diff --git a/packages/pipeline/boilercv_pipeline/cli/experiments.py b/packages/pipeline/boilercv_pipeline/cli/experiments.py
index 4b4aa8ac..7ea5261f 100644
--- a/packages/pipeline/boilercv_pipeline/cli/experiments.py
+++ b/packages/pipeline/boilercv_pipeline/cli/experiments.py
@@ -1,11 +1,12 @@
 """Run DVC experiments."""
 
 from pathlib import Path
+from shlex import split
+from subprocess import run
 
 from cappa import invoke
 from cappa.base import command
-from dev.tools.environment import run
-from dvclive import Live
+from dev.tools import environment
 from pydantic import BaseModel
 from yaml import safe_dump, safe_load
 
@@ -16,42 +17,31 @@ class Trackpy(BaseModel):
 
     def __call__(self):
         """Run TrackPy object finding experiment."""
-        dvc_yaml = Path("dvc.yaml")
-        dvc_yaml.write_text(
-            encoding="utf-8",
-            data=safe_dump(
-                sort_keys=False,
-                indent=2,
-                width=float("inf"),
-                data={
-                    "stages": {
-                        stage: value
-                        for stage, value in safe_load(
-                            dvc_yaml.read_text(encoding="utf-8")
-                        )["stages"].items()
-                        if stage == "find_objects"
-                    }
-                },
-            ),
-        )
+        run(args=split("git checkout trackpy"), check=False)
         params_yaml = Path("params.yaml")
         params_yaml.write_text(
             encoding="utf-8",
             data=safe_dump(
-                sort_keys=False,
                 indent=2,
+                sort_keys=False,
                 width=float("inf"),
                 data={
                     **safe_load(params_yaml.read_text(encoding="utf-8")),
                     "compare_with_trackpy": "--compare-with-trackpy",
                     "frame_count": 500,
-                    "only_sample": "--only-sample",
                 },
             ),
         )
-        run("pre-commit run --all-files prettier", check=False)
-        with Live(".", resume=True):
-            pass
+        environment.run("pre-commit run --all-files prettier", check=False)
+        for cmd in ["git add .", "git commit -m 'prepare for trackpy experiment'"]:
+            run(args=split(cmd), check=False)
+        environment.run("dvc repro find_objects", check=False)
+        for cmd in [
+            "git add .",
+            "git commit -m 'repro trackpy experiment'",
+            "git push",
+        ]:
+            run(args=split(cmd), check=False)
 
 
 if __name__ == "__main__":
diff --git a/packages/pipeline/pyproject.toml b/packages/pipeline/pyproject.toml
index 33e1b719..4e14d7a2 100644
--- a/packages/pipeline/pyproject.toml
+++ b/packages/pipeline/pyproject.toml
@@ -12,7 +12,6 @@ dependencies = [
   "colorcet>=3.0.1",
   "copykitten>=1.1.1",
   "cyclopts>=2.6.1",
-  "dvclive>=3.48.0",
   "imageio[pyav]>=2.34.1",
   "ipykernel>=6.29.4",
   "loguru>=0.7.0",
diff --git a/requirements/requirements_dev.txt b/requirements/requirements_dev.txt
index 5bcc9101..c038a6e5 100644
--- a/requirements/requirements_dev.txt
+++ b/requirements/requirements_dev.txt
@@ -86,7 +86,6 @@ dvc-objects==5.1.0
 dvc-render==1.0.2
 dvc-studio-client==0.21.0
 dvc-task==0.4.0
-dvclive==3.48.0
 entrypoints==0.4
 execnet==2.1.1
 executing==2.1.0
@@ -237,7 +236,6 @@ pydot==3.0.1
 pygit2==1.15.1
 pygments==2.18.0
 pygtrie==2.5.0
-pynvml==11.5.3
 pyparsing==3.0.9
 pyproj==3.6.1
 pyqtgraph==0.13.3
diff --git a/uv.lock b/uv.lock
index 0fc24cfc..4c083747 100644
--- a/uv.lock
+++ b/uv.lock
@@ -701,7 +701,6 @@ dependencies = [
     { name = "colorcet" },
     { name = "copykitten" },
     { name = "cyclopts" },
-    { name = "dvclive" },
     { name = "imageio", extra = ["pyav"] },
     { name = "ipykernel" },
     { name = "loguru" },
@@ -741,7 +740,6 @@ requires-dist = [
     { name = "colorcet", specifier = ">=3.0.1" },
     { name = "copykitten", specifier = ">=1.1.1" },
     { name = "cyclopts", specifier = ">=2.6.1" },
-    { name = "dvclive", specifier = ">=3.48.0" },
     { name = "imageio", extras = ["pyav"], specifier = ">=2.34.1" },
     { name = "ipykernel", specifier = ">=6.29.4" },
     { name = "loguru", specifier = ">=0.7.0" },
@@ -1761,26 +1759,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9d/c5/f56893f455486db875a6c74fbf68047fafe581313fb975da1315421117c2/dvc_task-0.4.0-py3-none-any.whl", hash = "sha256:ed047e4bb5031fcf640357ae4638a2a89e34f556560ed9d1fbf6646ed4e8cca6", size = 21383 },
 ]
 
-[[package]]
-name = "dvclive"
-version = "3.48.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dvc" },
-    { name = "dvc-render" },
-    { name = "dvc-studio-client" },
-    { name = "funcy" },
-    { name = "gto" },
-    { name = "psutil" },
-    { name = "pynvml" },
-    { name = "ruamel-yaml" },
-    { name = "scmrepo" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/e3/91/d6cf2ccceaa063b988809ab4fa33846e6ee811ef146b573dadc1c9fb0a0f/dvclive-3.48.0.tar.gz", hash = "sha256:42434660f16b88c8931e625da010c9cdabf2b0d8d11173b81ed1d976c4b7fb0a", size = 2041796 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/df/86/96f6a2383e94b90b97b7920c4a1831a8858a5bfd1a08ac3bd8e2626e7bd1/dvclive-3.48.0-py3-none-any.whl", hash = "sha256:6625b9eac49322165877a95696db8934d190d89fadf53294c471d2584b322879", size = 43481 },
-]
-
 [[package]]
 name = "entrypoints"
 version = "0.4"
@@ -4102,15 +4080,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ec/cd/bd196b2cf014afb1009de8b0f05ecd54011d881944e62763f3c1b1e8ef37/pygtrie-2.5.0-py3-none-any.whl", hash = "sha256:8795cda8105493d5ae159a5bef313ff13156c5d4d72feddefacaad59f8c8ce16", size = 25099 },
 ]
 
-[[package]]
-name = "pynvml"
-version = "11.5.3"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e4/e9/9931792cb776716363fc7c3039b477d11278173d71ddc230eb9b5f4ce93f/pynvml-11.5.3.tar.gz", hash = "sha256:183d223ae487e5f00402d8da06c68c978ef8a9295793ee75559839c6ade7b229", size = 73685 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/54/5b/16e50abf152be7f18120f11dfff495014a9eaff7b764626e1656f04ad262/pynvml-11.5.3-py3-none-any.whl", hash = "sha256:a5fba3ab14febda50d19dbda012ef62ae0aed45b7ccc07af0bc5be79223e450c", size = 53135 },
-]
-
 [[package]]
 name = "pyparsing"
 version = "3.0.9"