diff --git a/model_servers/whispercpp/Makefile b/model_servers/whispercpp/Makefile
index 7486379b..2f639c8f 100644
--- a/model_servers/whispercpp/Makefile
+++ b/model_servers/whispercpp/Makefile
@@ -14,7 +14,7 @@ MODEL_NAME ?= ggml-small.bin
 .PHONY: all
 all: build download-model-whisper-small run
 
-.PHONY: download-model-whisper-small # small .bin model type testing
+.PHONY: download-model-whisper-small
 download-model-whisper-small:
 	cd ../../models && \
 	make download-model-whisper-small
diff --git a/models/Makefile b/models/Makefile
index 76f2e669..92ff4a0d 100644
--- a/models/Makefile
+++ b/models/Makefile
@@ -34,8 +34,8 @@ download-model-mistral:
 	$(MAKE) MODEL_NAME=mistral-7b-instruct-v0.2.Q4_K_M.gguf MODEL_URL=https://huggingface.co/TheBloke/Mistral-7B-Instruct-v0.2-GGUF/resolve/main/mistral-7b-instruct-v0.2.Q4_K_M.gguf download-model
 
 .PHONY: download-model-mistral-code
-download-mode-mistral-code:
-	$(MAKE) MODEL_NAME=mistral-7b-code-16k-qlora.Q4_K_M.gguf MODEL_URL=https://huggingface.co/TheBloke/Mistral-7B-Code-16K-qlora-GGUF/resolve/main/mistral-7b-code-16k-qlora.Q4_K_M.gguf
+download-model-mistral-code:
+	$(MAKE) MODEL_NAME=mistral-7b-code-16k-qlora.Q4_K_M.gguf MODEL_URL=https://huggingface.co/TheBloke/Mistral-7B-Code-16K-qlora-GGUF/resolve/main/mistral-7b-code-16k-qlora.Q4_K_M.gguf download-model
 
 .PHONY: clean
 clean:
diff --git a/recipes/natural_language_processing/codegen/Makefile b/recipes/natural_language_processing/codegen/Makefile
index c45d8a13..b355dc4a 100644
--- a/recipes/natural_language_processing/codegen/Makefile
+++ b/recipes/natural_language_processing/codegen/Makefile
@@ -8,3 +8,4 @@ RECIPE_BINARIES_PATH := $(shell realpath ../../common/bin)
 RELATIVE_MODELS_PATH := ../../../models
 RELATIVE_TESTS_PATH := ../tests
 MODEL_IMAGE := quay.io/ai-lab/mistral-7b-code-16k-qlora:latest
+MODEL_NAME := mistral-7b-code-16k-qlora.Q4_K_M.gguf
diff --git a/recipes/natural_language_processing/rag/README.md b/recipes/natural_language_processing/rag/README.md
index 0f2487bf..2595dcb2 100644
--- a/recipes/natural_language_processing/rag/README.md
+++ b/recipes/natural_language_processing/rag/README.md
@@ -58,15 +58,9 @@ performant mid-sized model with an apache-2.0 license that has been quanitzed an
 The recommended model can be downloaded using the code snippet below:
 
 ```bash
-<<<<<<< HEAD
-cd models
-wget https://huggingface.co/TheBloke/Mistral-7B-Instruct-v0.2-GGUF/resolve/main/mistral-7b-instruct-v0.2.Q4_K_M.gguf
-cd ../
-=======
 cd ../../../models
 curl -sLO https://huggingface.co/instructlab/granite-7b-lab-GGUF/resolve/main/granite-7b-lab-Q4_K_M.gguf
 cd ../recipes/natural_language_processing/rag
->>>>>>> 4f8f404 (swapping standard mistral with granite as default)
 ```
 
 _A full list of supported open models is forthcoming._