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  • Skills vs plugins vs MCP vs subagents in Claude Code: how to choose

    Six extension mechanisms, and only three of them are different kinds of thing. What each one is, where it lives, when the model reaches for it, and the honest edge cases where two genuinely overlap — plus the two changes that broke everyone's mental model: custom commands are now skills, and MCP…

    Backgrind Blog18 min read
  • Building an agent on the Claude Agent SDK

    Claude Code as a library — and the field almost everyone misreads. We ran the same agent twice: allowedTools is an auto-approve list, not a sandbox, and the first run called Bash despite Bash not being on it.

    Backgrind Blog11 min read
  • Cloud coding agents compared: Jules, Codex Cloud, and Claude Code on the web

    Three agents that run on a machine that is not yours and hand back a pull request. How a task gets in, what each sandbox can reach, where secrets end up, how the result comes back — and the under-documented part: Jules ships a real REST API, Codex Cloud has only a CLI, and Claude Code on the web…

    Backgrind Blog20 min read
  • The security model of agent skills: what you are actually installing

    A skill is not data — it is instructions that steer your agent inside your repository, with your credentials. One realistic attack chain traced end to end, why the permission system rather than the skill file is the trust boundary, why commit-pinning fails outright for most repos through the Skills…

    Backgrind Blog15 min read
  • How to install Kimi Code, Moonshot's coding-agent CLI

    Install commands for macOS, Windows and npm, the OAuth vs API-key sign-in, the real Node floor, the telemetry-on-by-default caveat, and what a K3 session costs on a membership vs the API.

    Backgrind Blog9 min read
  • Kimi K3 open weights: the self-hosting reality check

    Moonshot released Kimi K3's weights on July 27, 2026. What that actually gets you at 2.8 trillion parameters — the real download size, the hardware floor, the bespoke license, and how to choose between self-hosting, the official API, and an aggregator.

    Backgrind Blog11 min read
  • Claude Opus 5: what actually changed, and who should switch

    Claude Opus 5 landed July 24 at $5/$25 per million tokens — the same as Opus 4.8 and exactly half of Fable 5. We break down the pricing table, the five-level effort ladder the press got wrong, Fast mode's 2.5x-for-2x tradeoff, and the ARC-verified benchmark jump.

    Backgrind Blog9 min read

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