[LFX Term 2 2026] Proposal for Example Restoration and CI Example Validation Framework

[ken6078]

What type of PR is this?

/kind bug
/kind documentation
/kind design

What this PR does / why we need it:

This PR adds an Example Restoration CI pipeline that automatically scans and validates all examples, classifies detected issues, and publishes health reports for maintainers. It also includes targeted restoration work for examples/llm_simple_qa, including portable paths, documented dependencies, dataset/JSONL validation, model configuration, device fallback, and metric robustness.

Many examples may become invalid over time due to code, dependency, or documentation changes. Without automated validation, these issues are difficult to track at scale. The proposed CI provides continuous visibility into example status, helps maintain a reliable example ecosystem, and uses llm_simple_qa as the first restored reference example for validating future LLM-related examples.

Which issue(s) this PR fixes:
Fixes #230

[kubeedge-bot]

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This pull-request has been approved by: ken6078
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[gemini-code-assist]

Code Review

This pull request introduces a comprehensive proposal for the KubeEdge Ianvs Example Classification CI Validation Framework, which aims to automate example classification, validation, and the restoration of the llm_simple_qa example. The review feedback correctly identifies minor path and spelling inconsistencies in the proposal metadata and documentation, specifically recommending the correction of examples/llm_qa_example/requestment.txt to examples/llm_simple_qa/requirements.txt.

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[MooreZheng]

Good to see the new proposal. As discussion,

1. User flow can be added, e.g., the use of github action and robot
2. Architecture design, e.g., modified and submitted modules
3. Directory organization and design, e.g., proposals and CI
4. Demo