diff --git a/.github/workflows/static-analysis.yml b/.github/workflows/static-analysis.yml
index 3fb334c..97f28ff 100644
--- a/.github/workflows/static-analysis.yml
+++ b/.github/workflows/static-analysis.yml
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index c8582af..fdb7375 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -1,6 +1,6 @@
 <!--
 SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 
 SPDX-License-Identifier: MIT
 -->
diff --git a/README.md b/README.md
index dc94313..c320c96 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# SensorTSLM Core Framework
+# TimeCap Core Framework
 
 Dataset-agnostic captioning pipeline for sensor time-series data.
 
diff --git a/aggregators.py b/aggregators.py
index a6d7d91..a61082c 100644
--- a/aggregators.py
+++ b/aggregators.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/annotator.py b/annotator.py
index 7a94ae9..9358936 100644
--- a/annotator.py
+++ b/annotator.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/captionizer.py b/captionizer.py
index 963dc29..8dcb3af 100644
--- a/captionizer.py
+++ b/captionizer.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/curriculum_learning.py b/curriculum_learning.py
index e225c8e..5f68971 100644
--- a/curriculum_learning.py
+++ b/curriculum_learning.py
@@ -1,10 +1,10 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
-"""Multi-stage curriculum learning trainer for SensorTSLM.
+"""Multi-stage curriculum learning trainer for TimeCap.
 
 Supports both OpenTSLMSP and OpenTSLMFlamingo model types with automatic
 checkpoint management, knowledge transfer between stages, and LoRA
@@ -655,7 +655,7 @@ def run_curriculum(
 
 
 def main():
-    parser = argparse.ArgumentParser(description="SensorTSLM Curriculum Learning")
+    parser = argparse.ArgumentParser(description="TimeCap Curriculum Learning")
     parser.add_argument(
         "--model",
         required=True,
diff --git a/detectors/__init__.py b/detectors/__init__.py
index 7fbb98b..9c70c89 100644
--- a/detectors/__init__.py
+++ b/detectors/__init__.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/detectors/spike.py b/detectors/spike.py
index cb1bba2..27aa50f 100644
--- a/detectors/spike.py
+++ b/detectors/spike.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/detectors/trend.py b/detectors/trend.py
index 7d10f31..96fba49 100644
--- a/detectors/trend.py
+++ b/detectors/trend.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/evaluation/README.md b/evaluation/README.md
index c5613aa..22f32a0 100644
--- a/evaluation/README.md
+++ b/evaluation/README.md
@@ -15,7 +15,7 @@ MHC-benchmark repo at `~/MHC-benchmark`.
 | Weekly HF dataset (stride=7) | `$SCRATCH/mhc-benchmark-weekly_hf_stride7/` | [1] |
 | Captioned arrow shards | `$SCRATCH/exports/lean_full_stride7/shard_{0..3}/recordings_*.arrow` | [2] |
 | Labels lookup parquet | `$SCRATCH/weekly_labels_lookup_ours_stride7.parquet` | [3] |
-| OpenAI API key | `~/SensorTSLM/.env` (`OPENAI_API_KEY=...`) | manual |
+| OpenAI API key | `~/TimeCap/.env` (`OPENAI_API_KEY=...`) | manual |
 
