diff --git a/examples/model-conversion/Makefile b/examples/model-conversion/Makefile
index 03b928afd..ac7a41472 100644
--- a/examples/model-conversion/Makefile
+++ b/examples/model-conversion/Makefile
@@ -63,7 +63,7 @@ causal-verify-logits: causal-run-original-model causal-run-converted-model
 	@MODEL_PATH="$(MODEL_PATH)" ./scripts/utils/check-nmse.py -m ${MODEL_PATH}
 
 causal-run-original-embeddings:
-	@./scripts/causal/run-casual-gen-embeddings-org.sh
+	@./scripts/causal/run-casual-gen-embeddings-org.py
 
 causal-run-converted-embeddings:
 	@./scripts/causal/run-converted-model-embeddings-logits.sh
diff --git a/examples/model-conversion/scripts/causal/compare-embeddings-logits.sh b/examples/model-conversion/scripts/causal/compare-embeddings-logits.sh
index 287158f63..c53c89d48 100755
--- a/examples/model-conversion/scripts/causal/compare-embeddings-logits.sh
+++ b/examples/model-conversion/scripts/causal/compare-embeddings-logits.sh
@@ -1,4 +1,4 @@
-#/bin/bash
+#!/usr/bin/env bash
 
 set -e
 
diff --git a/examples/model-conversion/scripts/causal/convert-model.sh b/examples/model-conversion/scripts/causal/convert-model.sh
index 9d9502595..32ffe132e 100755
--- a/examples/model-conversion/scripts/causal/convert-model.sh
+++ b/examples/model-conversion/scripts/causal/convert-model.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 
 set -e
 
diff --git a/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.sh b/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py
similarity index 100%
rename from examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.sh
rename to examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py
diff --git a/examples/model-conversion/scripts/causal/run-converted-model-embeddings-logits.sh b/examples/model-conversion/scripts/causal/run-converted-model-embeddings-logits.sh
index 64709f179..fa16a02c6 100755
--- a/examples/model-conversion/scripts/causal/run-converted-model-embeddings-logits.sh
+++ b/examples/model-conversion/scripts/causal/run-converted-model-embeddings-logits.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 
 set -e
 
diff --git a/examples/model-conversion/scripts/causal/run-converted-model.sh b/examples/model-conversion/scripts/causal/run-converted-model.sh
index e2762729e..f5f567d4f 100755
--- a/examples/model-conversion/scripts/causal/run-converted-model.sh
+++ b/examples/model-conversion/scripts/causal/run-converted-model.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 
 set -e
 
diff --git a/examples/model-conversion/scripts/embedding/compare-embeddings-logits.sh b/examples/model-conversion/scripts/embedding/compare-embeddings-logits.sh
index 35b5d7198..1401dcb43 100755
--- a/examples/model-conversion/scripts/embedding/compare-embeddings-logits.sh
+++ b/examples/model-conversion/scripts/embedding/compare-embeddings-logits.sh
@@ -1,4 +1,4 @@
-#/bin/bash
+#!/usr/bin/env bash
 
 set -e
 
diff --git a/examples/model-conversion/scripts/embedding/convert-model.sh b/examples/model-conversion/scripts/embedding/convert-model.sh
index 0609e3535..0929e4241 100755
--- a/examples/model-conversion/scripts/embedding/convert-model.sh
+++ b/examples/model-conversion/scripts/embedding/convert-model.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 
 set -e
 
diff --git a/examples/model-conversion/scripts/embedding/run-converted-model.sh b/examples/model-conversion/scripts/embedding/run-converted-model.sh
index 589609041..24b281062 100755
--- a/examples/model-conversion/scripts/embedding/run-converted-model.sh
+++ b/examples/model-conversion/scripts/embedding/run-converted-model.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 
 set -e
 
diff --git a/examples/model-conversion/scripts/utils/create-collection-add-model.sh b/examples/model-conversion/scripts/utils/create-collection-add-model.sh
index 4809da6cb..485001b5f 100644
--- a/examples/model-conversion/scripts/utils/create-collection-add-model.sh
+++ b/examples/model-conversion/scripts/utils/create-collection-add-model.sh
@@ -1,4 +1,6 @@
 
+#!/usr/bin/env bash
+
 COLLECTION_SLUG=$(python ./create_collection.py --return-slug)
 echo "Created collection: $COLLECTION_SLUG"
 
diff --git a/examples/model-conversion/scripts/utils/curl-embedding-server.sh b/examples/model-conversion/scripts/utils/curl-embedding-server.sh
index b6898665f..7ed69e1ea 100755
--- a/examples/model-conversion/scripts/utils/curl-embedding-server.sh
+++ b/examples/model-conversion/scripts/utils/curl-embedding-server.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 curl --request POST \
     --url http://localhost:8080/embedding \
     --header "Content-Type: application/json" \
diff --git a/examples/model-conversion/scripts/utils/inspect-converted-model.sh b/examples/model-conversion/scripts/utils/inspect-converted-model.sh
index e5b932454..32d84826f 100755
--- a/examples/model-conversion/scripts/utils/inspect-converted-model.sh
+++ b/examples/model-conversion/scripts/utils/inspect-converted-model.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 
 # First try command line argument, then environment variable, then file
 CONVERTED_MODEL="${1:-"$CONVERTED_MODEL"}"
diff --git a/examples/model-conversion/scripts/utils/perplexity-gen.sh b/examples/model-conversion/scripts/utils/perplexity-gen.sh
index 3db0b3fd2..4885acbae 100755
--- a/examples/model-conversion/scripts/utils/perplexity-gen.sh
+++ b/examples/model-conversion/scripts/utils/perplexity-gen.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 
 set -e
 
diff --git a/examples/model-conversion/scripts/utils/perplexity-run-simple.sh b/examples/model-conversion/scripts/utils/perplexity-run-simple.sh
index 69b3438f5..a2545436a 100755
--- a/examples/model-conversion/scripts/utils/perplexity-run-simple.sh
+++ b/examples/model-conversion/scripts/utils/perplexity-run-simple.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 
 set -e
 
diff --git a/examples/model-conversion/scripts/utils/perplexity-run.sh b/examples/model-conversion/scripts/utils/perplexity-run.sh
index 3bce7c847..68b38e662 100755
--- a/examples/model-conversion/scripts/utils/perplexity-run.sh
+++ b/examples/model-conversion/scripts/utils/perplexity-run.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 
 set -e
 
diff --git a/examples/model-conversion/scripts/utils/quantize.sh b/examples/model-conversion/scripts/utils/quantize.sh
index 90460aa6b..c25c5c21f 100755
--- a/examples/model-conversion/scripts/utils/quantize.sh
+++ b/examples/model-conversion/scripts/utils/quantize.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 
 set -e
 
diff --git a/examples/model-conversion/scripts/utils/run-embedding-server.sh b/examples/model-conversion/scripts/utils/run-embedding-server.sh
index 828fc4706..d30b76596 100755
--- a/examples/model-conversion/scripts/utils/run-embedding-server.sh
+++ b/examples/model-conversion/scripts/utils/run-embedding-server.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 
 set -e
 #