Migrating from Google Content API to Merchant API: Official Tools, Risks, and a Shopify-Focused Path
A practical guide to Google Merchant API migration, official MCP and Agent Skills, breaking changes, and tested Shopify-focused implementation patterns.
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Shopify App Pricing for Vibe Coders: What You Still Have to Build
A beginner friendly guide to Shopify App Pricing: plan selection, Partner API verification, entitlements, route guards, lifecycle states, caching and tests.
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Why AI Coding Assistants Hallucinate: The Context Problem
Why do Cursor, Claude Code and other AI coding assistants hallucinate? Learn how context quality, context bloat and repository knowledge affect AI generated code.
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How AI Coding Tools Understand Your Codebase: Cursor vs. Aider vs. Claude Code
Learn how Cursor, Aider and Claude Code navigate large codebases using repository search, Tree sitter, repo maps, subagents and progressive context discovery.
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How to Structure Your Repository for AI Coding Agents
Learn how to structure a codebase for AI coding agents using AGENTS.md, CLAUDE.md, scoped rules, documentation, tests and clear architectural boundaries.
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MCP Explained: Connecting AI Agents to Your Real Development Stack
Learn how Model Context Protocol (MCP) connects AI agents to APIs, documentation, databases and development tools, including its architecture, security model and real world use cases.
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The AI Coding Workflow That Actually Works: Context → Code → Tests → Verification
Learn a reliable AI coding workflow using context, planning, type checking, tests, builds, runtime verification, Git and human review to catch AI generated mistakes before production.
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AI Coding Token Costs Explained: How to Reduce Context, Output and Agent Costs
Learn where AI coding agent token costs come from and how retrieval, context management, compaction, subagents, caching and tools like Caveman can reduce unnecessary AI usage.
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Why AI Accounts Get Restricted: Policy Mistakes Developers Often Don’t Realize They’re Making
Using ChatGPT, Cursor or AI coding agents for scraping, automation or security work? Learn the common policy mistakes that can lead to warnings or account restrictions—and how to avoid them.
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