 Upstream MHC-benchmark deps (one-time DVC pulls inside `~/MHC-benchmark`,
 using its conda env):
@@ -48,7 +48,7 @@ srun --mem=32G -c 4 -t 02:30:00 -p normal bash -c '
 Four parallel sbatch jobs, ~30 min total.
 
 ```bash
-cd ~/SensorTSLM
+cd ~/TimeCap
 export MHC_WEEKLY_DATASET_DIR=$SCRATCH/mhc-benchmark-weekly_hf_stride7
 export TOTAL_ROWS=156428
 ./scripts/export_captions_sharded.sh weekly 4 $SCRATCH/exports/lean_full_stride7
@@ -98,7 +98,7 @@ srun --mem=16G -c 2 -t 00:15:00 -p normal bash -c '
   export MHC_EXPORT_DIR=$SCRATCH/exports/lean_full_stride7 && \
   export MHC_LABELS_PATH=$SCRATCH/weekly_labels_lookup_ours_stride7.parquet && \
   export MAX_SAMPLES=5 && \
-  cd ~/SensorTSLM && \
+  cd ~/TimeCap && \
   python evaluation/run_eval.py --task biological_sex --model gpt-4o
 '
 ```
diff --git a/evaluation/__init__.py b/evaluation/__init__.py
index 4d6db2e..7e5057b 100644
--- a/evaluation/__init__.py
+++ b/evaluation/__init__.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/evaluation/evaluator.py b/evaluation/evaluator.py
index b7191bd..fe06cc8 100644
--- a/evaluation/evaluator.py
+++ b/evaluation/evaluator.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/evaluation/io/__init__.py b/evaluation/io/__init__.py
index 4d6db2e..7e5057b 100644
--- a/evaluation/io/__init__.py
+++ b/evaluation/io/__init__.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/evaluation/io/writer.py b/evaluation/io/writer.py
index e13b886..439822a 100644
--- a/evaluation/io/writer.py
+++ b/evaluation/io/writer.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/evaluation/metrics/__init__.py b/evaluation/metrics/__init__.py
index 4d6db2e..7e5057b 100644
--- a/evaluation/metrics/__init__.py
+++ b/evaluation/metrics/__init__.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/evaluation/metrics/classification.py b/evaluation/metrics/classification.py
index d322cec..8090c84 100644
--- a/evaluation/metrics/classification.py
+++ b/evaluation/metrics/classification.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/evaluation/run_eval.py b/evaluation/run_eval.py
index db24c83..c1bdbec 100644
--- a/evaluation/run_eval.py
+++ b/evaluation/run_eval.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/evaluation/tasks/__init__.py b/evaluation/tasks/__init__.py
index 4d6db2e..7e5057b 100644
--- a/evaluation/tasks/__init__.py
+++ b/evaluation/tasks/__init__.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/evaluation/tasks/base.py b/evaluation/tasks/base.py
index 0bbdcfb..3ec507b 100644
--- a/evaluation/tasks/base.py
+++ b/evaluation/tasks/base.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/evaluation/tasks/metabolic.py b/evaluation/tasks/metabolic.py
index 87cbb16..e9aa129 100644
--- a/evaluation/tasks/metabolic.py
+++ b/evaluation/tasks/metabolic.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/explorer.py b/explorer.py
index bcae549..6126ea4 100644
--- a/explorer.py
+++ b/explorer.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/exporters/lean.py b/exporters/lean.py
index 6abcab2..c808b4d 100644
--- a/exporters/lean.py
+++ b/exporters/lean.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/extractors/__init__.py b/extractors/__init__.py
index 47727c2..d461659 100644
--- a/extractors/__init__.py
+++ b/extractors/__init__.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/extractors/cross_channel.py b/extractors/cross_channel.py
index df08f21..bbf2443 100644
--- a/extractors/cross_channel.py
+++ b/extractors/cross_channel.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/extractors/generative.py b/extractors/generative.py
index a57980d..067f100 100644
--- a/extractors/generative.py
+++ b/extractors/generative.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/extractors/semantic.py b/extractors/semantic.py
index f6c00cf..1d00430 100644
--- a/extractors/semantic.py
