[None][docs] drop deleted lm_eval_ad.py from auto_deploy README

[imitater-dou]

Summary

• Remove the AutoDeploy README section that still tells users to run examples/auto_deploy/lm_eval_ad.py.
• That script was deleted when the AutoDeploy lm-eval example integration was deprecated ([None][doc] Update autodeploy README.md, deprecate lm_eval in examples folder #7233); the documented command no longer works.

Test plan

• Confirmed examples/auto_deploy/lm_eval_ad.py is absent on current main (raw → 404)
• Confirmed README no longer references lm_eval_ad.py
• Docs-only change; no runtime tests required

Dev Engineer Review

The change removes obsolete instructions for the deleted examples/auto_deploy/lm_eval_ad.py script. It affects only documentation and introduces no runtime, API, configuration, or performance changes.

QA Engineer Review

No test changes.

Per-File QA Perspective

• examples/auto_deploy/README.md: Verify that the obsolete command is absent and that the remaining AutoDeploy documentation and disclaimer retain the intended wording.

[coderabbitai]

No actionable comments were generated in the recent review. 🎉

ℹ️ Recent review info

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📥 Commits

Reviewing files that changed from the base of the PR and between 9504a60 and 2a48f4a.

📒 Files selected for processing (1)

• examples/auto_deploy/README.md

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Walkthrough

The auto-deploy README removes the LM Evaluation Harness instructions and command example. The existing disclaimer remains unchanged.

Changes

Auto-deploy documentation

Layer / File(s)	Summary
Remove evaluation instructions examples/auto_deploy/README.md	The README removes the LM Evaluation Harness section and preserves the existing disclaimer.

Priority: ⬇️ Low

Estimated code review effort: 1 (Trivial) | ~2 minutes

Merge Risk: ⚪ Minimal · up to 2a48f

This documentation cleanup removes a command for a deleted AutoDeploy evaluation script without changing product behavior or installation dependencies. No current merge-readiness risk remains.

Suggested reviewers: bowenfu

🚥 Pre-merge checks | ✅ 5

✅ Passed checks (5 passed)

Check name	Status	Explanation
Title check	✅ Passed	The title clearly identifies the documentation change and the deleted lm_eval_ad.py reference. It is concise and related to the main change.
Description check	✅ Passed	The description explains the stale documentation reference, the reason for removal, and the validation performed. It does not use the template headings or include the PR checklist, but it provides the…
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check. Docstring coverage is scoped to functions touched by this diff. Analyzed 0 functions across 0…
Linked Issues check	✅ Passed	Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check	✅ Passed	Check skipped because no linked issues were found for this pull request.

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests

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