diff --git a/backend/README.md b/backend/README.md
index 642bd95..959ebb2 100644
--- a/backend/README.md
+++ b/backend/README.md
@@ -9,17 +9,14 @@ pip install fluksio
 fluksio serve
 ```
 
-Then login once (the token is stored on your device) with the credentials shown after the previous command
+and you're ready to go — `serve` signs you in itself and says where it put the
+token, so there is no login step. (`fluksio login` is for an engine somewhere
+else.)
 
-```sh
-fluksio login --url http://127.0.0.1:8000
-```
-
-and you're ready to go!
-
-Fluksio keeps a SQLite database, a git repository of your flows and an artifact
-store in a `.fluksio` beside your code — one installation per project, found
-the way `.git` is. It prints an admin password once, and signs you in itself.
+Install it into the environment you already work in and your nodes run on that
+one, so everything you had imported is still importable. Fluksio keeps a SQLite
+database, a git repository of your flows and an artifact store in a `.fluksio`
+beside your code — one installation per project, found the way `.git` is.
 
 ## For data science
 
@@ -47,6 +44,8 @@ def fit(dataset, lr, epochs=25):
 ```python
 # myresearch/pipeline.py
 from fluksio import Flow, Port
+from myresearch.data import prepare
+from myresearch.evaluate import evaluate
 from myresearch.train import fit
 
 train = Flow("train", nodes=[prepare, fit, evaluate],
@@ -57,10 +56,12 @@ Fluksio will automatically infer the order of nodes based on the inputs and outp
 When everything is set, you can launch your first run as follows:
 
 ```sh
-fluksio sync myresearch
 fluksio run train --lr 0.05 --wait
 ```
 
+That syncs your code and then runs it, so after an edit the command is the same
+one again.
+
 Checkout our [documentation](https://docs.fluksio.com/getting-started/data-science/) for more infos.
 
 ## Some other features
@@ -75,7 +76,7 @@ Checkout our [documentation](https://docs.fluksio.com/getting-started/data-scien
   *out* over one websocket, so nothing there has to be reachable.
 
 Fluksio can also be used for facility automation.
-Visit us on [Fluksio.com](fluksio.com) or go straight to our [documentation](https://docs.fluksio.com).
+Visit us on [fluksio.com](https://fluksio.com) or go straight to our [documentation](https://docs.fluksio.com).
 
 ## License