diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 7bf2d86590..18d1b4b7b3 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -26,6 +26,20 @@ jobs:
           fetch-depth: 0 # needed for setuptools_scm version determination
       - uses: hynek/build-and-inspect-python-package@v2
         id: baipp
+      # Build coglet wheel with embedded Go binary
+      - uses: actions/setup-go@v5
+        with:
+          go-version-file: go.mod
+      - uses: astral-sh/setup-uv@v7
+      - name: Build coglet-server binary
+        run: script/build-coglet-server
+      - name: Build coglet wheel
+        run: uv build --wheel --out-dir=dist ./coglet
+      - name: Upload coglet wheel
+        uses: actions/upload-artifact@v4
+        with:
+          name: CogletWheel
+          path: dist/coglet-*.whl
     outputs:
       python-versions: ${{ steps.baipp.outputs.supported_python_classifiers_json_array }}
 
@@ -34,13 +48,11 @@ jobs:
     needs: build-python
     runs-on: ubuntu-latest-8-cores
     steps:
-      - name: Download pre-built packages
+      - name: Download built wheels
         uses: actions/download-artifact@v6
         with:
-          name: Packages
           path: dist
-      - name: Set COG_WHEEL
-        run: echo COG_WHEEL=$(ls dist/*.whl) >>"$GITHUB_ENV"
+          merge-multiple: true
       - name: Extract source distribution
         run: tar xf dist/*.tar.gz --strip-components=1
       - uses: actions/setup-go@v5
@@ -81,13 +93,11 @@ jobs:
       - uses: actions/checkout@v6
         with:
           fetch-depth: 0 # needed for goreleaser version determination
-      - name: Download pre-built packages
+      - name: Download built wheels
         uses: actions/download-artifact@v6
         with:
-          name: Packages
           path: dist
-      - name: Set COG_WHEEL
-        run: echo COG_WHEEL=$(ls dist/*.whl) >>"$GITHUB_ENV"
+          merge-multiple: true
       - uses: actions/setup-go@v5
         with:
           go-version-file: go.mod
@@ -106,13 +116,11 @@ jobs:
         pydantic: ["1", "2"]
         python-version: ${{ fromJson(needs.build-python.outputs.python-versions) }}
     steps:
-      - name: Download pre-built packages
+      - name: Download built wheels
         uses: actions/download-artifact@v6
         with:
-          name: Packages
           path: dist
-      - name: Set COG_WHEEL
-        run: echo COG_WHEEL=$(ls dist/*.whl) >>"$GITHUB_ENV"
+          merge-multiple: true
       - name: Extract source distribution
         run: tar xf dist/*.tar.gz --strip-components=1
       - uses: actions/setup-python@v6
@@ -127,7 +135,7 @@ jobs:
       - name: Remove src to ensure tests run against wheel
         run: rm -rf python/cog
       - name: Test
-        run: python -Im tox run --installpkg "$COG_WHEEL" -e ${{ env.TOX_PYTHON }}-pydantic${{ matrix.pydantic }}-tests
+        run: python -Im tox run --installpkg dist/cog-*.whl -e ${{ env.TOX_PYTHON }}-pydantic${{ matrix.pydantic }}-tests
 
   # ==========================================================================
   # Coglet tests (Go server + Python SDK for the coglet runtime)
@@ -184,10 +192,14 @@ jobs:
 
   # cannot run this on mac due to licensing issues: https://github.com/actions/virtual-environments/issues/2150
   test-integration-matrix:
-    name: "Test integration Matrix"
+    name: "Test integration (${{ matrix.runtime }})"
     needs: build-python
     runs-on: ubuntu-latest-16-cores
     timeout-minutes: 25
+    strategy:
+      fail-fast: true
+      matrix:
+        runtime: [cog, coglet]
     steps:
       - uses: actions/checkout@v6
         with:
@@ -198,13 +210,11 @@ jobs:
           registry: index.docker.io
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_TOKEN }}
-      - name: Download pre-built packages
+      - name: Download built wheels
         uses: actions/download-artifact@v6
         with:
-          name: Packages
           path: dist
-      - name: Set COG_WHEEL
-        run: echo COG_WHEEL=$(ls dist/*.whl) >>"$GITHUB_ENV"
+          merge-multiple: true
       - uses: actions/setup-go@v5
         with:
           go-version-file: go.mod
@@ -215,6 +225,8 @@ jobs:
       - name: Prepare tox
         run: uv pip install --system tox tox-uv
       - name: Test
+        env:
+          COG_WHEEL: ${{ matrix.runtime }}
         run: make test-integration
 
   release:
@@ -231,13 +243,11 @@ jobs:
       - uses: actions/checkout@v6
         with:
           fetch-depth: 0 # needed for goreleaser version determination
-      - name: Download pre-built packages
+      - name: Download built wheels
         uses: actions/download-artifact@v6
         with:
-          name: Packages
           path: dist
-      - name: Set COG_WHEEL
-        run: echo COG_WHEEL=$(ls dist/*.whl) >>"$GITHUB_ENV"
+          merge-multiple: true
       - uses: actions/setup-go@v5
         with:
           go-version-file: go.mod
diff --git a/.gitignore b/.gitignore
index ffb3cecd24..debfdad63d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,7 +8,7 @@ __pycache__
 build
 dist
 *.egg-info
-pkg/dockerfile/embed/*
+pkg/wheels/*.whl
 # Used by a vim plugin (projectionist)
 .projections.json
 .tox/
@@ -24,6 +24,9 @@ flag_file
 bin/*
 .beads/
 
-# Auto-generated version files from setuptools-scm
+# Auto-:d version files from setuptools-scm
 python/cog/_version.py
 coglet/python/coglet/_version.py
+
+# Built coglet-server binaries
+coglet/python/cog/bin/
diff --git a/.goreleaser.yaml b/.goreleaser.yaml
index 061d7acda9..8f8ec17f02 100644
--- a/.goreleaser.yaml
+++ b/.goreleaser.yaml
@@ -2,7 +2,7 @@ version: 2
 before:
   hooks:
     - go mod tidy
-    - make wheel
+    - go generate ./pkg/wheels/...
 dist: ./dist/go
 env:
   - CGO_ENABLED=0
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 4973544180..d984a4607b 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -146,6 +146,28 @@ As much as possible, this is attempting to follow the [Standard Go Project Layou
 - `pkg/util/` - Various packages that aren't part of Cog. They could reasonably be separate re-usable projects.
 - `python/` - The Cog Python library.
 - `test-integration/` - High-level integration tests for Cog.
+- `tools/compatgen/` - Tool for generating CUDA/PyTorch/TensorFlow compatibility matrices.
+
+## Updating compatibility matrices
+
+The CUDA base images and framework compatibility matrices in `pkg/config/` are checked into source control and only need to be regenerated when adding support for new versions of CUDA, PyTorch, or TensorFlow.
+
+To regenerate the compatibility matrices, run:
+
+```sh
+# Regenerate all matrices
+script/generate-compat
+
+# Or regenerate specific matrices
+script/generate-compat cuda
+script/generate-compat torch
+script/generate-compat tensorflow
+```
+
+The generated files are:
+- `pkg/config/cuda_base_images.json` - Available NVIDIA CUDA base images
+- `pkg/config/torch_compatibility_matrix.json` - PyTorch/CUDA/Python compatibility
+- `pkg/config/tf_compatibility_matrix.json` - TensorFlow/CUDA/Python compatibility
 
 ## Concepts
 
diff --git a/Makefile b/Makefile
index a9c7e900df..a9a9e7217b 100644
--- a/Makefile
+++ b/Makefile
@@ -15,10 +15,7 @@ GOLINT := $(GO) tool golangci-lint
 UV ?= uv
 TOX := $(UV) run tox
 
-COG_GO_SOURCE := $(shell find cmd pkg -type f)
-COG_PYTHON_SOURCE := $(shell find python/cog -type f -name '*.py')
-COGLET_GO_SOURCE := $(shell find coglet -type f -name '*.go')
-COGLET_PYTHON_SOURCE := $(shell find coglet/python -type f -name '*.py')
+COG_GO_SOURCE := $(shell find cmd pkg -type f -name '*.go')
 
 COG_BINARIES := cog base-image
 
@@ -27,30 +24,7 @@ default: all
 .PHONY: all
 all: cog
 
-.PHONY: wheel
-wheel: pkg/dockerfile/embed/.wheel
-
-ifdef COG_WHEEL
-pkg/dockerfile/embed/.wheel: $(COG_WHEEL)
-	@mkdir -p pkg/dockerfile/embed
-	@rm -f pkg/dockerfile/embed/*.whl # there can only be one embedded wheel
-	@echo "Using prebuilt COG_WHEEL $<"
-	cp $< pkg/dockerfile/embed/
-	@touch $@
-else
-pkg/dockerfile/embed/.wheel: $(COG_PYTHON_SOURCE)
-	@mkdir -p pkg/dockerfile/embed
-	@rm -f pkg/dockerfile/embed/*.whl # there can only be one embedded wheel
-	$(UV) build --wheel --out-dir=pkg/dockerfile/embed .
-	@touch $@
-
-define COG_WHEEL
-    $(shell find pkg/dockerfile/embed -type f -name '*.whl')
-endef
-
-endif
-
-$(COG_BINARIES): $(COG_GO_SOURCE) pkg/dockerfile/embed/.wheel
+$(COG_BINARIES): $(COG_GO_SOURCE) generate
 	@echo Building $@
 	@if git name-rev --name-only --tags HEAD | grep -qFx undefined; then \
 		GOFLAGS=-buildvcs=false $(GORELEASER) build --clean --snapshot --single-target --id $@ --output $@; \
@@ -63,13 +37,17 @@ install: $(COG_BINARIES)
 	$(INSTALL) -d $(DESTDIR)$(BINDIR)
 	$(INSTALL) $< $(DESTDIR)$(BINDIR)/$<
 
+.PHONY: wheel
+wheel:
+	script/build-wheels
+
 .PHONY: clean
 clean: clean-coglet
-	rm -rf .tox build dist pkg/dockerfile/embed
+	rm -rf .tox build dist pkg/wheels/*.whl
 	rm -f $(COG_BINARIES)
 
 .PHONY: test-go
-test-go: pkg/dockerfile/embed/.wheel
+test-go: generate
 	$(GO) tool gotestsum -- -short -timeout 1200s -parallel 5 $$(go list ./... | grep -v 'coglet/') $(ARGS)
 
 .PHONY: test-integration
@@ -78,8 +56,8 @@ test-integration: $(COG_BINARIES)
 	PATH="$(PWD):$(PATH)" $(TOX) -e integration
 
 .PHONY: test-python
-test-python: pkg/dockerfile/embed/.wheel
-	$(TOX) run --installpkg $(COG_WHEEL) -f tests
+test-python: generate
+	$(TOX) run --installpkg $$(ls dist/cog-*.whl) -f tests
 
 .PHONY: test
 test: test-go test-python test-integration
@@ -94,7 +72,7 @@ generate:
 	$(GO) generate ./...
 
