diff --git a/hpvm/projects/hpvm-tensor-rt/README.md b/hpvm/projects/hpvm-tensor-rt/README.md
index f5e0c546c46ca9bb7b1449949bfd02aac7e8e065..fe3b01feb3c61e65460c74557666ad4f67133c75 100644
--- a/hpvm/projects/hpvm-tensor-rt/README.md
+++ b/hpvm/projects/hpvm-tensor-rt/README.md
@@ -1,14 +1,13 @@
-# ApproxHPVM Tensor Runtime
+# HPVM Tensor Runtime
 
-## Getting Started
 
-### Dependencies
+## Dependencies
 
 - CUDA >= 9.1
 
 - cuDNN >= 7
 
-### Building Tensor Runtime
+## Building Tensor Runtime
 
 Tensor Runtime and the DNN sources using the Tensor runtime are built with the unified HPVM build system. These 
 can also be separately built. HPVM Tensor Runtime can be built as:
@@ -20,20 +19,16 @@ make -j ${NUM_THREADS} tensor_runtime
 The tensor runtime is built as a static library under `build/lib/liibtensor_runtime.a` 
 
 
-### Tensor Runtime APIs
+## Tensor Runtime APIs
 
-- `tensor_runtime/include/tensor_runtime.h` declares all the functions available in the runtime.
-
-  TODO: the tensor runtime is generally under-documented at the time.
-  More documentation will be added in the first public release.
 
 - For examples of using `tensor_runtime` functions, see `dnn_sources/src/alexnet_cifar10.cc`.
   - Also, try running `build/alexnet_cifar10` which is compiled from that file and runnable out of the box.
 
 
-### Directory Structure
+## Directory Structure
 
 - `tensor_runtime`:
   
-- `dnn_sources1`:
+- `dnn_sources`: