[FEATURE] Define the next phase of AURA's SREGym benchmark work #441

Outcome

Establish a credible SREGym evidence path that fits AURA's current strategy.

Starting point

Existing adapter, run, and reporting work provides useful context, but it is not a binding plan for the next owner.

Decision space

The owner may:

• Validate or revise the existing methodology.
• Re-run against current AURA versions, models, or benchmark revisions.
• Change the result set, comparison, artifact, or publication strategy.
• Use the work for internal learning without publishing a headline claim.
• Pause or close the work if SREGym is no longer the best evidence surface.

Complete when

• The chosen direction and its rationale are documented.
• Any public claim is reproducible and includes material caveats.
• Remaining work is tracked, or a decision to pause or stop is recorded.