 .PHONY: vet
-vet: pkg/dockerfile/embed/.wheel
+vet: generate
 	$(GO) vet ./...
 
 .PHONY: check-fmt
@@ -103,9 +81,9 @@ check-fmt:
 	@test -z $$($(GOIMPORTS) -l .)
 
 .PHONY: lint
-lint: pkg/dockerfile/embed/.wheel check-fmt vet
+lint: generate check-fmt vet
 	$(GOLINT) run ./...
-	$(TOX) run --installpkg $(COG_WHEEL) -e lint,typecheck-pydantic2
+	$(TOX) run --installpkg $$(ls dist/cog-*.whl) -e lint,typecheck-pydantic2
 
 .PHONY: run-docs-server
 run-docs-server:
@@ -122,30 +100,6 @@ gen-mocks:
 # Coglet targets
 # =============================================================================
 
-COGLET_BINARY_DIR := coglet/python/cog
-
-# Build coglet-server binary for a specific OS/ARCH
-# Usage: make coglet-server-binary GOOS=linux GOARCH=amd64
-.PHONY: coglet-server-binary
-coglet-server-binary: $(COGLET_GO_SOURCE)
-	CGO_ENABLED=0 $(GO) build -o $(COGLET_BINARY_DIR)/cog-$(GOOS)-$(GOARCH) ./coglet/cmd/coglet-server
-
-# Build all coglet-server binaries (for wheel embedding)
-.PHONY: coglet-server-binaries
-coglet-server-binaries: $(COGLET_GO_SOURCE)
-	@rm -f $(COGLET_BINARY_DIR)/cog-*
-	@for os in darwin linux; do \
-		for arch in amd64 arm64; do \
-			echo "Building coglet-server for $$os/$$arch"; \
-			CGO_ENABLED=0 GOOS=$$os GOARCH=$$arch $(GO) build -o $(COGLET_BINARY_DIR)/cog-$$os-$$arch ./coglet/cmd/coglet-server; \
-		done; \
-	done
-
-# Build coglet wheel (includes embedded Go binaries)
-.PHONY: coglet-wheel
-coglet-wheel: coglet-server-binaries
-	cd coglet && $(UV) build --wheel --out-dir=dist .
-
 # Run coglet Go tests
 .PHONY: test-coglet-go
 test-coglet-go:
@@ -163,5 +117,4 @@ test-coglet: test-coglet-go test-coglet-python
 # Clean coglet build artifacts
 .PHONY: clean-coglet
 clean-coglet:
-	rm -rf coglet/dist coglet/build
-	rm -f $(COGLET_BINARY_DIR)/cog-*
+	rm -rf coglet/dist coglet/build coglet/python/cog/bin
diff --git a/coglet/pyproject.toml b/coglet/pyproject.toml
index 7b841a298d..dec206481e 100644
--- a/coglet/pyproject.toml
+++ b/coglet/pyproject.toml
@@ -74,7 +74,7 @@ where = ['python']
 exclude = ['tests*']
 
 [tool.setuptools.package-data]
-'cog' = ['cog-*', '**/*.pyi']
+'cog' = ['bin/coglet-server-*', '**/*.pyi']
 'coglet' = ['*.pyi']
 
 [tool.setuptools_scm]
diff --git a/coglet/python/cog/command/go_cog.py b/coglet/python/cog/command/go_cog.py
index a159a98845..938ad927d9 100644
--- a/coglet/python/cog/command/go_cog.py
+++ b/coglet/python/cog/command/go_cog.py
@@ -21,9 +21,9 @@ def run(subcmd: str, args: List[str]) -> None:
         print(f'Unsupported architecture: {goarch}')
         sys.exit(1)
 
-    # Binaries are bundled in python/cog
-    cmd = f'cog-{goos}-{goarch}'
-    exe = os.path.join(Path(__file__).parent.parent, cmd)
+    # Binaries are bundled in python/cog/bin
+    cmd = f'coglet-server-{goos}-{goarch}'
+    exe = os.path.join(Path(__file__).parent.parent, 'bin', cmd)
     args = [exe, subcmd] + args
     # Replicate Go logger logs to stdout in production mode
     # Use stderr instead to be consistent with legacy Cog
diff --git a/coglet/python/tests/schemas/cog.yaml b/coglet/python/tests/schemas/cog.yaml
index ce622845eb..c3c981ab4b 100644
--- a/coglet/python/tests/schemas/cog.yaml
+++ b/coglet/python/tests/schemas/cog.yaml
@@ -1,3 +1,3 @@
 build:
-  python_version: "3.8"
+  python_version: "3.9"
 predict: "predict.py:Predictor"
diff --git a/docs/llms.txt b/docs/llms.txt
index fdc8883e54..745cb02858 100644
--- a/docs/llms.txt
+++ b/docs/llms.txt
@@ -2405,7 +2405,7 @@ build:
   python_version: "3.11.1"
 ```
 
-Cog supports all active branches of Python: 3.8, 3.9, 3.10, 3.11, 3.12, 3.13. If you don't define a version, Cog will use the latest version of Python 3.12 or a version of Python that is compatible with the versions of PyTorch or TensorFlow you specify.
+Cog supports all active branches of Python: 3.9, 3.10, 3.11, 3.12, 3.13. If you don't define a version, Cog will use the latest version of Python 3.12 or a version of Python that is compatible with the versions of PyTorch or TensorFlow you specify.
 
 Note that these are the versions supported **in the Docker container**, not your host machine. You can run any version(s) of Python you wish on your host machine.
 
diff --git a/docs/yaml.md b/docs/yaml.md
index 07fbdfc7b1..81493308cd 100644
--- a/docs/yaml.md
+++ b/docs/yaml.md
@@ -115,7 +115,7 @@ build:
   python_version: "3.11.1"
 ```
 
-Cog supports all active branches of Python: 3.8, 3.9, 3.10, 3.11, 3.12, 3.13. If you don't define a version, Cog will use the latest version of Python 3.12 or a version of Python that is compatible with the versions of PyTorch or TensorFlow you specify.
+Cog supports all active branches of Python: 3.9, 3.10, 3.11, 3.12, 3.13. If you don't define a version, Cog will use the latest version of Python 3.12 or a version of Python that is compatible with the versions of PyTorch or TensorFlow you specify.
 
 Note that these are the versions supported **in the Docker container**, not your host machine. You can run any version(s) of Python you wish on your host machine.
 
diff --git a/pkg/config/compatibility.go b/pkg/config/compatibility.go
index ae9f5c68ca..2048333782 100644
--- a/pkg/config/compatibility.go
+++ b/pkg/config/compatibility.go
@@ -81,17 +81,14 @@ func (i *CUDABaseImage) ImageTag() string {
 	return "nvidia/cuda:" + i.Tag
 }
 
-//go:generate go run ../../tools/compatgen/main.go cuda -o cuda_base_images.json
 //go:embed cuda_base_images.json
 var cudaBaseImagesData []byte
 var CUDABaseImages []CUDABaseImage
 
-//go:generate go run ../../tools/compatgen/main.go tensorflow -o tf_compatibility_matrix.json
 //go:embed tf_compatibility_matrix.json
 var tfCompatibilityMatrixData []byte
 var TFCompatibilityMatrix []TFCompatibility
 
-//go:generate go run ../../tools/compatgen/main.go torch -o torch_compatibility_matrix.json
 //go:embed torch_compatibility_matrix.json
 var torchCompatibilityMatrixData []byte
 var TorchCompatibilityMatrix []TorchCompatibility
diff --git a/pkg/config/config.go b/pkg/config/config.go
index 2074c1d3fd..dc9a1c4db3 100644
--- a/pkg/config/config.go
+++ b/pkg/config/config.go
@@ -31,7 +31,7 @@ var (
 
 const (
 	MinimumMajorPythonVersion               int = 3
-	MinimumMinorPythonVersion               int = 8
+	MinimumMinorPythonVersion               int = 9 // Python 3.8 EOL October 2024
 	MinimumMinorPythonVersionForConcurrency int = 11
 	MinimumMajorCudaVersion                 int = 11
 )
diff --git a/pkg/config/config_test.go b/pkg/config/config_test.go
index 2aeba66454..327eb5eb7a 100644
--- a/pkg/config/config_test.go
+++ b/pkg/config/config_test.go
@@ -25,7 +25,7 @@ func TestValidateModelPythonVersion(t *testing.T) {
 		},
 		{
 			name:          "MinimumVersion",
-			pythonVersion: "3.8",
+			pythonVersion: "3.9",
 		},
 		{
 			name:           "MinimumVersionForConcurrency",
@@ -34,9 +34,9 @@ func TestValidateModelPythonVersion(t *testing.T) {
 		},
 		{
 			name:           "TooOldForConcurrency",
-			pythonVersion:  "3.8",
+			pythonVersion:  "3.9",
 			concurrencyMax: 5,
-			expectedErr:    "when concurrency.max is set, minimum supported Python version is 3.11. requested 3.8",
+			expectedErr:    "when concurrency.max is set, minimum supported Python version is 3.11. requested 3.9",
 		},
 		{
 			name:          "FullyQualifiedVersion",
@@ -54,8 +54,8 @@ func TestValidateModelPythonVersion(t *testing.T) {
 		},
 		{
 			name:          "LessThanMinimum",
-			pythonVersion: "3.7",
-			expectedErr:   "minimum supported Python version is 3.8. requested 3.7",
+			pythonVersion: "3.8",
+			expectedErr:   "minimum supported Python version is 3.9. requested 3.8",
 		},
 	}
 
