docs: fix readme post 0.5

[euronymous-aithal]

fixed a typo : Features Coming soon to 0.6

What does this PR do ?

Add a one line overview of what this PR aims to accomplish.

Issues

List issues that this PR closes (syntax):

Usage

• You can potentially add a usage example below

# Add a code snippet demonstrating how to use this

Before your PR is "Ready for review"

Pre checks:

• Make sure you read and followed Contributor guidelines
• Did you write any new necessary tests?
• Did you run the unit tests and functional tests locally? Visit our Testing Guide for how to run tests
• Did you add or update any necessary documentation? Visit our Document Development Guide for how to write, build and test the docs.

Additional Information

• ...

Summary by CodeRabbit

• Documentation
  • Updated release timeline to v0.6
  • Enhanced roadmap with new planned features including improved performance optimization, additional models, expanded algorithms, enhanced resilience capabilities, on-policy distillation, and speculative decoding

_{✏️ Tip: You can customize this high-level summary in your review settings.}

[coderabbitai]

📝 Walkthrough

Walkthrough

Updated README.md with version bump from v0.4 to v0.6 and expanded the Features section with new entries including improved performance optimizations, new model support (Qwen3-Next, Nemotron-Super), additional algorithms (GDPO, LoRA, GRPO, DPO), resiliency features, on-policy distillation, and speculative decoding.

Changes

Cohort / File(s)	Summary
Documentation Updates README.md	Updated release version timeline from v0.4 to v0.6; expanded Features list with new items covering performance improvements, model additions, algorithms, resiliency, distillation, and speculative decoding.

Possibly related PRs

• docs: add v0.4 news and minor touch up to front page readme #1268: Updates README.md's front-page news/features/release-note content with version and feature bullet updates.
• docs: update roadmap post v0.4 #1607: Modifies README.md's Features/roadmap content with overlapping entries including Qwen3-Next, LoRA, and resiliency features.
• docs: update readme post 0.5 #1856: Modifies README.md feature/release notes with overlapping additions including On-Policy Distillation, Speculative Decoding, and model/algorithm entries.

Suggested labels

CI:docs

Suggested reviewers

• terrykong
• snowmanwwg

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~3 minutes

🚥 Pre-merge checks | ✅ 3 | ❌ 1

❌ Failed checks (1 inconclusive)

Check name	Status	Explanation	Resolution
Title check	❓ Inconclusive	The title 'docs: fix readme post 0.5' is vague and does not clearly convey what was actually changed in the README.	Provide a more specific title that describes the actual changes, such as 'docs: update README feature list and version to v0.6' to better communicate the scope of modifications.

✅ Passed checks (3 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Test Results For Major Changes	✅ Passed	This PR contains only minor documentation changes to README.md with no code logic modifications. Documentation-only updates do not require test results for validation.

_{✏️ Tip: You can configure your own custom pre-merge checks in the settings.}

✨ Finishing touches

• 📝 Generate docstrings

🧪 Generate unit tests (beta)

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

---

Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out.

❤️ Share

• X
• Mastodon
• Reddit
• LinkedIn

_{Comment @coderabbitai help to get the list of available commands and usage tips.}

[coderabbitai]

Actionable comments posted: 1

Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (1)

README.md (1)

86-86: ⚠️ Potential issue | 🟡 Minor

Fix typo: "Speculaive" should be "Speculative".

The word "Speculaive" is misspelled and should be "Speculative".

📝 Proposed fix

-- 🔜 **Speculaive Decoding** - Speculative Decoding support for rollout acceleration
+- 🔜 **Speculative Decoding** - Speculative Decoding support for rollout acceleration

🤖 Fix all issues with AI agents

In `@README.md`:
- Line 76: The PR description incorrectly calls this a "typographical issue"
while the diff actually changes the release indicator from v0.4 to v0.6 (the
line "✅ _Available now_ | 🔜 _Coming in v0.6_"); update the PR description/title
to accurately state this is a semantic version bump and include a brief
justification of why the release timeline changed, mention any user-impacting
changes tied to the bump, and update related metadata (release notes/changelog)
to reflect v0.6 rather than a typo fix.