Draw❌
Predicted score: 1:1
Actual: Independ. Rivadavia 1:2
#Fluminense#IndependienteRivadavia
2026-04-16 00:30 UTC
Corinthians vs. Santa Fe
Predicted outcome: Corinthians✅
Predicted score: 2:0
Actual: Corinthians 2:0
#Corinthians#SantaFe
2026-04-16 02:00 UTC
Independiente del Valle vs. UCV
Predicted outcome: UCV❌
Predicted score: 1:2
Actual: Independiente del Valle 3:1
#IndependientedelValle#UCV
#Football#CopaLibertadores