diff --git a/Makefile b/Makefile
index f1c3349..99c2c07 100644
--- a/Makefile
+++ b/Makefile
@@ -15,14 +15,14 @@ COMPILED_MODELS := $(patsubst models/%.ttl,models/compiled/%.ttl,$(MODEL_SOURCES
 # 'tools/compile.py' ensures the compile script is present, but should be a prerequisite only if you want to track changes on it.
 # 'ontologies/*.ttl' captures changes in any .ttl file in the ontologies directory.
 models/compiled/%.ttl: models/%.ttl tools/compile.py
-	python tools/compile.py -r -i -o $@ $< 
+	uv run python tools/compile.py -r -i -o $@ $< 
 	#ontologies/223p.ttl
 
 # The compile-models target will "make" all of the COMPILED_MODELS.
 compile-models: $(COMPILED_MODELS)
 
 install-kernel:
-	python -m ipykernel install --user --name=python3
+	uv run python -m ipykernel install --user --name=python3
 
 # Rule to clean up the compiled models.
 clean:
diff --git a/build_examples.sh b/build_examples.sh
index 4a2b0ce..2c981bc 100644
--- a/build_examples.sh
+++ b/build_examples.sh
@@ -2,7 +2,7 @@
 set -x
 
 # run the tools/make_model_formats.py script on the models directory
-python tools/make_model_formats.py models
+uv run python tools/make_model_formats.py models
 
 # for each filename in the examples/ directory, look for a corresponding .ttl file in the 
 # models directory. If it exists, run the tools/make_count_table.py script as
@@ -24,14 +24,15 @@ for filename in examples/*.md; do
     md_filename="examples/$(basename "${filename%.md}.md")"
     echo "  Writing to $md_filename"
 
-    python tools/make_count_table.py "$ttl_filename" "$md_filename"
-    python tools/make-notebook.py "$ttl_filename" "$md_filename"
-    python tools/mark-out-of-date.py "$ttl_filename" "$md_filename"
+    uv run python tools/make_count_table.py "$ttl_filename" "$md_filename"
+    uv run python tools/make-notebook.py "$ttl_filename" "$md_filename"
+    uv run python tools/mark-out-of-date.py "$ttl_filename" "$md_filename"
 done
 
 # build queries
-python tools/generate-queries.py
+uv run python tools/generate-queries.py
 
 # for each filename in the models/ directory, run tools/compile.py -o models/compiled/<filename>.ttl
 mkdir -p models/compiled
-make compile-models
+make -j 4 compile-models
+jb build .
diff --git a/pyproject.toml b/pyproject.toml
index 2578c3a..7a32474 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -2,30 +2,19 @@
 name = "models-open223-info"
 version = "0.1.0"
 description = "Add your description here"
-authors = [
-    { name = "Gabe Fierro", email = "gtfierro@mines.edu" }
-]
+readme = "README.md"
+requires-python = ">=3.9"
 dependencies = [
-    "jupyter-book>=0.15.1",
-    "toml>=0.10.2",
-    "sphinxcontrib-mermaid>=0.9.2",
-    "rdflib>=7.0.0",
-    "pyontoenv==0.1.9a3",
-    "brickschema==0.7.4a9",
+    "brick-tq-shacl==0.3.4a1",
+    "jupyter-book>=1.0.2",
+    "jupyterlab>=4.2.5",
     "nbformat>=5.10.4",
-    "jupyterlab>=4.2.4",
-    "buildingmotif[topquadrant] @ git+https://github.com/NREL/buildingmotif.git@develop"
+    "pyontoenv>=0.1.9",
+    "rdflib>=7.0.0",
+    "sphinxcontrib-mermaid>=0.9.2",
+    "toml>=0.10.2",
 ]
-readme = "README.md"
-requires-python = ">= 3.11"
 
 [build-system]
 requires = ["hatchling"]
 build-backend = "hatchling.build"
-
-[tool.rye]
-managed = true
-dev-dependencies = []
-
-[tool.hatch.metadata]
-allow-direct-references = true
diff --git a/tools/compile.py b/tools/compile.py
index 9b39c2a..5cb1d39 100644
--- a/tools/compile.py
+++ b/tools/compile.py
@@ -2,11 +2,13 @@
 import string
 import random
 import argparse
-import brickschema
-from brickschema import topquadrant_shacl
+import rdflib
+#import brickschema
+#from brickschema import topquadrant_shacl
+from brick_tq_shacl.topquadrant_shacl import infer, validate
 import rdflib
 
-graph = brickschema.Graph()
+graph = rdflib.Graph()
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(
@@ -41,9 +43,9 @@
         graph.remove((None, rdflib.OWL.imports, None))
         s223.remove((None, rdflib.OWL.imports, None))
         #topquadrant_shacl._MAX_EXTERNAL_LOOPS = 2
-        graph = topquadrant_shacl.infer(graph, s223)
+        graph = infer(graph, s223)
         #graph.expand(profile="shacl", backend="topquadrant")
-        valid, _, report = topquadrant_shacl.validate(graph, s223)
+        valid, _, report = validate(graph, s223)
         if not valid:
             print(report)
             raise Exception("Validation failed: {}".format(report))