Manage complex multi-step workflows with single-prompt LLM calls leads to fragile automation & context gaps. Autonomous AI agents resolve this by combining reasoning models with programmatic tool execution. This technical explains how to build a resilient autonomous agent loop in Python using Claude Sonnet and the Anthropic Tool Use API. Learn schemas, manage agentic loops, enforce safety guards. #Python #Anthropic #AIAgents #LLMs #SoftwareEngineering #Automation #MachineLearning #AIEngineering
Model Context Protocol (MCP) bridges the gap between LLMs and local infrastructure. This technical guide explores how MCP powers Claude Code, enabling agentic workflows across local databases, APIs, and file systems. Learn to configure stdio and SSE transports, set up custom MCP servers, and enforce strict security controls across your developer tooling. #ClaudeCode #ModelContextProtocol #MCP #DevOps #AIEngineering #LLMs #Anthropic #CLI #SoftwareArchitecture #Automation
Managing enterprise secrets across distributed environments requires zero-touch recovery and strict security controls. This technical guide explains how to deploy HashiCorp Vault on AWS using Terraform and Ansible, integrated with AWS KMS for automated, zero-touch unsealing across server reboots. Learn to configure seal stanzas, IAM policies, and dynamic secret delivery pipelines. #HashiCorpVault #AWSKMS #Terraform #Ansible #DevOps #Security #CloudSecurity #IaC #DevSecOps #SysAdmin