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ci: port workflow cleanup from `develop-v2.1.0` to `main` (#3027)
## Summary
- ports the CI workflow cleanup from `develop-v2.1.0` to `main`
- consolidates extension and guest-library test setup while preserving
CPU, AOT, and CUDA coverage
- updates bounded runner pools, CUDA setup and caching, documentation,
release, and benchmark workflows
## Validation
- `actionlint .github/workflows/*.yml`
- workflow YAML, benchmark JSON, and script syntax checks
- `git diff --check`