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     new 95741ffd [AURON#1991] Improve README formatting and grammar. (#1992)
95741ffd is described below

commit 95741ffdf1d637175ca31983e621c9654d29d884
Author: slfan1989 <[email protected]>
AuthorDate: Mon Feb 9 15:35:23 2026 +0800

    [AURON#1991] Improve README formatting and grammar. (#1992)
    
    ### Which issue does this PR close?
    
    Closes #1991
    
    ### Rationale for this change
    
    - Fix grammar and punctuation issues in README
    - Add alt text to logo image for better accessibility
    - Update JDK version compatibility info to include JDK 21
    - Standardize formatting and spacing throughout the document
    
    ### What changes are included in this PR?
    
    - Added `alt="Auron logo"` attribute to logo image
    - Fixed article usage: "from distributed computing framework" → "from a
    distributed computing framework"
    - Corrected plural form: "add the supports" → "add support"
    - Fixed inconsistent spacing after colons and bullets in key
    capabilities section
    - Updated supported JDK versions from "8, 11, and 17" to "8, 11, 17 and
    21"
    
    # Are there any user-facing changes?
    
    No.
    
    # How was this patch tested?
    
    No.
    
    ---------
    
    Signed-off-by: slfan1989 <[email protected]>
    Co-authored-by: Copilot <[email protected]>
---
 README.md | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index 99ee8b69..d7193a1d 100644
--- a/README.md
+++ b/README.md
@@ -20,21 +20,21 @@
 
[![TPC-DS](https://github.com/apache/auron/actions/workflows/tpcds.yml/badge.svg?branch=master)](https://github.com/apache/auron/actions/workflows/tpcds.yml)
 
[![master-amd64-builds](https://github.com/apache/auron/actions/workflows/build-amd64-releases.yml/badge.svg?branch=master)](https://github.com/apache/auron/actions/workflows/build-amd64-releases.yml)
 
-<p align="center"><img src="./dev/auron-logo.png" /></p>
+<p align="center"><img src="./dev/auron-logo.png" alt="Auron logo" /></p>
 
 The Auron accelerator for big data engines (e.g., Spark, Flink) leverages 
native vectorized execution to accelerate query processing. It combines
 the power of the [Apache DataFusion](https://arrow.apache.org/datafusion/) 
library and the scale of the distributed
 computing framework.
 
-Auron takes a fully optimized physical plan from distributed computing 
framework, mapping it into DataFusion's execution plan, and performs native
+Auron takes a fully optimized physical plan from a distributed computing 
framework, mapping it into DataFusion's execution plan, and performs native
 plan computation.
 
 The key capabilities of Auron include:
 
-- **Native execution**:  Implemented in Rust, eliminating JVM overhead and 
enabling predictable performance.
+- **Native execution**: Implemented in Rust, eliminating JVM overhead and 
enabling predictable performance.
 - **Vectorized computation**: Built on Apache Arrow's columnar format, fully 
leveraging SIMD instructions for batch processing.
-- **Pluggable architecture:**: Seamlessly integrates with Apache Spark while 
designed for future extensibility to other engines.
-- **Production-hardened optimizations:** Multi-level memory management, 
compacted shuffle formats, and adaptive execution strategies developed through 
large-scale deployment.
+- **Pluggable architecture**: Seamlessly integrates with Apache Spark while 
designed for future extensibility to other engines.
+- **Production-hardened optimizations**: Multi-level memory management, 
compacted shuffle formats, and adaptive execution strategies developed through 
large-scale deployment.
 
 Based on the inherent well-defined extensibility of DataFusion, Auron can be 
easily extended to support:
 
@@ -43,8 +43,8 @@ Based on the inherent well-defined extensibility of 
DataFusion, Auron can be eas
 - Simple and Aggregate functions.
 - File formats.
 
-We encourage you to extend 
[DataFusion](https://github.com/apache/arrow-datafusion) capability directly 
and add the
-supports in Auron with simple modifications in plan-serde and extension 
translation.
+We encourage you to extend 
[DataFusion](https://github.com/apache/arrow-datafusion) capability directly 
and add support in
+Auron with simple modifications in plan-serde and extension translation.
 
 ## Build from source
 
@@ -58,7 +58,7 @@ We recommend using [rustup](https://rustup.rs/) for 
installation.
 
 2. Install JDK
 
-Auron has been well tested with JDK 8, 11, and 17.
+Auron is regularly tested on JDK 8, 11, and 17, and is also tested on JDK 21.
 
 Make sure `JAVA_HOME` is properly set and points to your desired version.
 

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