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Tagged: tools
WebMCP in Practice: Turning a Task Board Into Tools for AI Agents
WebMCP in practice: a task board turned into tools for AI agents with declarative and scripted tools, a changing tool list, an MCP bridge and a refusal.
14 min readSix Python AI Agent Frameworks Compared by Building the Same Agent
The same research agent built in LangGraph, CrewAI, PydanticAI, OpenAI Agents SDK, Smolagents and Google ADK, with lines, tokens, debug scores and a pick guide.
11 min readAgent Harness Explained: The Components That Turn an LLM Into an Agent
What an agent harness is, why long-running LLM agents need one, the eight components it's built from, and how they cooperate on a real coding agent task.
6 min readAgents Explained: Tools, System Prompts and the Thought-Action Loop
A beginner's walkthrough of how AI agents work: why chat models forget, how tools are described to an LLM, system prompts, ReAct, code agents and observations.
8 min readSpring AI + MCP: Expose Your Java Tools to Any AI Client (Even
Spring AI with MCP: expose Java tools to any AI client through Model Context Protocol, the problem it solves and a hands-on server you can connect today.
9 min readPractical notes: 5 CLI Tools for Managing Multiple AI Agents Without Losing
Operable walkthrough of Practical notes: 5 CLI Tools for Managing Multiple AI Agents Without Losing: contracts, checks, and drop-in code slots for teams shipping this pattern.
8 min readThe Ultimate Technical Guide to Open-Source RAG Tools
Open-source RAG tools for production: Docling for document parsing, chunking libraries, vector stores and LLM frameworks, with install and usage for each.
15 min readPractical notes: Prompt Engineering to AI System Design: RAG, Memory, Tools
Operable walkthrough of Practical notes: Prompt Engineering to AI System Design: RAG, Memory, Tools: contracts, checks, and drop-in code slots for teams shipping this pattern.
12 min readBuild Your First DevOps AI Agent Using LangChain + Bash Tools
Your first DevOps AI agent with LangChain and Bash tools: what it does, why LangChain fits, prerequisites, and running kubectl-style commands with guardrails.
18 min read
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