Ops & Systems
16 posts in this category
Agent in Production — From Guardrails to Docker Deployment
Implement Input/Output Guardrails, LLM-as-Judge, Human-in-the-Loop, and deploy to production with FastAPI + Docker.
MCP + Multi-Agent — How Agents Share Tools and Collaborate
Standardize tools with MCP, build role-based multi-agent systems with CrewAI. A2A protocol and architecture selection guide.
LangGraph in Practice — Reflection Agent and Planning Patterns
Upgrade ReAct with Tool Calling, then build Reflection and Planning Agents with LangGraph.
Getting Started with AI Agents — Making LLMs Act with the ReAct Pattern
Understand the foundational ReAct pattern. The difference between chatbots and agents, the Thought-Action-Observation loop, and why ReAct falls short in production.
Google Stitch MCP API: Generate UI Designs via AI Agents
Google Labs Stitch now supports MCP servers, allowing AI tools like Claude Code and Cursor to generate UI designs through API calls. Note: Some details in this article are from unofficial sources and may change.
Securing ClawdBot with Cloudflare Tunnel
Learn about the security risks of exposed ClawdBot instances on Shodan and how to secure them using Cloudflare Tunnel.
Google Stitch MCP + Claude Code — Generate Production UI from Text Prompts
Complete walkthrough: Google Cloud project setup, service account config, MCP server connection, and real UI generation examples with screenshots.
The Blind Spot of Vibe Coding: Checking Your Server Without a Laptop
Ideas always come when you don't have your laptop
Building GraphRAG with Neo4j + LangChain
Automatically convert natural language questions to Cypher queries and generate accurate answers using relationship data from your graph database.
Overcoming RAG Limitations with Knowledge Graphs: Ontology-Based Retrieval Systems
Vector search alone isn't enough. Upgrade your RAG system with Knowledge Graphs that understand entity relationships.
Claude Code in Practice (5): Model Mix Strategy
Tests with Haiku, refactoring with Sonnet, architecture with Opus. Learn how to optimize both cost and quality by selecting the right model for each task.
Claude Code in Practice (4): Building MCP Servers
What if Claude could read Jira tickets, send Slack messages, and query your database? Learn how to extend Claude's capabilities with MCP servers.
Claude Code in Practice (3): Building Team Standards with Custom Skills
Complete new hire onboarding with just /setup-dev. Automate deployment with a single /deploy staging. Learn how to create team-specific commands with Custom Skills.
Claude Code in Practice (2): Automating Workflows with Hooks
What if Claude automatically ran lint, tests, and security scans every time it generated code? Learn how to automate team workflows with Hooks.
Claude Code in Practice (1): Context is Everything
One CLAUDE.md file can dramatically change your AI coding assistant's performance. Learn how to keep Claude on track in large-scale projects.
Claude Can't Read Your Database? Connect It Directly with MCP
Build an MCP server in 50 lines of Python to connect Claude to your database. Execute SQL queries with natural language.