Automate Travel Labs

    Practical Guides

    Field-tested techniques for working with AI agents. Hands-on reports from a team that runs 50+ sessions daily.

    Developer workspace at night — ultrawide monitor with terminal sessions
    ·9 min read

    Generations of AI agents. Why a fresh Claude does a better job than a mature one

    A practical report from daily work with AI agents. After months of intensive use across a 7-person team, patterns emerge that don't show up in casual use. The most important one: agent quality degrades with context — and you can manage it.

    AI agentsClaude Codeproductivitycontext window