Gate one
The sandbox: prove the mechanism where nothing is at stake.
Every candidate begins its life sealed inside the R&D layer — scenario profiles, what-if projections, simulation runs — under a contract with pre-stated expected behavior. The sandbox gate asks the narrowest question in the workflow: does the change do what it claims, mechanically, under controlled conditions? A variant claiming better drawdown behavior must show it in the simulated distributions; a re-weighting claiming EV improvement must show it in the scenario comparison over real evidence. What the sandbox cannot show is durability — a mechanism that works is not yet a mechanism that keeps working — which is exactly why passing gate one earns a candidate nothing except entry to gate two. The architecture manual's phrasing is the operating rule: R&D layers test whether a change is statistically reasonable; they do not rewrite the live system on impulse.