@@ -154,7 +154,7 @@ func assertMinorVersion(t *testing.T, expected, actual string) {
 func TestPythonPackagesAndRequirementsCantBeUsedTogether(t *testing.T) {
 	config := &Config{
 		Build: &Build{
-			PythonVersion: "3.8",
+			PythonVersion: "3.9",
 			PythonPackages: []string{
 				"replicate==1.0.0",
 			},
@@ -177,7 +177,7 @@ foo==1.0.0`), 0o644)
 	config := &Config{
 		Build: &Build{
 			GPU:                true,
-			PythonVersion:      "3.8",
+			PythonVersion:      "3.9",
 			PythonRequirements: "requirements.txt",
 		},
 	}
@@ -207,7 +207,7 @@ foo==1.0.0`), 0o644)
 	config := &Config{
 		Build: &Build{
 			GPU:                true,
-			PythonVersion:      "3.8",
+			PythonVersion:      "3.9",
 			PythonRequirements: "requirements.txt",
 		},
 	}
@@ -242,7 +242,7 @@ flask>0.4
 	config := &Config{
 		Build: &Build{
 			GPU:                true,
-			PythonVersion:      "3.8",
+			PythonVersion:      "3.9",
 			PythonRequirements: "requirements.txt",
 		},
 	}
@@ -264,7 +264,7 @@ func TestValidateAndCompleteCUDAForAllTF(t *testing.T) {
 		config := &Config{
 			Build: &Build{
 				GPU:           true,
-				PythonVersion: "3.8",
+				PythonVersion: "3.9",
 				PythonPackages: []string{
 					"tensorflow==" + compat.TF,
 				},
@@ -283,7 +283,7 @@ func TestValidateAndCompleteCUDAForAllTorch(t *testing.T) {
 		config := &Config{
 			Build: &Build{
 				GPU:           compat.CUDA != nil,
-				PythonVersion: "3.8",
+				PythonVersion: "3.9",
 				PythonPackages: []string{
 					"torch==" + compat.TorchVersion(),
 				},
@@ -315,7 +315,7 @@ func TestValidateAndCompleteCUDAForSelectedTorch(t *testing.T) {
 		config := &Config{
 			Build: &Build{
 				GPU:           true,
-				PythonVersion: "3.8",
+				PythonVersion: "3.9",
 				PythonPackages: []string{
 					"torch==" + tt.torch,
 				},
@@ -338,7 +338,7 @@ func TestUnsupportedTorch(t *testing.T) {
 	config := &Config{
 		Build: &Build{
 			GPU:           true,
-			PythonVersion: "3.8",
+			PythonVersion: "3.9",
 			PythonPackages: []string{
 				"torch==0.4.1",
 			},
@@ -375,7 +375,7 @@ func TestUnsupportedTensorflow(t *testing.T) {
 	config := &Config{
 		Build: &Build{
 			GPU:           true,
-			PythonVersion: "3.8",
+			PythonVersion: "3.9",
 			PythonPackages: []string{
 				"tensorflow==0.4.1",
 			},
@@ -389,7 +389,7 @@ func TestUnsupportedTensorflow(t *testing.T) {
 		Build: &Build{
 			GPU:           true,
 			CUDA:          "11.8",
-			PythonVersion: "3.8",
+			PythonVersion: "3.9",
 			PythonPackages: []string{
 				"tensorflow==0.4.1",
 			},
@@ -405,7 +405,7 @@ func TestPythonPackagesForArchTorchGPU(t *testing.T) {
 	config := &Config{
 		Build: &Build{
 			GPU:           true,
-			PythonVersion: "3.8",
+			PythonVersion: "3.9",
 			PythonPackages: []string{
 				"torch==1.7.1",
 				"torchvision==0.8.2",
@@ -434,7 +434,7 @@ func TestPythonPackagesForArchTorchCPU(t *testing.T) {
 	config := &Config{
 		Build: &Build{
 			GPU:           false,
-			PythonVersion: "3.8",
+			PythonVersion: "3.9",
 			PythonPackages: []string{
 				"torch==1.7.1",
 				"torchvision==0.8.2",
@@ -461,7 +461,7 @@ func TestPythonPackagesForArchTensorflowGPU(t *testing.T) {
 	config := &Config{
 		Build: &Build{
 			GPU:           true,
-			PythonVersion: "3.8",
+			PythonVersion: "3.9",
 			PythonPackages: []string{
 				"tensorflow==2.12.0",
 				"foo==1.0.0",
@@ -516,7 +516,7 @@ func TestCUDABaseImageTag(t *testing.T) {
 	config := &Config{
 		Build: &Build{
 			GPU:           true,
-			PythonVersion: "3.8",
+			PythonVersion: "3.9",
 			PythonPackages: []string{
 				"tensorflow==2.12.0",
 			},
@@ -640,7 +640,7 @@ func TestTorchWithExistingExtraIndexURL(t *testing.T) {
 	config := &Config{
 		Build: &Build{
 			GPU:           true,
-			PythonVersion: "3.8",
+			PythonVersion: "3.9",
 			PythonPackages: []string{
 				"torch==1.12.1 --extra-index-url=https://download.pytorch.org/whl/cu116",
 			},
@@ -670,7 +670,7 @@ func TestPythonRequirementsForArchWithAddedPackage(t *testing.T) {
 	config := &Config{
 		Build: &Build{
 			GPU:           true,
-			PythonVersion: "3.8",
+			PythonVersion: "3.9",
 			PythonPackages: []string{
 				"torch==2.4.0 --extra-index-url=https://download.pytorch.org/whl/cu116",
 			},
@@ -739,7 +739,7 @@ func TestAbsolutePathInPythonRequirements(t *testing.T) {
 	config := &Config{
 		Build: &Build{
 			GPU:                true,
-			PythonVersion:      "3.8",
+			PythonVersion:      "3.9",
 			PythonRequirements: requirementsFilePath,
 		},
 	}
diff --git a/pkg/config/load_test.go b/pkg/config/load_test.go
index 7445a373f8..c1eeb7d7ea 100644
--- a/pkg/config/load_test.go
+++ b/pkg/config/load_test.go
@@ -10,7 +10,7 @@ import (
 
 const testConfig = `
 build:
-  python_version: "3.8"
+  python_version: "3.9"
   python_requirements: requirements.txt
   system_packages:
     - libgl1-mesa-glx
diff --git a/pkg/config/validator_test.go b/pkg/config/validator_test.go
index 519bdd2f04..1b526dd4dc 100644
--- a/pkg/config/validator_test.go
+++ b/pkg/config/validator_test.go
@@ -10,7 +10,7 @@ func TestValidateConfig(t *testing.T) {
 	config := &Config{
 		Build: &Build{
 			GPU:           true,
-			PythonVersion: "3.8",
+			PythonVersion: "3.9",
 			PythonPackages: []string{
 				"tensorflow==1.15.0",
 				"foo==1.0.0",
@@ -28,7 +28,7 @@ func TestValidateSuccess(t *testing.T) {
   system_packages:
     - "libgl1-mesa-glx"
     - "libglib2.0-0"
-  python_version: "3.8"
+  python_version: "3.9"
   python_packages:
     - "torch==1.8.1"`
 
@@ -56,7 +56,7 @@ func TestValidateBuildIsRequired(t *testing.T) {
   system_packages:
     - "libgl1-mesa-glx"
     - "libglib2.0-0"
-  python_version: "3.8"
+  python_version: "3.9"
   python_packages:
     - "torch==1.8.1"`
 
@@ -68,7 +68,7 @@ func TestValidateBuildIsRequired(t *testing.T) {
 func TestValidatePythonVersionIsRequired(t *testing.T) {
 	config := `build:
   gpu: true
-  python_versions: "3.8"
+  python_versions: "3.9"
   system_packages:
     - "libgl1-mesa-glx"
     - "libglib2.0-0"
@@ -83,7 +83,7 @@ func TestValidatePythonVersionIsRequired(t *testing.T) {
 func TestValidateNullListsAllowed(t *testing.T) {
 	config := `build:
   gpu: true
-  python_version: "3.8"
+  python_version: "3.9"
   system_packages:
   python_packages:
   run:`
diff --git a/pkg/dockerfile/base.go b/pkg/dockerfile/base.go
index 30e7e6ab23..12db11533f 100644
--- a/pkg/dockerfile/base.go
+++ b/pkg/dockerfile/base.go
@@ -14,7 +14,7 @@ import (
 )
 
 const MinimumCUDAVersion = "11.6"
-const MinimumPythonVersion = "3.8"
+const MinimumPythonVersion = "3.9" // Python 3.8 EOL October 2024
 const MinimumTorchVersion = "1.13.1"
 const CogBaseImageName = "cog-base"
 
diff --git a/pkg/dockerfile/base_test.go b/pkg/dockerfile/base_test.go
index 15f439b1d5..fd9c040755 100644
--- a/pkg/dockerfile/base_test.go
+++ b/pkg/dockerfile/base_test.go
@@ -18,16 +18,16 @@ func TestBaseImageName(t *testing.T) {
 		torch    string
 		expected string
 	}{
-		{"", "3.8", "",
-			"r8.im/cog-base:python3.8"},
-		{"", "3.8", "2.1",
-			"r8.im/cog-base:python3.8-torch2.1.2"},
-		{"12.1", "3.8", "",
-			"r8.im/cog-base:cuda12.1-python3.8"},
-		{"12.1", "3.8", "2.1",
-			"r8.im/cog-base:cuda12.1-python3.8-torch2.1.2"},
-		{"12.1", "3.8", "2.1",
-			"r8.im/cog-base:cuda12.1-python3.8-torch2.1.2"},
+		{"", "3.9", "",
+			"r8.im/cog-base:python3.9"},
+		{"", "3.9", "2.1",
+			"r8.im/cog-base:python3.9-torch2.1.2"},
+		{"12.1", "3.9", "",
+			"r8.im/cog-base:cuda12.1-python3.9"},
+		{"12.1", "3.9", "2.1",
+			"r8.im/cog-base:cuda12.1-python3.9-torch2.1.2"},
+		{"12.1", "3.9", "2.1",
+			"r8.im/cog-base:cuda12.1-python3.9-torch2.1.2"},
 	} {
 		actual := BaseImageName(tt.cuda, tt.python, tt.torch)
 		require.Equal(t, tt.expected, actual)
@@ -36,7 +36,7 @@ func TestBaseImageName(t *testing.T) {
 
 func TestGenerateDockerfile(t *testing.T) {
 	cudaVersion := "12.1"
-	pythonVersion := "3.8"
+	pythonVersion := "3.9"
 	torchVersion := "2.1.0"
 	client := registrytest.NewMockRegistryClient()
 	client.AddMockImage(BaseImageName(cudaVersion, pythonVersion, torchVersion))
@@ -57,8 +57,8 @@ func TestGenerateDockerfile(t *testing.T) {
 }
 
 func TestBaseImageNameWithVersionModifier(t *testing.T) {
-	actual := BaseImageName("11.8", "3.8", "2.0.1+cu118")
-	require.Equal(t, "r8.im/cog-base:cuda11.8-python3.8-torch2.0.1", actual)
+	actual := BaseImageName("11.8", "3.9", "2.0.1+cu118")
+	require.Equal(t, "r8.im/cog-base:cuda11.8-python3.9-torch2.0.1", actual)
 }
 
 func TestBaseImageConfigurationExists(t *testing.T) {
@@ -86,7 +86,7 @@ func TestBaseImageConfigurationExistsNoTorch(t *testing.T) {
 
