diff --git a/.github/workflows/image.yml b/.github/workflows/image.yml
index 2e0136a..216f498 100644
--- a/.github/workflows/image.yml
+++ b/.github/workflows/image.yml
@@ -25,6 +25,10 @@ jobs:
           registry: ${{ env.REGISTRY }}
           username: ${{ github.actor }}
           password: ${{ secrets.GITHUB_TOKEN }}
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v2
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v2
       - name: Extract metadata for Docker
         id: meta
         uses: docker/metadata-action@v4
@@ -42,5 +46,6 @@ jobs:
         with:
           context: .
           push: true
+          platforms: linux/amd64,linux/arm64/v8
           tags: ${{ steps.meta.outputs.tags }}
           labels: ${{ steps.meta.outputs.labels }}
diff --git a/Dockerfile b/Dockerfile
index 6dc8437..045a7a8 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,6 @@
-FROM golang:1.20 as build
+FROM --platform=${BUILDPLATFORM} golang:1.20 as build
+
+ARG TARGETARCH BUILDPLATFORM
 
 WORKDIR /build
 
@@ -9,15 +11,27 @@ RUN go mod verify
 
 COPY . .
 
-RUN script/install-libtensorflow
+RUN dpkg --add-architecture arm64 && \
+	apt update && \
+	apt install -y \
+		gcc-10-aarch64-linux-gnu \
+		libsqlite3-dev:arm64 && \
+	mkdir /tmp/extra-lib
+
 
-RUN go build -a -o 'snips.sh'
+RUN if [ "${TARGETARCH}" = "amd64" ]; then \
+  script/install-libtensorflow; \
+  cp /usr/local/lib/libtensorflow.so.2 /tmp/extra-lib/; \
+  cp /usr/local/lib/libtensorflow_framework.so.2 /tmp/extra-lib/; \
+  go build -a -o 'snips.sh'; \
+else \
+  CC=aarch64-linux-gnu-gcc-10 GOARCH=${TARGETARCH} CGO_ENABLED=1 go build -ldflags "-linkmode external -extldflags -static" -a -o 'snips.sh'; \
+fi
 
-FROM ubuntu:20.04
 
+FROM --platform=${BUILDPLATFORM} ubuntu:20.04
+COPY --from=build /tmp/extra-lib/* /usr/local/lib/
 COPY --from=build /build/snips.sh /usr/bin/snips.sh
-COPY --from=build /usr/local/lib/libtensorflow.so.2 /usr/local/lib/
-COPY --from=build /usr/local/lib/libtensorflow_framework.so.2 /usr/local/lib/
 
 RUN ldconfig
 
diff --git a/internal/config/config.go b/internal/config/config.go
index b56c7df..6834922 100644
--- a/internal/config/config.go
+++ b/internal/config/config.go
@@ -4,6 +4,7 @@ import (
 	"fmt"
 	"net/url"
 	"os"
+	"runtime"
 	"text/tabwriter"
 	"time"
 
@@ -21,6 +22,9 @@ KEY	TYPE	DEFAULT	DESCRIPTION
 type Config struct {
 	Debug bool `default:"False" desc:"enable debug logging and pprof"`
 
+	// NOTE: always false on arm64 arch.
+	// currently not shipping libtensorflow for arm
+	// https://github.com/robherley/snips.sh/issues/39
 	EnableGuesser bool `default:"True" desc:"enable guesslang model to detect file types"`
 
 	HMACKey string `default:"hmac-and-cheese" desc:"symmetric key used to sign URLs"`
@@ -86,5 +90,7 @@ func Load() (*Config, error) {
 		return nil, err
 	}
 
+	cfg.EnableGuesser = cfg.EnableGuesser && runtime.GOARCH == "amd64"
+
 	return cfg, nil
 }
diff --git a/internal/renderer/detect.go b/internal/renderer/detect.go
index 58d9e16..f0b71a4 100644
--- a/internal/renderer/detect.go
+++ b/internal/renderer/detect.go
@@ -3,12 +3,8 @@ package renderer
 import (
 	"net/http"
 	"strings"
-	"time"
 
-	"github.com/armon/go-metrics"
-	"github.com/robherley/guesslang-go/pkg/guesser"
 	"github.com/robherley/snips.sh/internal/snips"
-	"github.com/rs/zerolog/log"
 )
 
 const (
@@ -16,18 +12,6 @@ const (
 	MinimumContentGuessLength = 64
 )
 
-var (
-	guesslang *guesser.Guesser
-)
-
-func init() {
-	var err error
-	guesslang, err = guesser.New()
-	if err != nil {
-		log.Fatal().Err(err).Msg("failed to initialize guesslang")
-	}
-}
-
 // DetectFileType returns the type of the file based on the content and the hint.
 // If useGuesser is true, it will try to guess the type of the file using guesslang.
 // If the content's mimetype is not detected as text/plain, it returns "binary"
@@ -43,13 +27,7 @@ func DetectFileType(content []byte, hint string, useGuesser bool) string {
 	case hint != "":
 		lexer = GetLexer(hint)
 	case useGuesser && len(content) >= MinimumContentGuessLength:
-		guessStart := time.Now()
-		answer, err := guesslang.Guess(string(content))
-		metrics.MeasureSince([]string{"guess", "duration"}, guessStart)
-		if err != nil {
-			log.Warn().Err(err).Msg("failed to guess the file type")
-		} else if answer.Reliable {
-			guess := strings.ToLower(answer.Predictions[0].Language)
+		if guess := Guess(string(content)); guess != "" {
 			lexer = GetLexer(guess)
 		}
 	default:
diff --git a/internal/renderer/guess_amd64.go b/internal/renderer/guess_amd64.go
new file mode 100644
index 0000000..920d9b7
--- /dev/null
+++ b/internal/renderer/guess_amd64.go
@@ -0,0 +1,34 @@
+//go:build amd64
+
+package renderer
+
+import (
+	"strings"
+	"time"
+
+	"github.com/armon/go-metrics"
+	"github.com/robherley/guesslang-go/pkg/guesser"
+	"github.com/rs/zerolog/log"
+)
+
+var guesslang *guesser.Guesser
+
+func init() {
+	var err error
+	guesslang, err = guesser.New()
+	if err != nil {
+		log.Fatal().Err(err).Msg("failed to initialize guesslang")
+	}
+}
+
+func Guess(content string) string {
+	guessStart := time.Now()
+	answer, err := guesslang.Guess(content)
+	metrics.MeasureSince([]string{"guess", "duration"}, guessStart)
+	if err != nil {
+		log.Warn().Err(err).Msg("failed to guess the file type")
+		return ""
+	}
+
+	return strings.ToLower(answer.Predictions[0].Language)
+}
diff --git a/internal/renderer/guess_arm64.go b/internal/renderer/guess_arm64.go
new file mode 100644
index 0000000..35e9d81
--- /dev/null
+++ b/internal/renderer/guess_arm64.go
@@ -0,0 +1,9 @@
+//go:build arm64
+
+package renderer
+
+func Guess(content string) string {
+	// currently not supporting guessing in arm64 bc of libtensorflow requirements
+	// https://github.com/robherley/snips.sh/issues/39
+	panic("not implemented")
+}