+++ b/extractors/semantic.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/extractors/statistical.py b/extractors/statistical.py
index 4fb6b17..3831752 100644
--- a/extractors/statistical.py
+++ b/extractors/statistical.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/extractors/structural.py b/extractors/structural.py
index 25f41c0..fe6f452 100644
--- a/extractors/structural.py
+++ b/extractors/structural.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/mhc/__init__.py b/mhc/__init__.py
index ffb184d..41e1c6c 100644
--- a/mhc/__init__.py
+++ b/mhc/__init__.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/mhc/constants.py b/mhc/constants.py
index a23d01a..578ddd2 100644
--- a/mhc/constants.py
+++ b/mhc/constants.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/mhc/cross_channel.py b/mhc/cross_channel.py
index 0159397..a358c37 100644
--- a/mhc/cross_channel.py
+++ b/mhc/cross_channel.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/mhc/dataset.py b/mhc/dataset.py
index 8f7ba83..583d253 100644
--- a/mhc/dataset.py
+++ b/mhc/dataset.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/mhc/transformer.py b/mhc/transformer.py
index c876153..f1adb39 100644
--- a/mhc/transformer.py
+++ b/mhc/transformer.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/mhc_weekly/__init__.py b/mhc_weekly/__init__.py
index a1c49dd..bb7f692 100644
--- a/mhc_weekly/__init__.py
+++ b/mhc_weekly/__init__.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/mhc_weekly/constants.py b/mhc_weekly/constants.py
index 145cf0c..c8a527e 100644
--- a/mhc_weekly/constants.py
+++ b/mhc_weekly/constants.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/mhc_weekly/dataset.py b/mhc_weekly/dataset.py
index a880ca4..9ab329b 100644
--- a/mhc_weekly/dataset.py
+++ b/mhc_weekly/dataset.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/mhc_weekly/transformer.py b/mhc_weekly/transformer.py
index 31ae999..17bed8a 100644
--- a/mhc_weekly/transformer.py
+++ b/mhc_weekly/transformer.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/models/__init__.py b/models/__init__.py
index ebfa73a..024d9d3 100644
--- a/models/__init__.py
+++ b/models/__init__.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/models/base.py b/models/base.py
index 5346d64..91f7ffd 100644
--- a/models/base.py
+++ b/models/base.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/models/client.py b/models/client.py
index b750a15..329f6e3 100644
--- a/models/client.py
+++ b/models/client.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/models/local.py b/models/local.py
index 36a5707..1f1fe3f 100644
--- a/models/local.py
+++ b/models/local.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/models/opentslm_native.py b/models/opentslm_native.py
index 722378d..d2f77d5 100644
--- a/models/opentslm_native.py
+++ b/models/opentslm_native.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/reviewer.py b/reviewer.py
index c0f2503..0801783 100644
--- a/reviewer.py
+++ b/reviewer.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/scripts/export_captions.py b/scripts/export_captions.py
index 0ea5a9a..291b5ae 100644
--- a/scripts/export_captions.py
+++ b/scripts/export_captions.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/scripts/export_captions_sharded.sh b/scripts/export_captions_sharded.sh
index 6286f4d..39fb518 100755
--- a/scripts/export_captions_sharded.sh
+++ b/scripts/export_captions_sharded.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
@@ -18,7 +18,7 @@
 #   OUT_DIR     default $SCRATCH/exports/lean_full (weekly) or lean_daily (daily)
 #
 # Optional env overrides:
-#   REPO_DIR    default $HOME/SensorTSLM
+#   REPO_DIR    default $HOME/TimeCap
 #   VENV_DIR    default $SCRATCH/sensor-venv  (used via sherlock_setup.sh)
 #   TOTAL_ROWS  auto-detected for daily; defaults to 615490 for weekly
 #   SPLIT_FILE  path to MHC-benchmark sharable_users_seed42_2026.json; when
@@ -28,7 +28,7 @@ set -euo pipefail
 
