update readme to include blogs

Author: eddyxu

README.md

@@ -3,13 +3,13 @@
 
 <img width="257" alt="Lance Logo" src="https://user-images.githubusercontent.com/917119/199353423-d3e202f7-0269-411d-8ff2-e747e419e492.png">
 
-**Modern columnar data format for ML. Convert from Parquet in 2-lines of code for 100x faster random access, a vector index, data versioning, and more.<br/>**
-**Compatible with pandas, DuckDB, Polars, and pyarrow with more integrations on the way.**
+**Modern columnar data format for ML. Convert from Parquet in 2-lines of code for 100x faster random access, zero-cost schema evolution, rich secondary indices, versioning, and more.<br/>**
+**Compatible with Pandas, DuckDB, Polars, Pyarrow, and Ray with more integrations on the way.**
 
 <a href="https://lancedb.github.io/lance/">Documentation</a> •
 <a href="https://blog.lancedb.com/">Blog</a> •
 <a href="https://discord.gg/zMM32dvNtd">Discord</a> •
-<a href="https://twitter.com/lancedb">Twitter</a>
+<a href="https://x.com/lancedb">X</a>
 
 [CI]: https://github.com/lancedb/lance/actions/workflows/rust.yml
 [CI Badge]: https://github.com/lancedb/lance/actions/workflows/rust.yml/badge.svg
@@ -44,7 +44,7 @@ The key features of Lance include:
 
 * **Zero-copy, automatic versioning:** manage versions of your data without needing extra infrastructure.
 
-* **Ecosystem integrations:** Apache Arrow, Pandas, Polars, DuckDB and more on the way.
+* **Ecosystem integrations:** Apache Arrow, Pandas, Polars, DuckDB, Ray, Spark and more on the way.
 
 > [!TIP]
 > Lance is in active development and we welcome contributions. Please see our [contributing guide](docs/contributing.rst) for more information.
@@ -263,6 +263,6 @@ Lance is currently used in production by:
 
 * [Designing a Table Format for ML Workloads](https://blog.lancedb.com/designing-a-table-format-for-ml-workloads/), Feb 2025.
 * [Transforming Multimodal Data Management with LanceDB, Ray Summit](https://www.youtube.com/watch?v=xmTFEzAh8ho), Oct 2024.
-* [https://blog.lancedb.com/lance-v2/](https://blog.lancedb.com/lance-v2/), Apr 2024.
+* [Lance v2: A columnar container format for modern data](https://blog.lancedb.com/lance-v2/), Apr 2024.
 * [Lance Deep Dive](https://drive.google.com/file/d/1Orh9rK0Mpj9zN_gnQF1eJJFpAc6lStGm/view?usp=drive_link). July 2023.
 * [Lance: A New Columnar Data Format](https://docs.google.com/presentation/d/1a4nAiQAkPDBtOfXFpPg7lbeDAxcNDVKgoUkw3cUs2rE/edit#slide=id.p), [Scipy 2022, Austin, TX](https://www.scipy2022.scipy.org/posters). July, 2022.