Field demo · replay

Same task. Two agents.

Both agents get the same request in Cairn's own repository. The one on the left has no memory. The one on the right has Cairn. Watch what each reads, what each misses and what it costs.

You asked

Agent without memory

reads to find out
Tokens read0
    Outcome

    Running…

    Agent with Cairn

    asks first
    Tokens read0
      Outcome

      Running…

      A replay, not a live run. File names, dependents, commits, requirements and memories come from Cairn's own repository and real cairn impact output; token counts are estimated from file sizes, and some tool output is abridged.