 func TestBaseImageConfigurationExistsNoCUDA(t *testing.T) {
 	cudaVersion := ""
-	pythonVersion := "3.8"
+	pythonVersion := "3.9"
 	torchVersion := "2.1"
 	client := registrytest.NewMockRegistryClient()
 	client.AddMockImage(BaseImageName(cudaVersion, pythonVersion, torchVersion))
diff --git a/pkg/dockerfile/cog_embed.go b/pkg/dockerfile/cog_embed.go
deleted file mode 100644
index 2f795f1e55..0000000000
--- a/pkg/dockerfile/cog_embed.go
+++ /dev/null
@@ -1,35 +0,0 @@
-package dockerfile
-
-import (
-	"embed"
-	"fmt"
-	"path/filepath"
-)
-
-const EmbedDir = "embed"
-
-//go:embed embed/*.whl
-var CogEmbed embed.FS
-
-func WheelFilename() (string, error) {
-	files, err := CogEmbed.ReadDir(EmbedDir)
-	if err != nil {
-		return "", err
-	}
-	if len(files) != 1 {
-		return "", fmt.Errorf("should only have one cog wheel embedded")
-	}
-	return files[0].Name(), nil
-}
-
-func ReadWheelFile() ([]byte, string, error) {
-	filename, err := WheelFilename()
-	if err != nil {
-		return nil, "", err
-	}
-	data, err := CogEmbed.ReadFile(filepath.Join(EmbedDir, filename))
-	if err != nil {
-		return nil, "", err
-	}
-	return data, filename, err
-}
diff --git a/pkg/dockerfile/cog_embed_test.go b/pkg/dockerfile/cog_embed_test.go
deleted file mode 100644
index 9cd46274c9..0000000000
--- a/pkg/dockerfile/cog_embed_test.go
+++ /dev/null
@@ -1,14 +0,0 @@
-package dockerfile
-
-import (
-	"strings"
-	"testing"
-
-	"github.com/stretchr/testify/require"
-)
-
-func TestWheelFilename(t *testing.T) {
-	filename, err := WheelFilename()
-	require.NoError(t, err)
-	require.True(t, strings.HasPrefix(filename, "cog-"))
-}
diff --git a/pkg/dockerfile/monobase_matrix.go b/pkg/dockerfile/monobase_matrix.go
index d0d4348e53..4cab7cc97b 100644
--- a/pkg/dockerfile/monobase_matrix.go
+++ b/pkg/dockerfile/monobase_matrix.go
@@ -56,9 +56,9 @@ func (m MonobaseMatrix) DefaultCudnnVersion() string {
 }
 
 func (m MonobaseMatrix) IsSupported(python string, torch string, cuda string) bool {
+	// Python 3.8 support was removed (EOL October 2024)
+	// Config validation will reject 3.8 before we get here, but keep check for safety
 	if python == "3.8" {
-		// coglet does not support Python 3.8, so we cannot use it for fast-push
-		// even though it's in the matrix for older models
 		return false
 	}
 	if torch == "" {
diff --git a/pkg/dockerfile/standard_generator.go b/pkg/dockerfile/standard_generator.go
index d30c2234a3..c9c72f261b 100644
--- a/pkg/dockerfile/standard_generator.go
+++ b/pkg/dockerfile/standard_generator.go
@@ -17,6 +17,7 @@ import (
 	"github.com/replicate/cog/pkg/util/slices"
 	"github.com/replicate/cog/pkg/util/version"
 	"github.com/replicate/cog/pkg/weights"
+	"github.com/replicate/cog/pkg/wheels"
 )
 
 const DockerignoreHeader = `# generated by replicate/cog
@@ -458,14 +459,29 @@ func (g *StandardGenerator) installCog() (string, error) {
 		return "", nil
 	}
 
-	if g.Config.Build.CogRuntime != nil && *g.Config.Build.CogRuntime {
-		return g.installCogRuntime()
-	}
+	// Determine which wheel to install based on COG_WHEEL env var and cog_runtime flag
+	cogRuntimeEnabled := g.Config.Build.CogRuntime != nil && *g.Config.Build.CogRuntime
+	wheelConfig := wheels.GetWheelConfig(cogRuntimeEnabled)
 
-	data, filename, err := ReadWheelFile()
-	if err != nil {
-		return "", err
+	switch wheelConfig.Source {
+	case wheels.WheelSourceCog:
+		return g.installEmbeddedCogWheel()
+	case wheels.WheelSourceCogletEmbedded:
+		return g.installEmbeddedCogletWheel()
+	case wheels.WheelSourceCogletAlpha:
+		return g.installCogletAlpha()
+	case wheels.WheelSourceURL:
+		return g.installWheelFromURL(wheelConfig.URL)
+	case wheels.WheelSourceFile:
+		return g.installWheelFromFile(wheelConfig.Path)
+	default:
+		return "", fmt.Errorf("unknown wheel source: %v", wheelConfig.Source)
 	}
+}
+
+// installEmbeddedCogWheel installs the embedded cog wheel (default for cog_runtime: false)
+func (g *StandardGenerator) installEmbeddedCogWheel() (string, error) {
+	filename, data := wheels.ReadCogWheel()
 	lines, containerPath, err := g.writeTemp(filename, data)
 	if err != nil {
 		return "", err
@@ -480,7 +496,37 @@ func (g *StandardGenerator) installCog() (string, error) {
 	return strings.Join(lines, "\n"), nil
 }
 
-func (g *StandardGenerator) installCogRuntime() (string, error) {
+// installEmbeddedCogletWheel installs the embedded coglet wheel (when COG_WHEEL=coglet)
+func (g *StandardGenerator) installEmbeddedCogletWheel() (string, error) {
+	// Coglet requires major.minor Python version format
+	if !CheckMajorMinorOnly(g.Config.Build.PythonVersion) {
+		return "", fmt.Errorf("Python version must be <major>.<minor> for coglet")
+	}
+
+	filename, data := wheels.ReadCogletWheel()
+	lines, containerPath, err := g.writeTemp(filename, data)
+	if err != nil {
+		return "", err
+	}
+
+	cmds := []string{
+		"ENV R8_COG_VERSION=coglet",
+		"ENV R8_PYTHON_VERSION=" + g.Config.Build.PythonVersion,
+	}
+	// Uninstall cog first to avoid conflicts with coglet's cog shim package.
+	// Some base images (e.g. r8.im/cog-base) have cog pre-installed, which conflicts
+	// with coglet's cog compatibility shim that provides the same module paths.
+	pipInstallLine := "RUN pip uninstall -y cog 2>/dev/null || true && pip install --no-cache-dir " + containerPath
+	if g.strip {
+		pipInstallLine += " && " + StripDebugSymbolsCommand
+	}
+	lines = append(lines, cmds...)
+	lines = append(lines, CFlags, pipInstallLine, "ENV CFLAGS=")
+	return strings.Join(lines, "\n"), nil
+}
+
+// installCogletAlpha installs coglet from the pinned URL (default for cog_runtime: true)
+func (g *StandardGenerator) installCogletAlpha() (string, error) {
 	// We need fast-* compliant Python version to reconstruct coglet venv PYTHONPATH
 	if !CheckMajorMinorOnly(g.Config.Build.PythonVersion) {
 		return "", fmt.Errorf("Python version must be <major>.<minor>")
@@ -488,11 +534,82 @@ func (g *StandardGenerator) installCogRuntime() (string, error) {
 	cmds := []string{
 		"ENV R8_COG_VERSION=coglet",
 		"ENV R8_PYTHON_VERSION=" + g.Config.Build.PythonVersion,
-		"RUN pip install " + PinnedCogletURL,
+		// Uninstall cog first to avoid conflicts with coglet's cog shim package.
+		// Some base images (e.g. r8.im/cog-base) have cog pre-installed, which conflicts
+		// with coglet's cog compatibility shim that provides the same module paths.
+		"RUN pip uninstall -y cog 2>/dev/null || true && pip install " + PinnedCogletURL,
 	}
 	return strings.Join(cmds, "\n"), nil
 }
 
+// installWheelFromURL installs a wheel from a URL (when COG_WHEEL=https://...)
+func (g *StandardGenerator) installWheelFromURL(url string) (string, error) {
+	// Set coglet env vars if this looks like a coglet wheel
+	var envLines []string
+	if strings.Contains(url, "coglet") {
+		if !CheckMajorMinorOnly(g.Config.Build.PythonVersion) {
+			return "", fmt.Errorf("Python version must be <major>.<minor> for coglet")
+		}
+		envLines = []string{
+			"ENV R8_COG_VERSION=coglet",
+			"ENV R8_PYTHON_VERSION=" + g.Config.Build.PythonVersion,
+		}
+	}
+
+	// For coglet URLs, uninstall cog first to avoid conflicts with coglet's cog shim package.
+	// Some base images (e.g. r8.im/cog-base) have cog pre-installed, which conflicts
+	// with coglet's cog compatibility shim that provides the same module paths.
+	var pipPrefix string
+	if strings.Contains(url, "coglet") {
+		pipPrefix = "pip uninstall -y cog 2>/dev/null || true && "
+	}
+	pipInstallLine := "RUN --mount=type=cache,target=/root/.cache/pip " + pipPrefix + "pip install --no-cache-dir " + url
+	if g.strip {
+		pipInstallLine += " && " + StripDebugSymbolsCommand
+	}
+
+	envLines = append(envLines, CFlags, pipInstallLine, "ENV CFLAGS=")
+	return strings.Join(envLines, "\n"), nil
+}
+
+// installWheelFromFile installs a wheel from a local file (when COG_WHEEL=/path/to/file.whl)
+func (g *StandardGenerator) installWheelFromFile(path string) (string, error) {
+	// Read the local wheel file
+	data, err := os.ReadFile(path)
+	if err != nil {
+		return "", fmt.Errorf("failed to read wheel file %s: %w", path, err)
+	}
+
+	filename := filepath.Base(path)
+	lines, containerPath, err := g.writeTemp(filename, data)
+	if err != nil {
+		return "", err
+	}
+
+	// Set coglet env vars if this looks like a coglet wheel
+	var pipPrefix string
+	if strings.Contains(filename, "coglet") {
+		if !CheckMajorMinorOnly(g.Config.Build.PythonVersion) {
+			return "", fmt.Errorf("Python version must be <major>.<minor> for coglet")
+		}
+		lines = append(lines,
+			"ENV R8_COG_VERSION=coglet",
+			"ENV R8_PYTHON_VERSION="+g.Config.Build.PythonVersion,
+		)
+		// Uninstall cog first to avoid conflicts with coglet's cog shim package.
+		// Some base images (e.g. r8.im/cog-base) have cog pre-installed, which conflicts
+		// with coglet's cog compatibility shim that provides the same module paths.
+		pipPrefix = "pip uninstall -y cog 2>/dev/null || true && "
+	}
+
+	pipInstallLine := "RUN --mount=type=cache,target=/root/.cache/pip " + pipPrefix + "pip install --no-cache-dir " + containerPath
+	if g.strip {
+		pipInstallLine += " && " + StripDebugSymbolsCommand
+	}
+	lines = append(lines, CFlags, pipInstallLine, "ENV CFLAGS=")
+	return strings.Join(lines, "\n"), nil
+}
+
 func (g *StandardGenerator) pipInstalls() (string, error) {
 	var err error
 	includePackages := []string{}
diff --git a/pkg/dockerfile/standard_generator_test.go b/pkg/dockerfile/standard_generator_test.go
index c73662a6d6..89fb2f6cf3 100644
--- a/pkg/dockerfile/standard_generator_test.go
+++ b/pkg/dockerfile/standard_generator_test.go
@@ -13,6 +13,7 @@ import (
 	"github.com/replicate/cog/pkg/config"
 	"github.com/replicate/cog/pkg/docker/dockertest"
 	"github.com/replicate/cog/pkg/registry/registrytest"
+	"github.com/replicate/cog/pkg/wheels"
 )
 
 func testTini() string {
@@ -29,14 +30,8 @@ ENTRYPOINT ["/sbin/tini", "--"]
 }
 
 func getWheelName() string {
-	files, err := CogEmbed.ReadDir("embed")
-	if err != nil {
-		panic(err)
-	}
-	if len(files) != 1 {
-		panic("couldn't find wheel embed or too many files in embed")
-	}
-	return files[0].Name()
+	filename, _ := wheels.ReadCogWheel()
+	return filename
 }
 
