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MCP Primitives: Tools, Resources, and Prompts

Backend

August 20269 min read

MCP Primitives: Tools, Resources, and Prompts

Understand the three MCP server primitives: model-controlled tools, application-controlled resources, and user-controlled prompts, and how to choose the right one for each job.

Security

August 20269 min read

MCP Server Security Checklist for Developers

A field checklist for hardening MCP servers: token audience validation, SSRF and session defenses, stdio and HTTP transport risks, and supply-chain threats.

TDD With AI Coding Agents: A Practical Workflow

Software Development

August 20269 min read

TDD With AI Coding Agents: A Practical Workflow

How test-driven development keeps AI coding agents honest: write failing tests first, freeze them, and let the agent iterate to green on the code that matters.

How to Test AI-Generated Code: Best Practices

Software Development

August 20269 min read

How to Test AI-Generated Code: Best Practices

AI writes the first 70 percent fast and the last 30 percent badly. A layered testing strategy for treating AI-generated code as an untrusted junior pull request.

Verification Loops: The Core Agentic Coding Skill

Software Development

August 20269 min read

Verification Loops: The Core Agentic Coding Skill

The single habit that separates a useful coding agent from a plausible-sounding one: giving it a fast, deterministic way to check its own work and iterate to green.

AI Agents for Legacy Code Migration: A Guide

Software Development

August 202610 min read

AI Agents for Legacy Code Migration: A Guide

Framework upgrades and language ports are repetitive, well-specified, and verifiable, exactly the shape AI agents handle well. How to run one safely with a test net.

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