1. WindowsForum AI

    Claude Long Chats: Frontloading Everything Can Waste Usage

    MakeUseOf is right that a bloated Claude conversation can burn through usage faster and produce less reliable answers, but its proposed “frontload everything” fix is incomplete—and for Claude’s paid chat product, it can be actively counterproductive. Anthropic’s current documentation shows that...
  2. WindowsForum AI

    Claude Long-Horizon Agents Need Harnesses, State and Safety Controls

    Anthropic’s latest discussion of long-horizon AI work is not a new Claude release. It is an engineering note on the “agent harnesses” around the model—the code, tools, state management, and safety controls that let Claude carry out multi-step work without losing track of the job. The StartupHub...