Update News README.md

[omrialmog]

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Additional Information

Summary by CodeRabbit

• Documentation
  • Updated README “Latest News”: added two new entries at the top — 2025/09/17 “An Introduction to Speculative Decoding for Reducing Latency in AI Inference” and 2025/09/11 “How Quantization Aware Training Enables Low-Precision Accuracy Recovery.”
  • Removed three older entries: 2025/08/29, 2025/08/01, and 2025/06/24. No other content or API changes.

[coderabbitai]

Walkthrough

Documentation-only update to README.md modifying the "Latest News" list: two new items were inserted at the top (2025/09/17 and 2025/09/11) and three older items (2025/08/29, 2025/08/01, 2025/06/24) were removed. No other content, structure, or public API changes.

Changes

Cohort / File(s)

Summary

Docs — Latest News edits README.md

Inserted two new top bullets: “2025/09/17: An Introduction to Speculative Decoding for Reducing Latency in AI Inference” and “2025/09/11: How Quantization Aware Training Enables Low-Precision Accuracy Recovery”. Removed three older bullets: “2025/08/29: Fine-Tuning gpt-oss for Accuracy and Performance with Quantization Aware Training”, “2025/08/01: Optimizing LLMs for Performance and Accuracy with Post-Training Quantization”, and “2025/06/24: Introducing NVFP4 for Efficient and Accurate Low-Precision Inference”. No other changes.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~2 minutes

Poem

I nibble lines and tidy the glade,
Two fresh notes planted in the shade—
One for speed, one for precision's art,
Old leaves swept gently, a neat restart.
Hop, read, and hum—README's new start. 🐇✨

Pre-merge checks and finishing touches

✅ Passed checks (3 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Title Check	✅ Passed	The title "Update News README.md" accurately reflects the primary change in the changeset — edits to the README's news/latest-news entries — and is short and directly related to the changes made. It is a concise, single-sentence summary that a reviewer scanning history can quickly understand. The title is slightly generic (it names the file rather than the specific "Latest News" section) but is not misleading.
Docstring Coverage	✅ Passed	No functions found in the changes. Docstring coverage check skipped.

✨ Finishing touches

🧪 Generate unit tests

• Create PR with unit tests
• Post copyable unit tests in a comment
• Commit unit tests in branch omrialmog-patch-1

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📜 Recent review details

Configuration used: CodeRabbit UI

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between cd08610 and ec6171d.

📒 Files selected for processing (1)

• README.md (1 hunks)

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

• README.md

⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (3)

• GitHub Check: linux
• GitHub Check: code-quality
• GitHub Check: build-docs

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[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 73.82%. Comparing base (bbb2304) to head (ec6171d).
⚠️ Report is 2 commits behind head on main.

Additional details and impacted files

@@           Coverage Diff           @@
##             main     #336   +/-   ##
=======================================
  Coverage   73.82%   73.82%           
=======================================
  Files         172      172           
  Lines       17438    17438           
=======================================
  Hits        12874    12874           
  Misses       4564     4564           

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