[ISSUE-186][docs] Adjust the README title size and add emphasis to the official website and Discord entry points.

[RocMarshal]

close #186

Summary by CodeRabbit

• Documentation
  • Restructured the README for clearer organization and improved visual hierarchy, including promoted heading levels and spacing/separator adjustments.
  • Reordered the top badge block for better prominence of key project indicators.
  • Inserted new “Support” and “Documentation” sections and repositioned “Contributions” under the Quick Start flow.
  • Refined formatting across the README to enhance readability and navigation.

[coderabbitai]

📝 Walkthrough

Walkthrough

README.md is reorganized with reordered header badges, adjusted heading levels, and updated section placement. New “Support” and “Documentation” sections are added before “Acknowledgments,” and “Contributions” is moved under “Quick Start.”

Changes

README Restructure

Layer / File(s)	Summary
Header badges and heading levels README.md	The badge row is reordered, section separators and spacing are adjusted, and the heading levels for Global Architecture, Performance Benchmarks, Key Features, Architecture, and Quick Start are changed.
Contributions and links README.md	The Contributions section is repositioned under Quick Start, and new Support and Documentation sections are inserted before Acknowledgments.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~3 minutes

Poem

I’m a rabbit with a README broom,
I hop through headings from room to room.
Badges first, then links shine bright,
Support and Docs now read just right —
A tidy warren in markdown bloom! 🐇

🚥 Pre-merge checks | ✅ 5

✅ Passed checks (5 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Title check	✅ Passed	The title is specific and matches the README docs changes to title sizing and link prominence.
Linked Issues check	✅ Passed	The README updates align with #186 by improving hierarchy and making the official website and Discord entry points more prominent.
Out of Scope Changes check	✅ Passed	The changes stay within README documentation updates and do not introduce unrelated code or feature work.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.

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

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests

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[coderabbitai]

Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@README.md`:
- Line 25: The heading "### 1. Logprob Computation (Training Stability)" uses a
level 3 heading marker (###) that skips a hierarchical level relative to the
surrounding section structure in the README, violating markdown linting rules.
Change the heading marker from ### to ## to align with the document's heading
hierarchy and ensure consistency with adjacent sections, or add the missing
intermediate heading level to maintain proper markdown structure.

🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

• Push a commit to this branch (recommended)
• Create a new PR with the fixes

---

ℹ️ Review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: a01c20a5-17aa-4947-86d2-140115ddcac1

📥 Commits

Reviewing files that changed from the base of the PR and between acda150 and 64de093.

📒 Files selected for processing (1)

• README.md

[Flink-ddd]

LGTM, Thanks for your update.

[Flink-ddd]

please resolve CI error first, Thanks.

[coderabbitai]

♻️ Duplicate comments (1)

README.md (1)

50-50: 📐 Maintainability & Code Quality | 🟡 Minor | ⚡ Quick win

Fix heading level jump at Line 50 (MD001).

### 1. Logprob Computation (Training Stability) skips a heading level under the current section and should be ## (or introduce an intermediate heading).

Suggested fix

-### 1. Logprob Computation (Training Stability)
+## 1. Logprob Computation (Training Stability)

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@README.md` at line 50, The README heading `### 1. Logprob Computation
(Training Stability)` creates a heading level jump and should be adjusted to
match the surrounding section hierarchy. Update the markdown in the README so
this section uses `##` instead of `###`, or add an intermediate heading level if
needed, keeping the structure consistent with adjacent headings.

Source: Linters/SAST tools

🤖 Prompt for all review comments with AI agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Duplicate comments:
In `@README.md`:
- Line 50: The README heading `### 1. Logprob Computation (Training Stability)`
creates a heading level jump and should be adjusted to match the surrounding
section hierarchy. Update the markdown in the README so this section uses `##`
instead of `###`, or add an intermediate heading level if needed, keeping the
structure consistent with adjacent headings.

---

ℹ️ Review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 2fe83fac-9a1c-4384-a4ad-9c979274737c

📥 Commits

Reviewing files that changed from the base of the PR and between 64de093 and e473762.

📒 Files selected for processing (1)

• README.md

[RocMarshal]

Thanks @Flink-ddd .
Updated.