diff --git a/modules/pacing/BUILD.gn b/modules/pacing/BUILD.gn
index b424e2c7d8..3cea1a3fa8 100644
--- a/modules/pacing/BUILD.gn
+++ b/modules/pacing/BUILD.gn
@@ -38,7 +38,6 @@ rtc_library("pacing") {
     "../../api:sequence_checker",
     "../../api/rtc_event_log",
     "../../api/task_queue:task_queue",
-    "../../api/task_queue:to_queued_task",
     "../../api/transport:field_trial_based_config",
     "../../api/transport:network_control",
     "../../api/units:data_rate",
@@ -99,7 +98,6 @@ if (rtc_include_tests) {
       ":interval_budget",
       ":pacing",
       "../../api/task_queue:task_queue",
-      "../../api/task_queue:to_queued_task",
       "../../api/transport:network_control",
       "../../api/units:data_rate",
       "../../api/units:time_delta",
@@ -116,5 +114,6 @@ if (rtc_include_tests) {
       "../rtp_rtcp:mock_rtp_rtcp",
       "../rtp_rtcp:rtp_rtcp_format",
     ]
+    absl_deps = [ "//third_party/abseil-cpp/absl/functional:any_invocable" ]
   }
 }
diff --git a/modules/pacing/task_queue_paced_sender.cc b/modules/pacing/task_queue_paced_sender.cc
index ebb67ac014..2166b8ff54 100644
--- a/modules/pacing/task_queue_paced_sender.cc
+++ b/modules/pacing/task_queue_paced_sender.cc
@@ -316,11 +316,10 @@ void TaskQueuePacedSender::MaybeProcessPackets(
       }
     }
 
-    task_queue_.PostDelayedTaskWithPrecision(
-        precision, ToQueuedTask([this, next_send_time]() {
-          MaybeProcessPackets(next_send_time);
-        }),
-        time_to_next_process.RoundUpTo(TimeDelta::Millis(1)).ms<uint32_t>());
+    task_queue_.Get()->PostDelayedTaskWithPrecision(
+        precision,
+        [this, next_send_time]() { MaybeProcessPackets(next_send_time); },
+        time_to_next_process.RoundUpTo(TimeDelta::Millis(1)));
     next_process_time_ = next_send_time;
   }
 }
diff --git a/modules/pacing/task_queue_paced_sender_unittest.cc b/modules/pacing/task_queue_paced_sender_unittest.cc
index 926f4d969f..e6dfe26834 100644
--- a/modules/pacing/task_queue_paced_sender_unittest.cc
+++ b/modules/pacing/task_queue_paced_sender_unittest.cc
@@ -18,8 +18,8 @@
 #include <utility>
 #include <vector>
 
+#include "absl/functional/any_invocable.h"
 #include "api/task_queue/task_queue_base.h"
-#include "api/task_queue/to_queued_task.h"
 #include "api/transport/network_types.h"
 #include "api/units/data_rate.h"
 #include "modules/pacing/packet_router.h"
@@ -119,36 +119,27 @@ class TaskQueueWithFakePrecisionFactory : public TaskQueueFactory {
       // TaskQueueDeleter.
       delete this;
     }
-    void PostTask(std::unique_ptr<QueuedTask> task) override {
-      task_queue_->PostTask(
-          ToQueuedTask([this, task = std::move(task)]() mutable {
-            RunTask(std::move(task));
-          }));
+    void PostTask(absl::AnyInvocable<void() &&> task) override {
+      task_queue_->PostTask(WrapTask(std::move(task)));
     }
-    void PostDelayedTask(std::unique_ptr<QueuedTask> task,
-                         uint32_t milliseconds) override {
+    void PostDelayedTask(absl::AnyInvocable<void() &&> task,
+                         TimeDelta delay) override {
       ++parent_factory_->delayed_low_precision_count_;
-      task_queue_->PostDelayedTask(
-          ToQueuedTask([this, task = std::move(task)]() mutable {
-            RunTask(std::move(task));
-          }),
-          milliseconds);
+      task_queue_->PostDelayedTask(WrapTask(std::move(task)), delay);
     }
-    void PostDelayedHighPrecisionTask(std::unique_ptr<QueuedTask> task,
-                                      uint32_t milliseconds) override {
+    void PostDelayedHighPrecisionTask(absl::AnyInvocable<void() &&> task,
+                                      TimeDelta delay) override {
       ++parent_factory_->delayed_high_precision_count_;
-      task_queue_->PostDelayedHighPrecisionTask(
-          ToQueuedTask([this, task = std::move(task)]() mutable {
-            RunTask(std::move(task));
-          }),
-          milliseconds);
+      task_queue_->PostDelayedHighPrecisionTask(WrapTask(std::move(task)),
+                                                delay);
     }
 
    private:
-    void RunTask(std::unique_ptr<QueuedTask> task) {
-      CurrentTaskQueueSetter set_current(this);
-      if (!task->Run())
-        task.release();
+    absl::AnyInvocable<void() &&> WrapTask(absl::AnyInvocable<void() &&> task) {
+      return [this, task = std::move(task)]() mutable {
+        CurrentTaskQueueSetter set_current(this);
+        std::move(task)();
+      };
     }
 
