diff --git a/tutorials/fpga_flow/README.md b/tutorials/fpga_flow/README.md
index 2aaad0423b..71f2a2a625 100644
--- a/tutorials/fpga_flow/README.md
+++ b/tutorials/fpga_flow/README.md
@@ -25,20 +25,29 @@ This demo was created using Vivado 2022.1.
 Prior to running, insure the following prerequisites have been met:
 - Install FINN and prerequisites.  The [Getting Started](https://finn.readthedocs.io/en/latest/getting_started.html#quickstart) section of the FINN documentation might be helpful for this.
 - Ensure you have the `FINN_XILINX_PATH` and `FINN_XILINX_VERSION` env variables set appropriately for your install.  For example:
-> export FINN_XILINX_PATH=/opt/Xilinx
-> export FINN_XILINX_VERSION=2022.1
+```shell
+export FINN_XILINX_PATH=/opt/Xilinx
+export FINN_XILINX_VERSION=2022.1
+```
+
 - Set the env variable for your `finn` install top directory (where you cloned the FINN compiler repo):
-> export FINN_ROOT=/home/foo/finn
+```shell
+export FINN_ROOT=/home/foo/finn
+```
 
 Then, change to `finn` install directory and invoke the build as follows:
-> cd ${FINN_ROOT}
-> ./run-docker.sh build_custom ${FINN_ROOT}/tutorials/fpga_flow/
+```shell
+cd ${FINN_ROOT}
+./run-docker.sh build_custom ${FINN_ROOT}/tutorials/fpga_flow/
+```
 
 Alternatively, since the tutorials folder is already part of the FINN compiler installation, you can invoke it from within the Docker container:
-> cd ${FINN_ROOT}
-> ./run-docker.sh
-> cd tutorials/fpga_flow
-> python build.py
+```shell
+cd ${FINN_ROOT}
+./run-docker.sh
+cd tutorials/fpga_flow
+python build.py
+```
 
 The build should finish in about 10 minutes, and the FINN docker will close on success.
 
@@ -59,12 +68,14 @@ The build should finish in about 10 minutes, and the FINN docker will close on s
 ### Examine the Stitched IP
 
 Navigate to the stitched IP project directory:
-
-> cd ${FINN_ROOT}/tutorials/fpga_flow/output_tfc_w0a1_fpga/stitched_ip
+```shell
+cd ${FINN_ROOT}/tutorials/fpga_flow/output_tfc_w0a1_fpga/stitched_ip
+```
 
 And, open the project:
-
-> vivado finn_vivado_stitch_proj.xpr
+```shell
+vivado finn_vivado_stitch_proj.xpr
+```
 
 Explore the IPI board design and note the interfaces.
 
@@ -89,9 +100,10 @@ them under `${FINN_ROOT}/tutorials/fpga_flow/output_tfc_w0a1_fpga/sim`. Let's ex
    the FINN compiler. Used for launching the testbench simulation.
 
 You can now launch the simulation as follows:
-
-> cd ${FINN_ROOT}/tutorials/fpga_flow/output_tfc_w0a1_fpga/sim
-> vivado -mode gui -source make_sim_proj.tcl
+```shell
+cd ${FINN_ROOT}/tutorials/fpga_flow/output_tfc_w0a1_fpga/sim
+vivado -mode gui -source make_sim_proj.tcl
+```
 
 The simulation should complete with:
 
diff --git a/tutorials/fpga_flow/folding_config.json b/tutorials/fpga_flow/folding_config.json
index 642200d02b..bf94f8058d 100644
--- a/tutorials/fpga_flow/folding_config.json
+++ b/tutorials/fpga_flow/folding_config.json
@@ -1,30 +1,29 @@
 {
   "Defaults": {},
-  "Thresholding_Batch_0": {
-    "PE": 49,
-    "ram_style": "block"
+  "Thresholding_rtl_0": {
+    "PE": 49
   },
-  "MatrixVectorActivation_0": {
+  "MVAU_hls_0": {
     "PE": 16,
     "SIMD": 49,
     "ram_style": "block"
   },
-  "MatrixVectorActivation_1": {
+  "MVAU_hls_1": {
     "PE": 8,
     "SIMD": 8,
     "ram_style": "auto"
   },
-  "MatrixVectorActivation_2": {
+  "MVAU_hls_2": {
     "PE": 8,
     "SIMD": 8,
     "ram_style": "auto"
   },
-  "MatrixVectorActivation_3": {
+  "MVAU_hls_3": {
     "PE": 10,
     "SIMD": 8,
     "ram_style": "distributed"
   },
-  "LabelSelect_Batch_0": {
+  "LabelSelect_hls_0": {
     "PE": 1
   }
 }