#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
CRPF QRT teams have taken over Security of Nabanna & other Key Govt HQs in West Bengal amid the power transition and have sealed all movements of Government Files, orders from Union Home Ministry
#Policy
West Bengal Chief Secretary orders all Department Secretaries and Head of Offices to ensure that no important paper or file is removed or damaged or taken out from the offices. #Policy
🚨 Indian Govt invokes Force Majeure for contracts hit by West Asia disruptions
👉🏻 West Asia situation treated as war-like event for contracts
👉🏻 Contractors can claim relief for delays linked to disruptions
👉🏻 Govt may grant 2–4 month extension case-by-case
👉🏻 No penalties or liquidated damages for eligible delays
👉🏻 Applies across goods, services & works contracts
👉🏻 Valid only if no prior default before 27 Feb 2026
👉🏻 Contracts delayed beyond 90 days may be terminated without penalty #Policy