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mishraravibhushan 7db9e60601 docs(docs): fix grammar, capitalization, and style issues across documentation (#32503 )

**Changes made:**
- Fix 'Async programming with langchain' → 'Async programming with
LangChain'
- Fix 'Langchain asynchronous APIs' → 'LangChain asynchronous APIs'
- Fix 'How to: init any model' → 'How to: initialize any model'
- Fix 'async programming with Langchain' → 'async programming with
LangChain'
- Fix 'How to propagate callbacks constructor' → 'How to propagate
callbacks to the constructor'
- Fix 'How to add a semantic layer over graph database' → 'How to add a
semantic layer over a graph database'
- Fix 'Build a Question/Answering system' → 'Build a Question-Answering
system'

**Why is this change needed?**
- Improves documentation clarity and readability
- Maintains consistent LangChain branding throughout the docs
- Fixes grammar issues that could confuse users
- Follows proper documentation standards

**Files changed:**
- `docs/docs/concepts/async.mdx`
- `docs/docs/concepts/tools.mdx`
- `docs/docs/how_to/index.mdx`
- `docs/docs/how_to/callbacks_constructor.ipynb`
- `docs/docs/how_to/graph_semantic.ipynb`
- `docs/docs/tutorials/sql_qa.ipynb`

**Issue:** N/A (documentation improvements)

**Dependencies:** None

**Twitter handle:** https://x.com/mishraravibhush

Co-authored-by: Mason Daugherty <mason@langchain.dev>

2025-08-11 13:32:28 -04:00