Serverless Showdown: Cloud Run vs Cloud Functions vs App Engine Choosing the Right GCP Compute Platform for Your Workload I’ve deployed applications to all three GCP serverless platforms—Cloud Run, Cloud Functions, and App Engine. Each has strengths, but choosing wrong costs time and money. I’ve seen teams spend weeks migrating from App Engine to Cloud […]
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BigQuery Unleashed: Building Enterprise Data Warehouses That Scale to Petabytes
Introduction: BigQuery stands as Google Cloud’s crown jewel—a serverless, petabyte-scale data warehouse that has fundamentally changed how enterprises approach analytics. This comprehensive guide explores BigQuery’s enterprise capabilities, from columnar storage and slot-based execution to advanced features like BigQuery ML, BI Engine, and real-time streaming. After architecting data platforms across all major cloud providers, I’ve found […]
Read more →Advanced Multi-Agent Patterns: Workflow Orchestration and Enterprise Integration with AutoGen
📖 Part 6 of 6 | Microsoft AutoGen: Building Multi-Agent AI Systems 📚 Microsoft AutoGen Series Introduction Communication Patterns Code Generation RAG Integration Production Deployment Advanced Patterns ← Part 5🎉 Series Complete! With production deployment from Part 5, we now explore advanced enterprise patterns for complex workflows. ℹ️ INFO Advanced patterns address the complexity gap […]
Read more →Deploying Multi-Agent AI Systems to Production: Scaling AutoGen with Kubernetes
📖 Part 5 of 6 | Microsoft AutoGen: Building Multi-Agent AI Systems 📚 Microsoft AutoGen Series Introduction Communication Patterns Code Generation RAG Integration Production Deployment Advanced Patterns ← Part 4Part 6 → With RAG-enhanced agents from Part 4, we now deploy multi-agent systems to production using Kubernetes. ℹ️ INFO Single-agent systems are straightforward to deploy. […]
Read more →Building Knowledge-Grounded AI Agents: RAG Integration with Microsoft AutoGen
📖 Part 4 of 6 | Microsoft AutoGen: Building Multi-Agent AI Systems 📚 Microsoft AutoGen Series Introduction Communication Patterns Code Generation RAG Integration Production Deployment Advanced Patterns ← Part 3Part 5 → Building on code generation from Part 3, we now enhance our agents with knowledge retrieval capabilities. ℹ️ INFO Traditional LLM agents rely solely […]
Read more →Automated Code Generation with Microsoft AutoGen: Building AI-Powered Development Teams
📖 Part 3 of 6 | Microsoft AutoGen: Building Multi-Agent AI Systems 📚 Microsoft AutoGen Series Introduction Communication Patterns Code Generation RAG Integration Production Deployment Advanced Patterns ← Part 2Part 4 → Building on communication patterns from Part 2, we now apply them to automated code generation—one of the most powerful applications of multi-agent systems. […]
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