Advanced Agent Patterns: Complex Multi-Agent Systems
Choose the right execution pattern based on task complexity and agent capabilities.
20 articles
Choose the right execution pattern based on task complexity and agent capabilities.
Well-designed function calling creates powerful AI applications that interact safely with real systems.
Advanced RAG combines query expansion, hybrid retrieval, reranking, and context compression for better results.
Success with Fabric comes from treating it as a platform transformation, not just a technology deployment. Invest in people, process, and governance…
Multi-step reasoning is o1's superpower. Use these patterns to unlock its full potential.
AI agents often need to work with files - reading documents, processing data, generating outputs. Today I'm exploring safe and effective file handling patterns.
Tools extend what AI agents can do beyond text generation. Today I'm exploring patterns for effective tool use in production agents.
Building single agents is one thing. Orchestrating multiple agents for complex workflows is another. Today I'm exploring production-ready orchestration…
Azure OpenAI rate limits in mid-2023 are set per deployment per region, and hitting them is a normal operating condition rather than an exceptional one for…
Function calling patterns enable sophisticated AI agents. Tomorrow, I will cover building AI agents in more depth.
Redis is a popular in-memory data store that can be used as a cache. Azure Functions is a serverless compute service that can be used to run code on-demand…
When building applications with GPT 3 and other LLMs, you need to think about: Prompt design and management Chaining multiple LLM calls Testing and…
Exploring the local neighborhood of a vertex is one of the most common operations in graph databases.
Device twins provide the foundation for managing device state, configuration, and organization in IoT solutions.
Pattern matching in streaming data enables: Sequence detection Anomaly identification Business rule enforcement Fraud detection Predictive maintenance Azure…
Long polling is the workaround for near-real-time notifications in environments where WebSocket connections aren't available—the client sends an HTTP…
Category Example Recommended Approach Azure Services Storage, SQL Managed Identity External APIs Third party APIs Key Vault Certificates TLS, Auth Key Vault…
Use queues to handle variable load: Scale processing with multiple consumers: Process high priority items first: Coordinate long running business processes:…
CQRS with Azure services enables building highly scalable applications with optimized read and write paths. Azure SQL provides transactional guarantees for…