Token waste & drift
The same task re-runs through an LLM every time. Tokens burn, outputs drift, and the “happy path” you found yesterday is never quite reproducible tomorrow.
Strategies bypass the LLM entirely
A strategy is a pure Python DAG that calls MCP tools straight through the gateway. The LLM is out of the loop, so the run is deterministic, millisecond-fast, and costs zero tokens.