diff --git a/install-dependencies b/install-dependencies
index bdcc6e7..920c548 100755
--- a/install-dependencies
+++ b/install-dependencies
@@ -6,7 +6,7 @@ set -e
 
 echo "Install the dependencies of the vigil script..."
 sudo apt-get --yes install python3-minimal python3-pygments python3-pyinotify \
-     python3-urwid
+     python3-urwid python3-psutil
 echo
 echo "Install all the tools vigil may need..."
 ./install-tools
diff --git a/vigil b/vigil
index a8ecd97..a4904ae 100755
--- a/vigil
+++ b/vigil
@@ -55,6 +55,7 @@ import threading
 import time
 import traceback
 
+import psutil
 import pyinotify
 
 import fill3
@@ -107,26 +108,12 @@ def dump_pickle_safe(object_, path, protocol=pickle.HIGHEST_PROTOCOL,
     try:
         with open(tmp_path, "wb") as file_:
             pickle.dump(object_, file_, protocol=protocol)
-    except OSError:
+    except (OSError, KeyboardInterrupt):
         os.remove(tmp_path)
     else:
         os.rename(tmp_path, path)
 
 
-def multiprocessing_process(func, *args, **kwargs):
-    def wrapper(child_conn, func, args, **kwargs):
-        result = func(*args, **kwargs)
-        child_conn.send(result)
-        child_conn.close()
-    parent_conn, child_conn = multiprocessing.Pipe()
-    process = multiprocessing.Process(
-        target=wrapper, args=(child_conn, func, args), kwargs=kwargs,
-        daemon=True)
-    process.start()
-    process.result_conn = parent_conn
-    return process
-
-
 def status_to_str(status, is_status_simple):
     if isinstance(status, int):  # is a status enumeration
         dict_ = (tools._STATUS_TO_TERMSTR_SIMPLE if is_status_simple
@@ -177,18 +164,15 @@ class Result:
         appearance_changed_event.set()
         self.entry.appearance_cache = None
 
-    def run(self, log, appearance_changed_event):
+    def run(self, log, appearance_changed_event, runner):
         self.is_placeholder = False
         tool_name = tools._tool_name_colored(self.tool, self.path)
         path_colored = tools._path_colored(self.path)
         log.log_message(["Running ", tool_name, " on ", path_colored, "."])
         self.set_status(tools.Status.running, appearance_changed_event)
         start_time = time.time()
-        self.process = multiprocessing_process(
-            tools.run_tool_no_error, self.path, self.tool)
-        new_status, result = self.process.result_conn.recv()
-        self.status, self.result = new_status, result
-        self.process = None
+        new_status = runner.worker.run_tool(self.path, self.tool)
+        Result.result.fget.evict(self)
         end_time = time.time()
         self.set_status(new_status, appearance_changed_event)
         self.is_completed = True
@@ -200,11 +184,6 @@ class Result:
     def reset(self):
         self.is_placeholder = True
         self.status = tools.Status.empty
-        try:
-            self.process.terminate()
-        except AttributeError:
-            pass
-        self.process = None
 
     def appearance_min(self):
         return [status_to_str(self.status,
@@ -860,11 +839,49 @@ def regulate_temperature(log):
         log.log_message("The computer has cooled down. Continuing...")
 
 
+def make_process_nicest(pid):
+    process = psutil.Process(pid)
+    process.nice(19)
+    process.ionice(psutil.IOPRIO_CLASS_IDLE)
+
+
+class _Result(Result):
+
+    def __del__(self):
+        pass
+
+
+def work_loop(child_connection):
+    while True:
+        tool, path = child_connection.recv()
+        result = _Result(path, tool)
+        status, result.result = tools.run_tool_no_error(path, tool)
+        child_connection.send(status)
+
+
+class Worker:
+
+    def __init__(self):
+        self.parent_connection, child_connection = multiprocessing.Pipe()
+        self.process = multiprocessing.Process(
+            target=work_loop, args=(child_connection,), daemon=True)
+        make_process_nicest(self.process.pid)
+        self.process.start()
+
+    def run_tool(self, path, tool):
+        self.parent_connection.send([tool, path])
+        return self.parent_connection.recv()
+
+    def stop(self):
+        os.kill(self.process.pid, signal.SIGKILL)
+
+
 class Runner:
 
     def __init__(self):
         self.result = None
         self.is_running = True
+        self.worker = Worker()
 
     def job_runner(self, summary, log, jobs_added_event,
                    appearance_changed_event):
@@ -878,7 +895,7 @@ class Runner:
                     log.log_message("All results are up to date.")
                     break
                 try:
-                    self.result.run(log, appearance_changed_event)
+                    self.result.run(log, appearance_changed_event, self)
                     summary.completed_total += 1
                 except EOFError:  # Occurs if the process is terminated
                     pass
@@ -931,7 +948,6 @@ def main(root_path, urwid_screen):
     update_display_thread.start()
     loop.add_reader(sys.stdin, screen.on_keypressed, urwid_screen)
     runners = [Runner() for index in range(multiprocessing.cpu_count() * 2)]
-    screen.runners = runners
     for runner in runners:
         args = (summary, log, jobs_added_event, appearance_changed_event)
         threading.Thread(target=runner.job_runner, args=args,
@@ -949,7 +965,9 @@ def main(root_path, urwid_screen):
         appearance_changed_event.set()
         update_display_thread.join()
         for runner in runners:
+            runner.worker.stop()
             runner.is_running = False
+        for runner in runners:
             runner.result.reset()
         # Cannot pickle generators, locks, sockets or events.
         summary.closest_placeholder_generator = None
diff --git a/vigil_test.py b/vigil_test.py
index ef32b84..6205ff5 100755
--- a/vigil_test.py
+++ b/vigil_test.py
@@ -38,17 +38,6 @@ class LruCacheWithEvictionTestCase(unittest.TestCase):
         self._assert_cache(a, 1, 2, 2)
 
 
-class MultiprocessingWrapperTestCase(unittest.TestCase):
-
-    def test_multiprocessing_wrapper(self):
-        def a(b, c, d=1):
-            return b + c + d
-        process = vigil.multiprocessing_process(a, 1, 2)
-        result = process.result_conn.recv()
-        process.join()
-        self.assertEqual(result, 4)
-
-
 _DIMENSIONS = (40, 40)