Fix grammar and typos in README

[terrykong]

Closes RL-6

Summary

Grammar audit of the front page README with the following fixes:

• Added missing comma before "etc." in the Overview section
• Removed extra space after dash in "New Models" feature bullet
• Fixed "Expand Algorithms" → "Expanded Algorithms" for grammatical consistency
• Added missing space before parenthetical in "SFT (with LoRA)"
• Fixed capitalization: "Nemo-Gym" → "NeMo-Gym" to match project branding
• Added missing period at end of GRPO implementation link sentence
• Fixed article: "using a 1 GPU" → "using 1 GPU"
• Fixed article: "a RM" → "an RM" (correct article before vowel sound)
• Fixed typo: "SB Instituition" → "SB Institution"

Test plan

• Verify README renders correctly on GitHub

🤖 Generated with Claude Code

Summary by CodeRabbit

• Documentation
  • Refined README with grammar, punctuation, and clarity improvements.
  • Updated terminology consistency across feature descriptions.
  • Corrected typos in partner names and references.
  • Enhanced wording for improved readability and grammatical accuracy throughout documentation.

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No actionable comments were generated in the recent review. 🎉

ℹ️ Recent review info

⚙️ Run configuration

Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Pro

Run ID: aab57d7a-a577-4efc-b1c4-0f7c06913685

📥 Commits

Reviewing files that changed from the base of the PR and between 24cb91e and af719b9.

📒 Files selected for processing (1)

• README.md

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📝 Walkthrough

Walkthrough

Documentation updates to README.md including grammar corrections, punctuation fixes, terminology capitalization adjustments (e.g., "Nemo-Gym" to "NeMo-Gym"), typo corrections (e.g., "SB Instituition" to "SB Institution"), and minor wording refinements for consistency.

Changes

Cohort / File(s)	Summary
Documentation README.md	Grammar and punctuation fixes, terminology capitalization adjustments ("Nemo-Gym Integration" to "NeMo-Gym Integration", "Expand Algorithms" to "Expanded Algorithms"), typo corrections in organization names, and minor wording refinements for grammatical accuracy.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~3 minutes

🚥 Pre-merge checks | ✅ 4

✅ Passed checks (4 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Title check	✅ Passed	The title 'Fix grammar and typos in README' directly and accurately summarizes the main change: comprehensive grammar and punctuation corrections throughout the README file.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Test Results For Major Changes	✅ Passed	PR contains only minor documentation changes to README.md with grammar corrections, typo fixes, punctuation adjustments, and capitalization improvements. No code or functionality modifications.

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✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Post copyable unit tests in a comment
• Commit unit tests in branch terryk/rl-6-grammar-on-the-front-page-readme

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