SEZ9 opened a new pull request, #11605:
URL: https://github.com/apache/seatunnel/pull/11605

   ### Purpose of this pull request
   
   Completes the section that was deliberately deferred from #11551: now that 
the benchmark harness is merged (#11553), the AI CLI benchmark pages (en + zh) 
gain a **"Running the Benchmark Yourself"** section covering:
   
   - the in-repo location (`seatunnel-cli/benchmark/`)
   - the one-command entry point with provider-standard env-var credentials
   - multi-model comparison via `models.json`
   - how to enable the optional L2 (engine dry-run) / L3 (real execution) gates
   - graceful degradation and the gate-coverage semantics (trials with skipped 
requested gates are excluded from pass metrics — matching the contract merged 
in #11553)
   - CLI version stamping for A/B comparison across CLI changes, with a link to 
`benchmark/README.md` for full methodology
   
   ### Does this PR introduce _any_ user-facing change?
   
   Yes — documentation only (one new section per locale on the existing 
benchmark pages).
   
   ### How was this patch tested?
   
   Docs-only. Verified en/zh parity, that all commands match the merged harness 
(`run_benchmark.sh` flags, compose path), and that links resolve against dev.
   


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