diff --git a/install/README.md b/install/README.md
index 4999f83e593a118375ec941e7a7f8ae98b8ff775..cffe82d2cbed4042b3788a78b22eeff5f34a77dd 100644
--- a/install/README.md
+++ b/install/README.md
@@ -35,12 +35,6 @@ The parameters are:
   2. The name of the environment to be created
   3. The version of python to use for this environment
 
-Once the environment is generated, you may generate the package list like this:
-
-```sh
-$ /opt/conda/bin/conda list -n bob-devel-py27 -e > linux/devel-py27.txt
-```
-
 
 #### Extra OS packages
 
diff --git a/install/from-scratch.sh b/install/from-scratch.sh
index 8e1fc24e2c2c0deabf610960d401b7d0a233a7f1..d0de80ea69caaf183542d44e05791378f75911de 100755
--- a/install/from-scratch.sh
+++ b/install/from-scratch.sh
@@ -5,7 +5,7 @@ set -e
 
 if [ "${#}" != 3 ]; then
   echo "usage: `basename $0` <basedir> <name> <python-version>"
-  echo "example: `basename $0` /opt/conda bob-devel-py34 3.4"
+  echo "example: `basename $0` /opt/conda bob-devel-py35 3.5"
   exit 1
 fi
 
@@ -14,7 +14,6 @@ NAME=$2
 PYTHON_VERSION=$3
 PYVER=`echo $PYTHON_VERSION | sed -e 's/\.//'`
 CONDA=${BASEDIR}/bin/conda
-YML=bob-devel-py${PYVER}.yml
 
 if [ -d ${BASEDIR}/envs/${NAME} ]; then
   ${CONDA} remove -n ${NAME} --all --yes
@@ -24,12 +23,7 @@ if [ -d ${BASEDIR}/envs/${NAME} ]; then
   fi
 fi
 
-if [ ! -e "${YML}" ]; then
-  echo "[>>] Downloading latest bob-devel.yml environment..."
-  curl -o ${YML} https://gitlab.idiap.ch/bob/bob/raw/master/doc/${YML}
-fi
-
 echo "[>>] Creating environment ${NAME} for python ${PYTHON_VERSION} with bob dependencies..."
-${CONDA} env create --name=${NAME} --file=${YML} python=${PYTHON_VERSION}
+${CONDA} create --name=${NAME} --override-channels --channel=http://www.idiap.ch/software/bob/conda --channel=defaults python=${PYTHON_VERSION} bob-devel
 echo "[>>] Bye!"
 exit 0
diff --git a/install/install-ci.sh b/install/install-ci.sh
index 8a7455f32e325dbf58829429ee6abc77bcf15f09..efc42210fc4dccde2675271670bbe6ec0b25d9a2 100755
--- a/install/install-ci.sh
+++ b/install/install-ci.sh
@@ -17,7 +17,7 @@ ${CONDA} clean --all --yes
 echo "[>>] Updating conda and conda-build..."
 ${CONDA} install -n root conda conda-build --yes
 
-for k in 2.7 3.4 3.5; do
+for k in 2.7 3.5 3.6; do
   py=`echo $k | sed -e 's/\.//'`
   e="bob-devel-py$py"
   echo "[>>] Installing CI environment $e using python-$k..."