 func testInstallCog(relativeTmpDir string, stripped bool) string {
@@ -898,3 +893,280 @@ torch==2.3.1
 pandas==2.0.3
 coglet @ https://github.com/replicate/cog-runtime/releases/download/v0.1.0-alpha31/coglet-0.1.0a31-py3-none-any.whl`, string(requirements))
 }
+
+func TestCOGWheelDefaultCogRuntimeFalse(t *testing.T) {
+	// Default behavior with cog_runtime: false (or not set) should use embedded cog wheel
+	tmpDir := t.TempDir()
+
+	yaml := `
+build:
+  gpu: false
+  python_version: "3.11"
+predict: predict.py:Predictor
+`
+	conf, err := config.FromYAML([]byte(yaml))
+	require.NoError(t, err)
+	require.NoError(t, conf.ValidateAndComplete(""))
+
+	command := dockertest.NewMockCommand()
+	client := registrytest.NewMockRegistryClient()
+	gen, err := NewStandardGenerator(conf, tmpDir, command, client, true)
+	require.NoError(t, err)
+
+	_, actual, _, err := gen.GenerateModelBaseWithSeparateWeights(t.Context(), "r8.im/replicate/cog-test")
+	require.NoError(t, err)
+
+	// Should contain the embedded cog wheel install (versioned filename like cog-0.x.x-py3-none-any.whl)
+	require.Contains(t, actual, "/tmp/cog-")
+	require.Contains(t, actual, ".whl")
+	require.Contains(t, actual, "'pydantic>=1.9,<3'")
+	// Should NOT contain coglet-specific env vars
+	require.NotContains(t, actual, "R8_COG_VERSION=coglet")
+}
+
+func TestCOGWheelDefaultCogRuntimeTrue(t *testing.T) {
+	// Default behavior with cog_runtime: true should use coglet-alpha (PinnedCogletURL)
+	tmpDir := t.TempDir()
+
+	yaml := `
+build:
+  gpu: false
+  python_version: "3.11"
+  cog_runtime: true
+predict: predict.py:Predictor
+`
+	conf, err := config.FromYAML([]byte(yaml))
+	require.NoError(t, err)
+	require.NoError(t, conf.ValidateAndComplete(""))
+
+	command := dockertest.NewMockCommand()
+	client := registrytest.NewMockRegistryClient()
+	gen, err := NewStandardGenerator(conf, tmpDir, command, client, true)
+	require.NoError(t, err)
+
+	_, actual, _, err := gen.GenerateModelBaseWithSeparateWeights(t.Context(), "r8.im/replicate/cog-test")
+	require.NoError(t, err)
+
+	// Should contain coglet-alpha/PinnedCogletURL install with cog uninstall prefix
+	require.Contains(t, actual, "RUN pip uninstall -y cog 2>/dev/null || true && pip install "+PinnedCogletURL)
+	require.Contains(t, actual, "ENV R8_COG_VERSION=coglet")
+	require.Contains(t, actual, "ENV R8_PYTHON_VERSION=3.11")
+}
+
+func TestCOGWheelEnvCog(t *testing.T) {
+	// COG_WHEEL=cog should use embedded cog wheel even with cog_runtime: true
+	t.Setenv("COG_WHEEL", "cog")
+
+	tmpDir := t.TempDir()
+
+	yaml := `
+build:
+  gpu: false
+  python_version: "3.11"
+  cog_runtime: true
+predict: predict.py:Predictor
+`
+	conf, err := config.FromYAML([]byte(yaml))
+	require.NoError(t, err)
+	require.NoError(t, conf.ValidateAndComplete(""))
+
+	command := dockertest.NewMockCommand()
+	client := registrytest.NewMockRegistryClient()
+	gen, err := NewStandardGenerator(conf, tmpDir, command, client, true)
+	require.NoError(t, err)
+
+	_, actual, _, err := gen.GenerateModelBaseWithSeparateWeights(t.Context(), "r8.im/replicate/cog-test")
+	require.NoError(t, err)
+
+	// Should contain the embedded cog wheel install (versioned filename like cog-0.x.x-py3-none-any.whl)
+	require.Contains(t, actual, "/tmp/cog-")
+	require.Contains(t, actual, ".whl")
+	require.Contains(t, actual, "'pydantic>=1.9,<3'")
+	// Should NOT contain coglet-specific env vars
+	require.NotContains(t, actual, "R8_COG_VERSION=coglet")
+}
+
+func TestCOGWheelEnvCoglet(t *testing.T) {
+	// COG_WHEEL=coglet should use embedded coglet wheel
+	t.Setenv("COG_WHEEL", "coglet")
+
+	tmpDir := t.TempDir()
+
+	yaml := `
+build:
+  gpu: false
+  python_version: "3.11"
+predict: predict.py:Predictor
+`
+	conf, err := config.FromYAML([]byte(yaml))
+	require.NoError(t, err)
+	require.NoError(t, conf.ValidateAndComplete(""))
+
+	command := dockertest.NewMockCommand()
+	client := registrytest.NewMockRegistryClient()
+	gen, err := NewStandardGenerator(conf, tmpDir, command, client, true)
+	require.NoError(t, err)
+
+	_, actual, _, err := gen.GenerateModelBaseWithSeparateWeights(t.Context(), "r8.im/replicate/cog-test")
+	require.NoError(t, err)
+
+	// Should contain the embedded coglet wheel install (versioned filename like coglet-0.x.x-py3-none-any.whl)
+	require.Contains(t, actual, "/tmp/coglet-")
+	require.Contains(t, actual, ".whl")
+	require.Contains(t, actual, "ENV R8_COG_VERSION=coglet")
+	require.Contains(t, actual, "ENV R8_PYTHON_VERSION=3.11")
+}
+
+func TestCOGWheelEnvCogletAlpha(t *testing.T) {
+	// COG_WHEEL=coglet-alpha should use PinnedCogletURL even without cog_runtime: true
+	t.Setenv("COG_WHEEL", "coglet-alpha")
+
+	tmpDir := t.TempDir()
+
+	yaml := `
+build:
+  gpu: false
+  python_version: "3.11"
+predict: predict.py:Predictor
+`
+	conf, err := config.FromYAML([]byte(yaml))
+	require.NoError(t, err)
+	require.NoError(t, conf.ValidateAndComplete(""))
+
+	command := dockertest.NewMockCommand()
+	client := registrytest.NewMockRegistryClient()
+	gen, err := NewStandardGenerator(conf, tmpDir, command, client, true)
+	require.NoError(t, err)
+
+	_, actual, _, err := gen.GenerateModelBaseWithSeparateWeights(t.Context(), "r8.im/replicate/cog-test")
+	require.NoError(t, err)
+
+	// Should contain coglet-alpha/PinnedCogletURL install with cog uninstall prefix
+	require.Contains(t, actual, "RUN pip uninstall -y cog 2>/dev/null || true && pip install "+PinnedCogletURL)
+	require.Contains(t, actual, "ENV R8_COG_VERSION=coglet")
+	require.Contains(t, actual, "ENV R8_PYTHON_VERSION=3.11")
+}
+
+func TestCOGWheelEnvURL(t *testing.T) {
+	// COG_WHEEL=https://... should install from URL
+	customURL := "https://example.com/custom-coglet-0.1.0.whl"
+	t.Setenv("COG_WHEEL", customURL)
+
+	tmpDir := t.TempDir()
+
+	yaml := `
+build:
+  gpu: false
+  python_version: "3.11"
+predict: predict.py:Predictor
+`
+	conf, err := config.FromYAML([]byte(yaml))
+	require.NoError(t, err)
+	require.NoError(t, conf.ValidateAndComplete(""))
+
+	command := dockertest.NewMockCommand()
+	client := registrytest.NewMockRegistryClient()
+	gen, err := NewStandardGenerator(conf, tmpDir, command, client, true)
+	require.NoError(t, err)
+
+	_, actual, _, err := gen.GenerateModelBaseWithSeparateWeights(t.Context(), "r8.im/replicate/cog-test")
+	require.NoError(t, err)
+
+	// Should contain pip install from custom URL
+	require.Contains(t, actual, "pip install --no-cache-dir "+customURL)
+	// Since URL contains "coglet", should also have env vars
+	require.Contains(t, actual, "ENV R8_COG_VERSION=coglet")
+	require.Contains(t, actual, "ENV R8_PYTHON_VERSION=3.11")
+}
+
+func TestCOGWheelEnvURLNonCoglet(t *testing.T) {
+	// COG_WHEEL=https://... with non-coglet URL should NOT set coglet env vars
+	customURL := "https://example.com/custom-runtime-0.1.0.whl"
+	t.Setenv("COG_WHEEL", customURL)
+
+	tmpDir := t.TempDir()
+
+	yaml := `
+build:
+  gpu: false
+  python_version: "3.11"
+predict: predict.py:Predictor
+`
+	conf, err := config.FromYAML([]byte(yaml))
+	require.NoError(t, err)
+	require.NoError(t, conf.ValidateAndComplete(""))
+
+	command := dockertest.NewMockCommand()
+	client := registrytest.NewMockRegistryClient()
+	gen, err := NewStandardGenerator(conf, tmpDir, command, client, true)
+	require.NoError(t, err)
+
+	_, actual, _, err := gen.GenerateModelBaseWithSeparateWeights(t.Context(), "r8.im/replicate/cog-test")
+	require.NoError(t, err)
+
+	// Should contain pip install from custom URL
+	require.Contains(t, actual, "pip install --no-cache-dir "+customURL)
+	// Should NOT contain coglet-specific env vars
+	require.NotContains(t, actual, "R8_COG_VERSION=coglet")
+}
+
+func TestCOGWheelCogletWithPython39Succeeds(t *testing.T) {
+	// COG_WHEEL=coglet with Python 3.9 should succeed
+	tmpDir := t.TempDir()
+	t.Setenv("COG_WHEEL", "coglet")
+
+	yaml := `
+build:
+  gpu: false
+  python_version: "3.9"
+predict: predict.py:Predictor
+`
+	conf, err := config.FromYAML([]byte(yaml))
+	require.NoError(t, err)
+	require.NoError(t, conf.ValidateAndComplete(""))
+
+	command := dockertest.NewMockCommand()
+	client := registrytest.NewMockRegistryClient()
+	gen, err := NewStandardGenerator(conf, tmpDir, command, client, true)
+	require.NoError(t, err)
+
+	_, actual, _, err := gen.GenerateModelBaseWithSeparateWeights(t.Context(), "r8.im/replicate/cog-test")
+	require.NoError(t, err)
+	require.Contains(t, actual, "ENV R8_COG_VERSION=coglet")
+}
+
+func TestCOGWheelEnvFile(t *testing.T) {
+	// COG_WHEEL=/path/to/file.whl should install from local file
+	tmpDir := t.TempDir()
+
+	// Create a mock wheel file
+	wheelPath := filepath.Join(tmpDir, "test-coglet-0.1.0-py3-none-any.whl")
+	err := os.WriteFile(wheelPath, []byte("mock wheel content"), 0o644)
+	require.NoError(t, err)
+
+	t.Setenv("COG_WHEEL", wheelPath)
+
+	yaml := `
+build:
+  gpu: false
+  python_version: "3.11"
+predict: predict.py:Predictor
+`
+	conf, err := config.FromYAML([]byte(yaml))
+	require.NoError(t, err)
+	require.NoError(t, conf.ValidateAndComplete(""))
+
+	command := dockertest.NewMockCommand()
+	client := registrytest.NewMockRegistryClient()
+	gen, err := NewStandardGenerator(conf, tmpDir, command, client, true)
+	require.NoError(t, err)
+
+	_, actual, _, err := gen.GenerateModelBaseWithSeparateWeights(t.Context(), "r8.im/replicate/cog-test")
+	require.NoError(t, err)
+
+	// Should contain pip install from temp path
+	require.Contains(t, actual, "pip install --no-cache-dir /tmp/test-coglet-0.1.0-py3-none-any.whl")
+	// Since filename contains "coglet", should also have env vars
+	require.Contains(t, actual, "ENV R8_COG_VERSION=coglet")
+	require.Contains(t, actual, "ENV R8_PYTHON_VERSION=3.11")
+}
diff --git a/pkg/migrate/migrator_v1_v1fast.go b/pkg/migrate/migrator_v1_v1fast.go
index db7c61bdba..6ae826af09 100644
--- a/pkg/migrate/migrator_v1_v1fast.go
+++ b/pkg/migrate/migrator_v1_v1fast.go
@@ -16,11 +16,11 @@ import (
 
