Docs/Normalize framework capitalization in docs and add Binary Quantization plot

[Goodnight77]

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description

• normalize framework capitalization across some md files
• add the Accuracy_vs_SamplingRate.png plot to Binary Quantization from Scratch.ipynb.

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Pull request overview

This PR standardizes the capitalization of framework and service names across documentation files and fixes minor grammar/formatting issues.

Key changes:

• Normalized framework names to their official capitalization (GitHub, FastEmbed, LangChain, LlamaIndex, Hugging Face)
• Fixed grammar in RELEASE.md ("guide how to" → "guide on how to")
• Added missing space in CONTRIBUTING.md between backtick and word

Reviewed changes

Copilot reviewed 5 out of 5 changed files in this pull request and generated no comments.

File	Description
docs/index.md	Updated capitalization of GitHub, FastEmbed, LangChain, and LlamaIndex in documentation and code examples
RELEASE.md	Fixed grammar from "guide how to" to "guide on how to"
README.md	Standardized FastEmbed, LangChain, and LlamaIndex capitalization throughout examples and documentation
CONTRIBUTING.md	Corrected capitalization of LangChain, LlamaIndex, and Hugging Face; fixed spacing after backtick in markdown

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ℹ️ Recent review info

⚙️ Run configuration

• Configuration used: Organization UI
• Review profile: CHILL
• Plan: Advanced
• Run ID: b75ac6b2-dbe1-4ed6-99f3-ff4668461ebf

📥 Commits

Reviewing files that changed from the base of the PR and between 0da3530 and 0283172.

📒 Files selected for processing: 1

• README.md

🚧 Files skipped from review as they are similar to previous changes: 1

• README.md

Included review availability: This review used your included allowance. Your plan provides up to 8 included reviews per hour; 7 remain after this review.

📝 Walkthrough

The README standardizes capitalization of FastEmbed, LangChain, and LlamaIndex in quickstart text, model-support descriptions, reranker examples, and Qdrant payload examples. The supplied range details show documentation text changes.

Priority: ⬇️ Low

Estimated code review effort: 1 (Trivial) | ~5 minutes

Change: Other

Merge Risk: ⚪ Minimal · up to 02831

The reviewed documentation wording is mergeable after normal checks.

Pre-merge checks: 5

Passed checks: 5 passed

Check name	Status	Explanation
Title check		The title accurately summarizes both main changes: documentation capitalization updates and the Binary Quantization plot addition.
Description check		The description directly matches the documented changes: framework capitalization normalization and adding the Accuracy_vs_SamplingRate.png plot to the notebook.
Docstring Coverage		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		Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check		Check skipped because no linked issues were found for this pull request.

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