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Fix formatting and highlight code sections (#1181)
## Overview
<!-- Brief description of what documentation is being added/updated -->
## Type of change
Improves code highlighting consistency in the documentation and ensures
that emphasis is placed on the short-term-memory-related logic rather
than unrelated context.
**Type:** Update existing documentation
## Checklist
<!-- Put an 'x' in all boxes that apply -->
- [x] I have read the [contributing guidelines](README.md)
- [ ] I have tested my changes locally using `docs dev`
- [ ] All code examples have been tested and work correctly
- [ ] I have used **root relative** paths for internal links
- [ ] I have updated navigation in `src/docs.json` if needed
- I have gotten approval from the relevant reviewers
- (Internal team members only / optional) I have created a preview
deployment using the [Create Preview Branch
workflow](https://github.com/langchain-ai/docs/actions/workflows/create-preview-branch.yml)
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