     TaskQueueWithFakePrecisionFactory* parent_factory_;
diff --git a/modules/video_coding/BUILD.gn b/modules/video_coding/BUILD.gn
index 6b74d2b9ea..f4d9ff7a5c 100644
--- a/modules/video_coding/BUILD.gn
+++ b/modules/video_coding/BUILD.gn
@@ -223,7 +223,6 @@ rtc_library("video_coding") {
     "../../api:scoped_refptr",
     "../../api:sequence_checker",
     "../../api/task_queue",
-    "../../api/task_queue:to_queued_task",
     "../../api/units:data_rate",
     "../../api/units:data_size",
     "../../api/units:frequency",
@@ -423,7 +422,7 @@ rtc_library("video_coding_utility") {
     "../../api:field_trials_view",
     "../../api:scoped_refptr",
     "../../api:sequence_checker",
-    "../../api/task_queue:to_queued_task",
+    "../../api/units:time_delta",
     "../../api/video:encoded_frame",
     "../../api/video:encoded_image",
     "../../api/video:video_adaptation",
@@ -856,7 +855,6 @@ if (rtc_include_tests) {
       "../../api:sequence_checker",
       "../../api:videocodec_test_fixture_api",
       "../../api/task_queue",
-      "../../api/task_queue:to_queued_task",
       "../../api/video:builtin_video_bitrate_allocator_factory",
       "../../api/video:encoded_image",
       "../../api/video:video_bitrate_allocation",
diff --git a/modules/video_coding/codecs/test/videoprocessor.cc b/modules/video_coding/codecs/test/videoprocessor.cc
index 78fb90f16f..353a00df79 100644
--- a/modules/video_coding/codecs/test/videoprocessor.cc
+++ b/modules/video_coding/codecs/test/videoprocessor.cc
@@ -19,7 +19,6 @@
 #include <utility>
 
 #include "api/scoped_refptr.h"
-#include "api/task_queue/to_queued_task.h"
 #include "api/video/builtin_video_bitrate_allocator_factory.h"
 #include "api/video/i420_buffer.h"
 #include "api/video/video_bitrate_allocator_factory.h"
@@ -340,9 +339,9 @@ int32_t VideoProcessor::VideoProcessorDecodeCompleteCallback::Decoded(
                           .build();
     copy.set_timestamp(image.timestamp());
 
-    task_queue_->PostTask(ToQueuedTask([this, copy]() {
+    task_queue_->PostTask([this, copy]() {
       video_processor_->FrameDecoded(copy, simulcast_svc_idx_);
-    }));
+    });
     return 0;
   }
   video_processor_->FrameDecoded(image, simulcast_svc_idx_);
diff --git a/modules/video_coding/codecs/test/videoprocessor.h b/modules/video_coding/codecs/test/videoprocessor.h
index 217137c95e..4c89c790a9 100644
--- a/modules/video_coding/codecs/test/videoprocessor.h
+++ b/modules/video_coding/codecs/test/videoprocessor.h
@@ -21,7 +21,6 @@
 
 #include "absl/types/optional.h"
 #include "api/sequence_checker.h"
-#include "api/task_queue/queued_task.h"
 #include "api/task_queue/task_queue_base.h"
 #include "api/test/videocodec_test_fixture.h"
 #include "api/video/encoded_image.h"
@@ -105,8 +104,11 @@ class VideoProcessor {
 
       // Post the callback to the right task queue, if needed.
       if (!task_queue_->IsCurrent()) {
-        task_queue_->PostTask(std::make_unique<EncodeCallbackTask>(
-            video_processor_, encoded_image, codec_specific_info));
+        VideoProcessor* video_processor = video_processor_;
+        task_queue_->PostTask([video_processor, encoded_image,
+                               codec_specific_info = *codec_specific_info] {
+          video_processor->FrameEncoded(encoded_image, codec_specific_info);
+        });
         return Result(Result::OK, 0);
       }
 
@@ -115,27 +117,6 @@ class VideoProcessor {
     }
 
    private:
-    class EncodeCallbackTask : public QueuedTask {
-     public:
-      EncodeCallbackTask(VideoProcessor* video_processor,
-                         const webrtc::EncodedImage& encoded_image,
-                         const webrtc::CodecSpecificInfo* codec_specific_info)
-          : video_processor_(video_processor),
-            encoded_image_(encoded_image),
-            codec_specific_info_(*codec_specific_info) {
-      }
-
-      bool Run() override {
-        video_processor_->FrameEncoded(encoded_image_, codec_specific_info_);
-        return true;
-      }
-
-     private:
-      VideoProcessor* const video_processor_;
-      webrtc::EncodedImage encoded_image_;
-      const webrtc::CodecSpecificInfo codec_specific_info_;
-    };
-
     VideoProcessor* const video_processor_;
     TaskQueueBase* const task_queue_;
   };
diff --git a/modules/video_coding/nack_requester.cc b/modules/video_coding/nack_requester.cc
index 9663c31d14..9c131a47ba 100644
--- a/modules/video_coding/nack_requester.cc
+++ b/modules/video_coding/nack_requester.cc
@@ -221,7 +221,7 @@ int NackRequester::OnReceivedPacket(uint16_t seq_num,
 
