GPT-5.4 makes prompt caching automatic with no configuration required. This part covers how OpenAI’s caching works under the hood, how to structure prompts for maximum hit rates, how the new Tool Search feature reduces agent token costs, and a full production C# implementation with cost tracking.
Tag: c#
Distributed Tracing for LLM Applications with OpenTelemetry
You cannot fix what you cannot see. This post walks through instrumenting a full LLM pipeline with OpenTelemetry in Node.js, Python, and C# — capturing every span from user request through retrieval, model call, tool execution, and response.
Building A2A Agent Servers in Python and C# (Part 4 of 8)
Implement a fully A2A-compliant agent server in both Python (FastAPI) and C# (ASP.NET Core). Same Inventory Management Agent from Part 3, same architecture, two more languages. Production-ready patterns for enterprise teams.
Single Agent Implementation with Semantic Kernel: Complete Guide to Building Autonomous Agents (Part 3 of 8)
With your Azure AI Foundry development environment properly configured, you are ready to build your first autonomous agent using Semantic Kernel. This article provides comprehensive
Azure AI Foundry Foundation Setup: Complete Development Environment Guide (Part 2 of 8)
Building production-ready agentic AI systems on Azure AI Foundry requires proper foundation setup across your development environment, Azure infrastructure, and security configuration. This article provides
Building Autonomous AI Agents with Model Context Protocol
Learn to build production-ready autonomous AI agents with Model Context Protocol. Complete implementation guide covering Python, Node.js, and C# with OAuth 2.1 security patterns, rate limiting, and enterprise deployment strategies.
Complete Guide to Claude Agent Skills: Part 4 – Integrating Skills with Claude API
Master Claude Agent Skills API integration with comprehensive code examples in Node.js, Python, and C#. Learn skill management, container reuse, multi-turn conversations, prompt caching, error handling, and production best practices for enterprise applications.
Complete Guide to Claude Agent Skills: Part 2 – Creating Your First Custom Skill
Learn how to create your first Claude Agent Skill with this hands-on tutorial. Includes complete code examples in Node.js, Python, and C#, step-by-step instructions for uploading to Claude.ai and API integration, and best practices for testing and validation.
Building Production-Ready Claude Skills: A Complete Guide to Extending AI Capabilities with Custom Workflows
Learn how to build production-ready Claude Skills that extend AI capabilities through modular, filesystem-based components. This comprehensive guide covers architecture principles, implementation in Node.js, Python, and C#, API integration, and real-world enterprise use cases.
Azure AI Foundry with Anthropic Claude Part 5: Enterprise C# Integration – Complete .NET Implementation Guide
Enterprise C# implementation guide for Claude in Azure AI Foundry. Learn Anthropic SDK integration, DefaultAzureCredential authentication, strongly-typed configuration, conversation management, streaming responses, dependency injection patterns, and production-ready application architecture.