[experiment] skill auto improve

[AlexandreYang]

What does this PR do?

Motivation

Testing

Checklist

• Tests added/updated
• Documentation updated (if applicable)

[AlexandreYang]

 based on https://github.com/karpathy/autoresearch

 setup all necessary folders/files/tooling for a automatic training loop that will improve the performance of the skill
 ./auto-improve-skills/skills/remote-host-diagnostics

 including iniital basic benchmark cases needed for to measure performance of the skill (more benchmark cases will be added later)

once done, write a report in ./auto-improve-skills/report as presentation slides (single .html file)
make sure the final presentation slides report proves that the automatic training loop works
commit results (git) at each itereation

 ask me clarifications