 void NackRequester::ClearUpTo(uint16_t seq_num) {
   // Called via RtpVideoStreamReceiver2::FrameContinuous on the network thread.
-  worker_thread_->PostTask(ToQueuedTask(task_safety_, [seq_num, this]() {
+  worker_thread_->PostTask(SafeTask(task_safety_.flag(), [seq_num, this]() {
     RTC_DCHECK_RUN_ON(worker_thread_);
     nack_list_.erase(nack_list_.begin(), nack_list_.lower_bound(seq_num));
     keyframe_list_.erase(keyframe_list_.begin(),
diff --git a/modules/video_coding/nack_requester_unittest.cc b/modules/video_coding/nack_requester_unittest.cc
index b018e4684f..6f11cb6e91 100644
--- a/modules/video_coding/nack_requester_unittest.cc
+++ b/modules/video_coding/nack_requester_unittest.cc
@@ -59,12 +59,12 @@ class TestNackRequester : public ::testing::Test,
     RTC_DCHECK(!waiting_for_send_nack_);
 
     waiting_for_send_nack_ = true;
-    loop_.PostDelayedTask(
+    loop_.task_queue()->PostDelayedTask(
         [this]() {
           timed_out_ = true;
           loop_.Quit();
         },
-        1000);
+        TimeDelta::Seconds(1));
 
     loop_.Run();
 
diff --git a/modules/video_coding/utility/bandwidth_quality_scaler.cc b/modules/video_coding/utility/bandwidth_quality_scaler.cc
index c23e5f0567..12f8a49cee 100644
--- a/modules/video_coding/utility/bandwidth_quality_scaler.cc
+++ b/modules/video_coding/utility/bandwidth_quality_scaler.cc
@@ -15,7 +15,6 @@
 #include <utility>
 #include <vector>
 
-#include "api/task_queue/to_queued_task.h"
 #include "api/video/video_adaptation_reason.h"
 #include "api/video_codecs/video_encoder.h"
 #include "rtc_base/checks.h"
@@ -58,7 +57,7 @@ BandwidthQualityScaler::~BandwidthQualityScaler() {
 void BandwidthQualityScaler::StartCheckForBitrate() {
   RTC_DCHECK_RUN_ON(&task_checker_);
   TaskQueueBase::Current()->PostDelayedTask(
-      ToQueuedTask([this_weak_ptr = weak_ptr_factory_.GetWeakPtr(), this] {
+      [this_weak_ptr = weak_ptr_factory_.GetWeakPtr(), this] {
         if (!this_weak_ptr) {
           // The caller BandwidthQualityScaler has been deleted.
           return;
@@ -84,8 +83,8 @@ void BandwidthQualityScaler::StartCheckForBitrate() {
           }
         }
         StartCheckForBitrate();
-      }),
-      kBitrateStateUpdateInterval.ms());
+      },
+      kBitrateStateUpdateInterval);
 }
 
 void BandwidthQualityScaler::ReportEncodeInfo(int frame_size_bytes,
diff --git a/modules/video_coding/utility/quality_scaler.cc b/modules/video_coding/utility/quality_scaler.cc
index 6f66b4d1d8..d7e8b57e80 100644
--- a/modules/video_coding/utility/quality_scaler.cc
+++ b/modules/video_coding/utility/quality_scaler.cc
@@ -13,7 +13,7 @@
 #include <memory>
 #include <utility>
 
-#include "api/task_queue/to_queued_task.h"
+#include "api/units/time_delta.h"
 #include "api/video/video_adaptation_reason.h"
 #include "rtc_base/checks.h"
 #include "rtc_base/experiments/quality_scaler_settings.h"
@@ -97,7 +97,7 @@ class QualityScaler::CheckQpTask {
     RTC_DCHECK_EQ(state_, State::kNotStarted);
     state_ = State::kCheckingQp;
     TaskQueueBase::Current()->PostDelayedTask(
-        ToQueuedTask([this_weak_ptr = weak_ptr_factory_.GetWeakPtr(), this] {
+        [this_weak_ptr = weak_ptr_factory_.GetWeakPtr(), this] {
           if (!this_weak_ptr) {
             // The task has been cancelled through destruction.
             return;
@@ -134,8 +134,8 @@ class QualityScaler::CheckQpTask {
           // Starting the next task deletes the pending task. After this line,
           // `this` has been deleted.
           quality_scaler_->StartNextCheckQpTask();
-        }),
-        GetCheckingQpDelayMs());
+        },
+        TimeDelta::Millis(GetCheckingQpDelayMs()));
   }
 
   bool HasCompletedTask() const { return state_ == State::kCompleted; }