diff --git a/README.md b/README.md
index 6608418aa..82376dc8f 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,3 @@
-> [!CAUTION]
-> This project is no longer actively maintained.
-
-> [!NOTE]
-> The successor project can be found here: https://github.com/elixir-dux/dux
-


@@ -38,16 +32,20 @@ Explorer high-level features are:
- The first (and default) backend is based on NIF bindings to the blazing-fast
[polars](https://docs.rs/polars) library.
+> #### Alternative dataframe library {: .info}
+>
+> If you would prefer to have a dataframe API that is backed by
+> [DuckDB](https://duckdb.org/docs/stable/) instead of [Polars](https://docs.rs/polars), be
+> sure to checkout out the [Dux](https://github.com/elixir-dux/dux) project.
+
The API is heavily influenced by [Tidy Data](https://vita.had.co.nz/papers/tidy-data.pdf)
and borrows much of its design from [dplyr](https://dplyr.tidyverse.org). The philosophy
is heavily influenced by this passage from `dplyr`'s documentation:
> - By constraining your options, it helps you think about your data manipulation
> challenges.
->
> - It provides simple “verbs”, functions that correspond to the most common data
> manipulation tasks, to help you translate your thoughts into code.
->
> - It uses efficient backends, so you spend less time waiting for the computer.
The aim here isn't to have the fastest dataframe library around (though it certainly
@@ -96,7 +94,7 @@ If necessary, clean up before rebuilding with `mix deps.clean explorer`.
We have two ways to represent data with Explorer:
- using a series, that is similar to a list, but is guaranteed to contain items
- of one data type only - or one *dtype* for short. Notice that nil values are
+ of one data type only - or one _dtype_ for short. Notice that nil values are
permitted in series of any dtype.
- using a dataframe, that is just a way to represent one or more series together,