 	"github.com/replicate/cog/pkg/coglog"
 	"github.com/replicate/cog/pkg/config"
-	"github.com/replicate/cog/pkg/dockerfile"
 	"github.com/replicate/cog/pkg/requirements"
 	"github.com/replicate/cog/pkg/util"
 	"github.com/replicate/cog/pkg/util/console"
 	"github.com/replicate/cog/pkg/util/files"
+	"github.com/replicate/cog/pkg/wheels"
 )
 
 const CogRequirementsFile = "cog_requirements.txt"
@@ -258,10 +258,7 @@ func (g *MigratorV1ToV1Fast) checkPredictor(ctx context.Context, predictor strin
 	if predictor == "" {
 		return nil
 	}
-	zippedBytes, _, err := dockerfile.ReadWheelFile()
-	if err != nil {
-		return err
-	}
+	_, zippedBytes := wheels.ReadCogWheel()
 	reader := bytes.NewReader(zippedBytes)
 	zipReader, err := zip.NewReader(reader, int64(len(zippedBytes)))
 	if err != nil {
diff --git a/pkg/wheels/wheels.go b/pkg/wheels/wheels.go
new file mode 100644
index 0000000000..a2df812766
--- /dev/null
+++ b/pkg/wheels/wheels.go
@@ -0,0 +1,172 @@
+package wheels
+
+import (
+	"embed"
+	"fmt"
+	"os"
+	"strings"
+)
+
+//go:generate sh -c "rm -f cog-*.whl coglet-*.whl"
+//go:generate sh -c "cp ../../dist/cog-*.whl ."
+//go:generate sh -c "cp ../../dist/coglet-*.whl ."
+
+//go:embed cog-*.whl coglet-*.whl
+var wheelsFS embed.FS
+
+func init() {
+	assertExactlyOneWheelPerRuntime()
+}
+
+// assertExactlyOneWheelPerRuntime ensures exactly 2 wheels are embedded (one cog, one coglet).
+// If there are more or fewer, the build is broken - likely stale wheels left in pkg/wheels/
+// or dist/, or the wheels weren't built at all. Panics on failure since this is a build-time
+// invariant that must hold for the binary to function correctly.
+func assertExactlyOneWheelPerRuntime() {
+	files, err := wheelsFS.ReadDir(".")
+	if err != nil {
+		panic(fmt.Sprintf("failed to read embedded wheels directory: %v", err))
+	}
+
+	var cogCount, cogletCount int
+	for _, f := range files {
+		name := f.Name()
+		if strings.HasSuffix(name, ".whl") {
+			if strings.HasPrefix(name, "coglet-") {
+				cogletCount++
+			} else if strings.HasPrefix(name, "cog-") {
+				cogCount++
+			}
+		}
+	}
+
+	if cogCount != 1 {
+		panic(fmt.Sprintf("expected exactly 1 cog wheel embedded, found %d - run 'make wheel' to fix", cogCount))
+	}
+	if cogletCount != 1 {
+		panic(fmt.Sprintf("expected exactly 1 coglet wheel embedded, found %d - run 'make wheel' to fix", cogletCount))
+	}
+}
+
+func ReadCogWheel() (string, []byte) {
+	return readWheelFromFS("cog-")
+}
+
+func ReadCogletWheel() (string, []byte) {
+	return readWheelFromFS("coglet-")
+}
+
+func readWheelFromFS(prefix string) (string, []byte) {
+	files, err := wheelsFS.ReadDir(".")
+	if err != nil {
+		panic(fmt.Sprintf("failed to read embedded wheels: %v", err))
+	}
+	for _, f := range files {
+		if strings.HasPrefix(f.Name(), prefix) && strings.HasSuffix(f.Name(), ".whl") {
+			data, err := wheelsFS.ReadFile(f.Name())
+			if err != nil {
+				panic(fmt.Sprintf("failed to read embedded wheel %s: %v", f.Name(), err))
+			}
+			return f.Name(), data
+		}
+	}
+	panic(fmt.Sprintf("no %s*.whl wheel found in embedded filesystem - build is broken", prefix))
+}
+
+// WheelSource represents the source type for the wheel to install
+type WheelSource int
+
+const (
+	// WheelSourceCog uses the embedded cog wheel (default when cog_runtime: false)
+	WheelSourceCog WheelSource = iota
+	// WheelSourceCogletEmbedded uses the embedded coglet wheel
+	WheelSourceCogletEmbedded
+	// WheelSourceCogletAlpha uses the PinnedCogletURL (default when cog_runtime: true)
+	WheelSourceCogletAlpha
+	// WheelSourceURL uses a custom URL
+	WheelSourceURL
+	// WheelSourceFile uses a local file path
+	WheelSourceFile
+)
+
+// String returns the string representation of the WheelSource
+func (s WheelSource) String() string {
+	switch s {
+	case WheelSourceCog:
+		return "cog"
+	case WheelSourceCogletEmbedded:
+		return "coglet"
+	case WheelSourceCogletAlpha:
+		return "coglet-alpha"
+	case WheelSourceURL:
+		return "url"
+	case WheelSourceFile:
+		return "file"
+	default:
+		return "unknown"
+	}
+}
+
+// WheelConfig represents the configuration for which wheel to install
+type WheelConfig struct {
+	// Source indicates where the wheel comes from
+	Source WheelSource
+	// URL is set when Source is WheelSourceURL
+	URL string
+	// Path is set when Source is WheelSourceFile
+	Path string
+}
+
+// CogWheelEnvVar is the environment variable name for wheel selection
+const CogWheelEnvVar = "COG_WHEEL"
+
+// ParseCogWheel parses a COG_WHEEL value and returns the appropriate WheelConfig.
+// Supported values:
+//   - "cog" - Embedded cog wheel
+//   - "coglet" - Embedded coglet wheel
+//   - "coglet-alpha" - PinnedCogletURL
+//   - "https://..." or "http://..." - Direct wheel URL
+//   - "/path/to/file.whl" or "./path/to/file.whl" - Local wheel file
+//
+// Returns nil if the value is empty (caller should use defaults).
+func ParseCogWheel(value string) *WheelConfig {
+	value = strings.TrimSpace(value)
+	if value == "" {
+		return nil
+	}
+
+	switch strings.ToLower(value) {
+	case "cog":
+		return &WheelConfig{Source: WheelSourceCog}
+	case "coglet":
+		return &WheelConfig{Source: WheelSourceCogletEmbedded}
+	case "coglet-alpha":
+		return &WheelConfig{Source: WheelSourceCogletAlpha}
+	}
+
+	// Check for URL (http:// or https://)
+	if strings.HasPrefix(value, "https://") || strings.HasPrefix(value, "http://") {
+		return &WheelConfig{Source: WheelSourceURL, URL: value}
+	}
+
+	// Treat everything else as a file path
+	return &WheelConfig{Source: WheelSourceFile, Path: value}
+}
+
+// GetWheelConfig returns the WheelConfig based on COG_WHEEL env var and cog_runtime flag.
+// Priority:
+//  1. COG_WHEEL env var (if set, overrides everything)
+//  2. cog_runtime: true -> coglet-alpha (PinnedCogletURL)
+//  3. cog_runtime: false (default) -> embedded cog wheel
+func GetWheelConfig(cogRuntimeEnabled bool) *WheelConfig {
+	envValue := os.Getenv(CogWheelEnvVar)
+	if config := ParseCogWheel(envValue); config != nil {
+		return config
+	}
+
+	// Default based on cog_runtime flag
+	if cogRuntimeEnabled {
+		return &WheelConfig{Source: WheelSourceCogletAlpha}
+	}
+	return &WheelConfig{Source: WheelSourceCog}
+}
diff --git a/pkg/wheels/wheels_test.go b/pkg/wheels/wheels_test.go
new file mode 100644
index 0000000000..93509ff6a9
--- /dev/null
+++ b/pkg/wheels/wheels_test.go
@@ -0,0 +1,262 @@
+package wheels
+
+import (
+	"strings"
+	"testing"
+
+	"github.com/stretchr/testify/require"
+)
+
+func TestReadCogWheel(t *testing.T) {
+	filename, data := ReadCogWheel()
+	require.True(t, strings.HasPrefix(filename, "cog-"), "filename should start with 'cog-', got: %s", filename)
+	require.True(t, strings.HasSuffix(filename, ".whl"), "filename should end with '.whl', got: %s", filename)
+	require.Greater(t, len(data), 10000)
+}
+
+func TestReadCogletWheel(t *testing.T) {
+	filename, data := ReadCogletWheel()
+	require.True(t, strings.HasPrefix(filename, "coglet-"), "filename should start with 'coglet-', got: %s", filename)
+	require.True(t, strings.HasSuffix(filename, ".whl"), "filename should end with '.whl', got: %s", filename)
+	require.Greater(t, len(data), 1000000)
+}
+
+func TestWheelSourceString(t *testing.T) {
+	tests := []struct {
+		source   WheelSource
+		expected string
+	}{
+		{WheelSourceCog, "cog"},
+		{WheelSourceCogletEmbedded, "coglet"},
+		{WheelSourceCogletAlpha, "coglet-alpha"},
+		{WheelSourceURL, "url"},
+		{WheelSourceFile, "file"},
+		{WheelSource(99), "unknown"},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.expected, func(t *testing.T) {
+			require.Equal(t, tt.expected, tt.source.String())
+		})
+	}
+}
+
+func TestParseCogWheel(t *testing.T) {
+	tests := []struct {
+		name     string
+		input    string
+		expected *WheelConfig
+	}{
+		// Empty/nil cases
+		{
+			name:     "empty string returns nil",
+			input:    "",
+			expected: nil,
+		},
+		{
+			name:     "whitespace only returns nil",
+			input:    "   ",
+			expected: nil,
+		},
+
+		// Named values
+		{
+			name:     "cog keyword",
+			input:    "cog",
+			expected: &WheelConfig{Source: WheelSourceCog},
+		},
+		{
+			name:     "cog uppercase",
+			input:    "COG",
+			expected: &WheelConfig{Source: WheelSourceCog},
+		},
+		{
+			name:     "cog mixed case",
+			input:    "Cog",
+			expected: &WheelConfig{Source: WheelSourceCog},
+		},
+		{
+			name:     "coglet keyword",
+			input:    "coglet",
+			expected: &WheelConfig{Source: WheelSourceCogletEmbedded},
+		},
+		{
+			name:     "coglet uppercase",
+			input:    "COGLET",
+			expected: &WheelConfig{Source: WheelSourceCogletEmbedded},
+		},
+		{
+			name:     "coglet-alpha keyword",
+			input:    "coglet-alpha",
+			expected: &WheelConfig{Source: WheelSourceCogletAlpha},
+		},
+		{
+			name:     "coglet-alpha uppercase",
+			input:    "COGLET-ALPHA",
+			expected: &WheelConfig{Source: WheelSourceCogletAlpha},
+		},
+		{
+			name:     "cog with whitespace",
+			input:    "  cog  ",
+			expected: &WheelConfig{Source: WheelSourceCog},
+		},
+
+		// URLs
+		{
+			name:  "https URL",
+			input: "https://example.com/wheel.whl",
+			expected: &WheelConfig{
+				Source: WheelSourceURL,
+				URL:    "https://example.com/wheel.whl",
+			},
+		},
+		{
+			name:  "http URL",
+			input: "http://example.com/wheel.whl",
+			expected: &WheelConfig{
+				Source: WheelSourceURL,
+				URL:    "http://example.com/wheel.whl",
+			},
+		},
+		{
+			name:  "github release URL",
+			input: "https://github.com/replicate/cog-runtime/releases/download/v0.1.0/coglet-0.1.0-py3-none-any.whl",
+			expected: &WheelConfig{
+				Source: WheelSourceURL,
+				URL:    "https://github.com/replicate/cog-runtime/releases/download/v0.1.0/coglet-0.1.0-py3-none-any.whl",
+			},
+		},
+
+		// File paths
+		{
+			name:  "absolute path",
+			input: "/path/to/wheel.whl",
+			expected: &WheelConfig{
+				Source: WheelSourceFile,
+				Path:   "/path/to/wheel.whl",
+			},
+		},
+		{
+			name:  "relative path with ./",
+			input: "./dist/wheel.whl",
+			expected: &WheelConfig{
+				Source: WheelSourceFile,
+				Path:   "./dist/wheel.whl",
+			},
+		},
+		{
+			name:  "relative path without ./",
+			input: "dist/wheel.whl",
+			expected: &WheelConfig{
+				Source: WheelSourceFile,
+				Path:   "dist/wheel.whl",
+			},
+		},
+		{
+			name:  "windows-style path",
+			input: "C:\\path\\to\\wheel.whl",
+			expected: &WheelConfig{
+				Source: WheelSourceFile,
+				Path:   "C:\\path\\to\\wheel.whl",
+			},
+		},
+		{
+			name:  "path with spaces",
+			input: "/path/to/my wheel.whl",
+			expected: &WheelConfig{
+				Source: WheelSourceFile,
+				Path:   "/path/to/my wheel.whl",
+			},
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result := ParseCogWheel(tt.input)
+			if tt.expected == nil {
+				require.Nil(t, result)
+			} else {
+				require.NotNil(t, result)
+				require.Equal(t, tt.expected.Source, result.Source)
+				require.Equal(t, tt.expected.URL, result.URL)
+				require.Equal(t, tt.expected.Path, result.Path)
+			}
+		})
+	}
+}
+
+func TestGetWheelConfig(t *testing.T) {
+	tests := []struct {
+		name              string
+		envValue          string
+		cogRuntimeEnabled bool
+		expected          *WheelConfig
+	}{
+		// Default behavior without env var
+		{
+			name:              "default with cog_runtime false",
+			envValue:          "",
+			cogRuntimeEnabled: false,
+			expected:          &WheelConfig{Source: WheelSourceCog},
+		},
+		{
+			name:              "default with cog_runtime true",
+			envValue:          "",
+			cogRuntimeEnabled: true,
+			expected:          &WheelConfig{Source: WheelSourceCogletAlpha},
+		},
+
+		// Env var overrides cog_runtime
+		{
+			name:              "env cog overrides cog_runtime true",
+			envValue:          "cog",
+			cogRuntimeEnabled: true,
+			expected:          &WheelConfig{Source: WheelSourceCog},
+		},
+		{
+			name:              "env coglet overrides cog_runtime false",
+			envValue:          "coglet",
+			cogRuntimeEnabled: false,
+			expected:          &WheelConfig{Source: WheelSourceCogletEmbedded},
+		},
+		{
+			name:              "env coglet-alpha overrides cog_runtime false",
+			envValue:          "coglet-alpha",
+			cogRuntimeEnabled: false,
+			expected:          &WheelConfig{Source: WheelSourceCogletAlpha},
+		},
+		{
+			name:              "env URL overrides cog_runtime",
+			envValue:          "https://example.com/custom.whl",
+			cogRuntimeEnabled: false,
+			expected: &WheelConfig{
+				Source: WheelSourceURL,
+				URL:    "https://example.com/custom.whl",
+			},
+		},
+		{
+			name:              "env file path overrides cog_runtime",
+			envValue:          "/custom/path/wheel.whl",
+			cogRuntimeEnabled: true,
+			expected: &WheelConfig{
+				Source: WheelSourceFile,
+				Path:   "/custom/path/wheel.whl",
+			},
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			// Set env var for test
+			if tt.envValue != "" {
+				t.Setenv(CogWheelEnvVar, tt.envValue)
+			}
+
+			result := GetWheelConfig(tt.cogRuntimeEnabled)
+			require.NotNil(t, result)
+			require.Equal(t, tt.expected.Source, result.Source)
+			require.Equal(t, tt.expected.URL, result.URL)
+			require.Equal(t, tt.expected.Path, result.Path)
+		})
+	}
+}
diff --git a/pyproject.toml b/pyproject.toml
index a3fa94ea5c..e8317c26da 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,14 +11,13 @@ license.file = "LICENSE"
 urls."Source" = "https://github.com/replicate/cog"
 
