diff --git a/README.md b/README.md
index b7bb37a..8c17691 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,29 @@
-# pmlg-poem-generator
\ No newline at end of file
+# pmlg-poem-generator
+
+This is a poem generator trained with Gated Recurrent Units (GRU) on a corpus of poems including those in:
+* Poems every child should know
+* Some other poems
+* And some more poems
+
+Most of the code comes from [Tensorflow's text generation tutorial](https://github.com/tensorflow/tensorflow/blob/r1.10/tensorflow/contrib/eager/python/examples/generative_examples/text_generation.ipynb).
+
+Please refer to the notebook for an overview of the results.
+
+## To do next
+
+### Short term:
+* Clean the corpus
+* Find more data
+* Try LSTM
+* Train a model based on sequences of words instead of characters
+
+### Middle term goals:
+* Create a rhyme generator
+* Train a model backward: from the last word to the first
+
+The idea is to generate the rhymes first, and then write the lines from the last word to the first. This process makes sure that the generated poems rhyme.
+
+* Learn to count syllables?
+
+### Long term goals
+* Generate other kind of text (Haiku, magazines, articles, books...)