Give one agent the same token budget and most multi-agent gains vanish. A worked five-agent pipeline, its token bill, and one test for adding a second agent.

I often play English games. There is a standard tool called PCOT for translating English text on the screen, and I have been ...

A Sandbox Infrastructure for Effective Agentic Training at Scale arxiv.org The core of DSec is not '380,000 AIs,' but an 'OS' ...

Turn a System One decision model into an agent loop. System One Harness observes an environment, compiles its finite action space into typed questions, gates each decision by confidence, executes the ...