 classifiers = [
-  "Programming Language :: Python :: 3.8",
   "Programming Language :: Python :: 3.9",
   "Programming Language :: Python :: 3.10",
   "Programming Language :: Python :: 3.11",
   "Programming Language :: Python :: 3.12",
   "Programming Language :: Python :: 3.13",
 ]
-requires-python = ">=3.8"
+requires-python = ">=3.9"
 
 dependencies = [
   # intentionally loose. perhaps these should be vendored to not collide with user code?
diff --git a/python/cog/server/worker.py b/python/cog/server/worker.py
index 963dd83a9d..36584ab6d2 100644
--- a/python/cog/server/worker.py
+++ b/python/cog/server/worker.py
@@ -640,8 +640,9 @@ def _predict(
         predict: Callable[..., Any],
         redirector: StreamRedirector,
     ) -> None:
-        with evolve_scope(context=context), self._handle_predict_error(
-            redirector, tag=tag
+        with (
+            evolve_scope(context=context),
+            self._handle_predict_error(redirector, tag=tag),
         ):
             result = predict(**payload)
 
@@ -695,8 +696,9 @@ async def _apredict(
         predict: Callable[..., Any],
         redirector: SimpleStreamRedirector,
     ) -> None:
-        with evolve_scope(context=context, tag=tag), self._handle_predict_error(
-            redirector, tag=tag
+        with (
+            evolve_scope(context=context, tag=tag),
+            self._handle_predict_error(redirector, tag=tag),
         ):
             future_result = predict(**payload)
 
