diff --git a/Jenkinsfile b/Jenkinsfile
index 36637d6..e8d0ab6 100644
--- a/Jenkinsfile
+++ b/Jenkinsfile
@@ -1,5 +1,29 @@
 pipeline {
-  agent any
+  agent {
+    kubernetes {
+      label 'lesavka-tests'
+      defaultContainer 'rust-ci'
+      yaml """
+apiVersion: v1
+kind: Pod
+spec:
+  nodeSelector:
+    kubernetes.io/arch: arm64
+    node-role.kubernetes.io/worker: "true"
+  containers:
+    - name: rust-ci
+      image: rust:1.82-bookworm
+      command: ["cat"]
+      tty: true
+      volumeMounts:
+        - name: workspace-volume
+          mountPath: /home/jenkins/agent
+  volumes:
+    - name: workspace-volume
+      emptyDir: {}
+"""
+    }
+  }
 
   options {
     disableConcurrentBuilds()
@@ -26,33 +50,66 @@ pipeline {
       }
     }
 
+    stage('Bootstrap CI Toolchain') {
+      steps {
+        container('rust-ci') {
+          sh '''
+            set -eu
+            apt-get update
+            DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \
+              python3 \
+              curl \
+              clang \
+              llvm \
+              pkg-config \
+              libssl-dev \
+              ca-certificates
+            rm -rf /var/lib/apt/lists/*
+            if ! cargo llvm-cov --version >/dev/null 2>&1; then
+              cargo install --locked cargo-llvm-cov
+            fi
+          '''
+        }
+      }
+    }
+
     stage('Format') {
       steps {
-        sh 'cargo fmt --all -- --check'
+        container('rust-ci') {
+          sh 'cargo fmt --all -- --check'
+        }
       }
     }
 
     stage('Hygiene') {
       steps {
-        sh 'scripts/ci/hygiene_gate.sh'
+        container('rust-ci') {
+          sh 'scripts/ci/hygiene_gate.sh'
+        }
       }
     }
 
     stage('Testing') {
       steps {
-        sh 'cargo test -p lesavka_testing'
+        container('rust-ci') {
+          sh 'cargo test -p lesavka_testing'
+        }
       }
     }
 
     stage('Quality Gate') {
       steps {
-        sh 'QUALITY_GATE_PUSHGATEWAY_URL="${QUALITY_GATE_PUSHGATEWAY_URL}" scripts/ci/quality_gate.sh'
+        container('rust-ci') {
+          sh 'QUALITY_GATE_PUSHGATEWAY_URL="${QUALITY_GATE_PUSHGATEWAY_URL}" scripts/ci/quality_gate.sh'
+        }
       }
     }
 
     stage('Build Dist') {
       steps {
-        sh 'scripts/ci/build-dist.sh'
+        container('rust-ci') {
+          sh 'scripts/ci/build-dist.sh'
+        }
       }
     }