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Developer Tools

Grounded.Codes is a developer tool. So is fmp-data. These posts cover building for developers — DX, API design, and the thinking behind tools that engineers actually want to use.

What You'll Find Here

  • Hands-on implementation notes for Developer Tools.
  • Production tradeoffs, reliability concerns, and practical patterns.
  • Links to related posts that help you go deeper quickly.
Grok 4.6 costs, limits, and evals vs the models I actually pay for
LLMs in Production

Grok 4.6 costs, limits, and evals vs the models I actually pay for

Grok Build is the coding-agent product. Grok 4.6 is the model that powers it. Official evals, API costs, and limits — copied from xAI, not rounded.

11 min read
Grok Bot vs Claude Desktop
AI Engineering

Grok Bot vs Claude Desktop

A both-sides compare of conversational Grok and Claude Desktop for beginners who want to automate work. No pick, no eval table.

9 min read
Claude Desktop for Beginners
AI Engineering

Claude Desktop for Beginners

Install Claude Desktop, start a first chat, add a novice MCP connection, and keep secrets out of the prompt. Not Claude Code.

9 min read