 VARIANT="${1:-weekly}"
 NUM_SHARDS="${2:-4}"
-REPO_DIR="${REPO_DIR:-$HOME/SensorTSLM}"
+REPO_DIR="${REPO_DIR:-$HOME/TimeCap}"
 
 if [ "$VARIANT" = "daily" ]; then
   DATA_DIR="${MHC_DATASET_DIR:-}"
diff --git a/scripts/metabolic_finetune.py b/scripts/metabolic_finetune.py
index 9fef9d4..4a9cc3f 100644
--- a/scripts/metabolic_finetune.py
+++ b/scripts/metabolic_finetune.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/scripts/sherlock_setup.sh b/scripts/sherlock_setup.sh
index f4d45eb..332b421 100755
--- a/scripts/sherlock_setup.sh
+++ b/scripts/sherlock_setup.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/synthesizers/__init__.py b/synthesizers/__init__.py
index 52ce8b3..ab3daa3 100644
--- a/synthesizers/__init__.py
+++ b/synthesizers/__init__.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/synthesizers/_base.py b/synthesizers/_base.py
index bfab02d..74c207a 100644
--- a/synthesizers/_base.py
+++ b/synthesizers/_base.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/synthesizers/_helper.py b/synthesizers/_helper.py
index cec64ce..1fd6374 100644
--- a/synthesizers/_helper.py
+++ b/synthesizers/_helper.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/synthesizers/_workout.py b/synthesizers/_workout.py
index e09a85b..cb009b6 100644
--- a/synthesizers/_workout.py
+++ b/synthesizers/_workout.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/synthesizers/cardio.py b/synthesizers/cardio.py
index 022ff93..254490c 100644
--- a/synthesizers/cardio.py
+++ b/synthesizers/cardio.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/synthesizers/locomotion.py b/synthesizers/locomotion.py
index 1a7e1b6..01719f0 100644
--- a/synthesizers/locomotion.py
+++ b/synthesizers/locomotion.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/synthesizers/mind_body.py b/synthesizers/mind_body.py
index 14dcd0f..0f6707a 100644
--- a/synthesizers/mind_body.py
+++ b/synthesizers/mind_body.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/synthesizers/other_activity.py b/synthesizers/other_activity.py
index 9599722..7a686a4 100644
--- a/synthesizers/other_activity.py
+++ b/synthesizers/other_activity.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/synthesizers/sleep.py b/synthesizers/sleep.py
index cc622c3..941ebea 100644
--- a/synthesizers/sleep.py
+++ b/synthesizers/sleep.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/synthesizers/stationary_activity.py b/synthesizers/stationary_activity.py
index 9665b66..cfc3f48 100644
--- a/synthesizers/stationary_activity.py
+++ b/synthesizers/stationary_activity.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/time_series_datasets/__init__.py b/time_series_datasets/__init__.py
index 4d6db2e..7e5057b 100644
--- a/time_series_datasets/__init__.py
+++ b/time_series_datasets/__init__.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/time_series_datasets/joint_qa_dataset.py b/time_series_datasets/joint_qa_dataset.py
index 377b01c..72d1d21 100644
--- a/time_series_datasets/joint_qa_dataset.py
+++ b/time_series_datasets/joint_qa_dataset.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/time_series_datasets/mhc_base_qa_dataset.py b/time_series_datasets/mhc_base_qa_dataset.py
index af426c8..5798e5a 100644
--- a/time_series_datasets/mhc_base_qa_dataset.py
+++ b/time_series_datasets/mhc_base_qa_dataset.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/time_series_datasets/mhc_caption_qa_dataset.py b/time_series_datasets/mhc_caption_qa_dataset.py
index 168823d..1ac065d 100644
--- a/time_series_datasets/mhc_caption_qa_dataset.py
+++ b/time_series_datasets/mhc_caption_qa_dataset.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/time_series_datasets/mhc_label_lookup.py b/time_series_datasets/mhc_label_lookup.py
index 252225a..5ea0b54 100644
--- a/time_series_datasets/mhc_label_lookup.py
+++ b/time_series_datasets/mhc_label_lookup.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
@@ -193,7 +193,7 @@ def build_metabolic_post_prompt(label: str) -> str:
 
 
 class LabelLookup:
-    """Join MHC-benchmark labels to SensorTSLM samples.
+    """Join MHC-benchmark labels to TimeCap samples.
 
     The parquet may contain ``week_start`` (weekly) or ``date`` (daily) as the
     timestamp column, or neither for user-level label files (one row per user).
diff --git a/time_series_datasets/mhc_metabolic_qa_dataset.py b/time_series_datasets/mhc_metabolic_qa_dataset.py
index 67e87ec..0dd229b 100644
--- a/time_series_datasets/mhc_metabolic_qa_dataset.py
+++ b/time_series_datasets/mhc_metabolic_qa_dataset.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/time_series_datasets/mhc_multi_label_qa_dataset.py b/time_series_datasets/mhc_multi_label_qa_dataset.py
index 82fe813..7eb10b2 100644
--- a/time_series_datasets/mhc_multi_label_qa_dataset.py
+++ b/time_series_datasets/mhc_multi_label_qa_dataset.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/timef/__init__.py b/timef/__init__.py
index 380af34..6a7d043 100644
--- a/timef/__init__.py
+++ b/timef/__init__.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/timef/schema.py b/timef/schema.py
index 4d26d3f..75bc99a 100644
--- a/timef/schema.py
+++ b/timef/schema.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/transformer.py b/transformer.py
index 0577fa3..5a5913b 100644
--- a/transformer.py
+++ b/transformer.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/util.py b/util.py
index 89956eb..cb60f62 100644
--- a/util.py
+++ b/util.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #
diff --git a/visualizer.py b/visualizer.py
index 4f8f040..2c39a71 100644
--- a/visualizer.py
+++ b/visualizer.py
@@ -1,6 +1,6 @@
 #
 # SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
-# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
+# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
 #
 # SPDX-License-Identifier: MIT
 #