diff --git a/script/build-coglet-server b/script/build-coglet-server
new file mode 100755
index 0000000000..ff7d6b4556
--- /dev/null
+++ b/script/build-coglet-server
@@ -0,0 +1,14 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+ROOT_DIR="$(dirname "$SCRIPT_DIR")"
+
+OUTPUT_DIR="${ROOT_DIR}/coglet/python/cog/bin"
+
+mkdir -p "${OUTPUT_DIR}"
+rm -f "${OUTPUT_DIR}"/coglet-server-*
+
+echo "Building coglet-server for linux/amd64"
+cd "${ROOT_DIR}"
+CGO_ENABLED=0 GOOS=linux GOARCH=amd64 go build -o "${OUTPUT_DIR}/coglet-server-linux-amd64" ./coglet/cmd/coglet-server
diff --git a/script/build-wheels b/script/build-wheels
new file mode 100755
index 0000000000..ee880acfd6
--- /dev/null
+++ b/script/build-wheels
@@ -0,0 +1,19 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+ROOT_DIR="$(dirname "$SCRIPT_DIR")"
+
+# Clean old wheels to avoid embedding stale versions
+rm -f "${ROOT_DIR}/dist/cog-"*.whl "${ROOT_DIR}/dist/coglet-"*.whl
+
+mkdir -p "${ROOT_DIR}/dist"
+
+# Build cog wheel
+uv build --wheel --out-dir="${ROOT_DIR}/dist" "${ROOT_DIR}"
+
+# Build coglet-server binary (required for coglet wheel)
+"${SCRIPT_DIR}/build-coglet-server"
+
+# Build coglet wheel
+uv build --wheel --out-dir="${ROOT_DIR}/dist" "${ROOT_DIR}/coglet"
diff --git a/script/generate-compat b/script/generate-compat
new file mode 100755
index 0000000000..41583cc868
--- /dev/null
+++ b/script/generate-compat
@@ -0,0 +1,59 @@
+#!/usr/bin/env bash
+#
+# Regenerate CUDA/PyTorch/TensorFlow compatibility matrices.
+#
+# Usage:
+#   script/generate-compat          # regenerate all matrices
+#   script/generate-compat cuda     # regenerate CUDA base images only
+#   script/generate-compat torch    # regenerate PyTorch compatibility only
+#   script/generate-compat tensorflow  # regenerate TensorFlow compatibility only
+#
+# The generated JSON files are checked into source control and only need
+# to be regenerated when adding support for new framework versions.
+
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+ROOT_DIR="$(dirname "$SCRIPT_DIR")"
+CONFIG_DIR="${ROOT_DIR}/pkg/config"
+
+generate_cuda() {
+    echo "Generating CUDA base images..."
+    go run "${ROOT_DIR}/tools/compatgen/main.go" cuda -o "${CONFIG_DIR}/cuda_base_images.json"
+}
+
+generate_torch() {
+    echo "Generating PyTorch compatibility matrix..."
+    go run "${ROOT_DIR}/tools/compatgen/main.go" torch -o "${CONFIG_DIR}/torch_compatibility_matrix.json"
+}
+
+generate_tensorflow() {
+    echo "Generating TensorFlow compatibility matrix..."
+    go run "${ROOT_DIR}/tools/compatgen/main.go" tensorflow -o "${CONFIG_DIR}/tf_compatibility_matrix.json"
+}
+
+target="${1:-all}"
+
+case "$target" in
+    cuda)
+        generate_cuda
+        ;;
+    torch)
+        generate_torch
+        ;;
+    tensorflow|tf)
+        generate_tensorflow
+        ;;
+    all)
+        generate_cuda
+        generate_torch
+        generate_tensorflow
+        ;;
+    *)
+        echo "Unknown target: $target"
+        echo "Usage: $0 [cuda|torch|tensorflow|all]"
+        exit 1
+        ;;
+esac
+
+echo "Done."
diff --git a/test-integration/test_integration/fixtures/file-input-project/cog.yaml b/test-integration/test_integration/fixtures/file-input-project/cog.yaml
index ce622845eb..c3c981ab4b 100644
--- a/test-integration/test_integration/fixtures/file-input-project/cog.yaml
+++ b/test-integration/test_integration/fixtures/file-input-project/cog.yaml
@@ -1,3 +1,3 @@
 build:
-  python_version: "3.8"
+  python_version: "3.9"
 predict: "predict.py:Predictor"
diff --git a/test-integration/test_integration/fixtures/int-none-output-project/cog.yaml b/test-integration/test_integration/fixtures/int-none-output-project/cog.yaml
index ce622845eb..c3c981ab4b 100644
--- a/test-integration/test_integration/fixtures/int-none-output-project/cog.yaml
+++ b/test-integration/test_integration/fixtures/int-none-output-project/cog.yaml
@@ -1,3 +1,3 @@
 build:
-  python_version: "3.8"
+  python_version: "3.9"
 predict: "predict.py:Predictor"
diff --git a/test-integration/test_integration/fixtures/optional-project/cog.yaml b/test-integration/test_integration/fixtures/optional-project/cog.yaml
index ce622845eb..c3c981ab4b 100644
--- a/test-integration/test_integration/fixtures/optional-project/cog.yaml
+++ b/test-integration/test_integration/fixtures/optional-project/cog.yaml
@@ -1,3 +1,3 @@
 build:
-  python_version: "3.8"
+  python_version: "3.9"
 predict: "predict.py:Predictor"
diff --git a/test-integration/test_integration/fixtures/setup-subprocess-double-fork-http-project/cog.yaml b/test-integration/test_integration/fixtures/setup-subprocess-double-fork-http-project/cog.yaml
index 27d19404f2..b3340d73f8 100644
--- a/test-integration/test_integration/fixtures/setup-subprocess-double-fork-http-project/cog.yaml
+++ b/test-integration/test_integration/fixtures/setup-subprocess-double-fork-http-project/cog.yaml
@@ -1,5 +1,5 @@
 build:
-  python_version: "3.8"
+  python_version: "3.9"
   python_packages:
   - requests
 predict: "predict.py:Predictor"
diff --git a/test-integration/test_integration/fixtures/setup-subprocess-double-fork-project/cog.yaml b/test-integration/test_integration/fixtures/setup-subprocess-double-fork-project/cog.yaml
index ce622845eb..c3c981ab4b 100644
--- a/test-integration/test_integration/fixtures/setup-subprocess-double-fork-project/cog.yaml
+++ b/test-integration/test_integration/fixtures/setup-subprocess-double-fork-project/cog.yaml
@@ -1,3 +1,3 @@
 build:
-  python_version: "3.8"
+  python_version: "3.9"
 predict: "predict.py:Predictor"
diff --git a/test-integration/test_integration/fixtures/setup-subprocess-multiprocessing-project/cog.yaml b/test-integration/test_integration/fixtures/setup-subprocess-multiprocessing-project/cog.yaml
index ce622845eb..c3c981ab4b 100644
--- a/test-integration/test_integration/fixtures/setup-subprocess-multiprocessing-project/cog.yaml
+++ b/test-integration/test_integration/fixtures/setup-subprocess-multiprocessing-project/cog.yaml
@@ -1,3 +1,3 @@
 build:
-  python_version: "3.8"
+  python_version: "3.9"
 predict: "predict.py:Predictor"
diff --git a/test-integration/test_integration/fixtures/setup-subprocess-simple-project/cog.yaml b/test-integration/test_integration/fixtures/setup-subprocess-simple-project/cog.yaml
index ce622845eb..c3c981ab4b 100644
--- a/test-integration/test_integration/fixtures/setup-subprocess-simple-project/cog.yaml
+++ b/test-integration/test_integration/fixtures/setup-subprocess-simple-project/cog.yaml
@@ -1,3 +1,3 @@
 build:
-  python_version: "3.8"
+  python_version: "3.9"
 predict: "predict.py:Predictor"
diff --git a/test-integration/test_integration/fixtures/string-none-output-project/cog.yaml b/test-integration/test_integration/fixtures/string-none-output-project/cog.yaml
index ce622845eb..c3c981ab4b 100644
--- a/test-integration/test_integration/fixtures/string-none-output-project/cog.yaml
+++ b/test-integration/test_integration/fixtures/string-none-output-project/cog.yaml
@@ -1,3 +1,3 @@
 build:
-  python_version: "3.8"
+  python_version: "3.9"
 predict: "predict.py:Predictor"
diff --git a/test-integration/test_integration/fixtures/string-project/cog.yaml b/test-integration/test_integration/fixtures/string-project/cog.yaml
index faf432495f..b6177e43ee 100644
--- a/test-integration/test_integration/fixtures/string-project/cog.yaml
+++ b/test-integration/test_integration/fixtures/string-project/cog.yaml
@@ -1,4 +1,4 @@
 build:
-  python_version: "3.8"
+  python_version: "3.9"
   cog_runtime: false
 predict: "predict.py:Predictor"
diff --git a/test-integration/test_integration/test_build.py b/test-integration/test_integration/test_build.py
index e01fb6bb99..e7d4b59b4b 100644
--- a/test-integration/test_integration/test_build.py
+++ b/test-integration/test_integration/test_build.py
@@ -27,7 +27,7 @@ def test_build_names_uses_image_option_in_cog_yaml(tmpdir, docker_image, cog_bin
         cog_yaml = f"""
 image: {docker_image}
 build:
-  python_version: 3.8
+  python_version: 3.9
 predict: predict.py:Predictor
 """
         f.write(cog_yaml)
@@ -102,7 +102,7 @@ def test_build_gpu_model_on_cpu(tmpdir, docker_image, cog_binary):
     with open(tmpdir / "cog.yaml", "w") as f:
         cog_yaml = """
 build:
-  python_version: 3.8
+  python_version: 3.9
   gpu: true
 predict: predict.py:Predictor
 """
@@ -167,7 +167,7 @@ def predict(self, text: str) -> str:
     assert len(labels["run.cog.version"]) > 0
     assert json.loads(labels["run.cog.config"]) == {
         "build": {
-            "python_version": "3.8",
+            "python_version": "3.9",
             "gpu": True,
             "cuda": "11.8",
             "cudnn": "8",
@@ -219,7 +219,7 @@ def test_python_37_deprecated(docker_image, cog_binary):
     )
     assert build_process.returncode > 0
     assert (
-        "minimum supported Python version is 3.8. requested 3.7"
+        "minimum supported Python version is 3.9. requested 3.7"
         in build_process.stderr.decode()
     )
 
diff --git a/test-integration/test_integration/test_config.py b/test-integration/test_integration/test_config.py
index bd6bd45aa6..12e5f401c6 100644
--- a/test-integration/test_integration/test_config.py
+++ b/test-integration/test_integration/test_config.py
@@ -7,7 +7,7 @@ def test_config(tmpdir_factory, cog_binary):
     with open(tmpdir / "cog.yaml", "w") as f:
         cog_yaml = """
 build:
-  python_version: "3.8"
+  python_version: "3.9"
         """
         f.write(cog_yaml)
 
diff --git a/test-integration/test_integration/test_predict.py b/test-integration/test_integration/test_predict.py
index cfcfe7650f..bff9cb37aa 100644
--- a/test-integration/test_integration/test_predict.py
+++ b/test-integration/test_integration/test_predict.py
@@ -28,8 +28,6 @@ def test_predict_takes_string_inputs_and_returns_strings_to_stdout(cog_binary):
     )
     # stdout should be clean without any log messages so it can be piped to other commands
     assert result.stdout == "hello world\n"
-    assert "cannot use fast loader as current Python <3.9" in result.stderr
-    assert "falling back to slow loader" in result.stderr
 
 
 def test_predict_supports_async_predictors(cog_binary):
@@ -156,8 +154,6 @@ def test_predict_writes_strings_to_files(tmpdir_factory, cog_binary):
     assert result.stdout == ""
     with open(out_dir / "out.txt", encoding="utf-8") as f:
         assert f.read() == "hello world"
-    assert "cannot use fast loader as current Python <3.9" in result.stderr
-    assert "falling back to slow loader" in result.stderr
 
 
 def test_predict_runs_an_existing_image(docker_image, tmpdir_factory, cog_binary):
@@ -180,8 +176,6 @@ def test_predict_runs_an_existing_image(docker_image, tmpdir_factory, cog_binary
     )
     assert result.returncode == 0
     assert result.stdout == "hello world\n"
-    assert "cannot use fast loader as current Python <3.9" in result.stderr
-    assert "falling back to slow loader" in result.stderr
 
 
 # https://github.com/replicate/cog/commit/28202b12ea40f71d791e840b97a51164e7be3b3c
diff --git a/test-integration/test_integration/test_run.py b/test-integration/test_integration/test_run.py
index e99ef73c5e..893042538e 100644
--- a/test-integration/test_integration/test_run.py
+++ b/test-integration/test_integration/test_run.py
@@ -10,7 +10,7 @@ def test_run(tmpdir_factory, cog_binary):
     with open(tmpdir / "cog.yaml", "w") as f:
         cog_yaml = """
 build:
-  python_version: "3.8"
+  python_version: "3.9"
         """
         f.write(cog_yaml)
 
@@ -28,7 +28,7 @@ def test_run_with_secret(tmpdir_factory, cog_binary):
     with open(tmpdir / "cog.yaml", "w") as f:
         cog_yaml = """
 build:
-  python_version: "3.8"
+  python_version: "3.9"
   run:
     - echo hello world
     - command: >-
diff --git a/tox.ini b/tox.ini
index 8472739b62..a71664e19e 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,7 +1,7 @@
 [tox]
 min_version = 4
 env_list =
-  py3{8,9,10,11,12,13}-pydantic{1,2}-tests
+  py3{9,10,11,12,13}-pydantic{1,2}-tests
   lint
   typecheck-pydantic{1,2}
   integration
@@ -74,4 +74,5 @@ deps =
   pytest-xdist
 pass_env =
   COG_BINARY
-commands = pytest {posargs:-n auto -vv --reruns 3}
+  COG_WHEEL
+commands = pytest {posargs:-n auto -vv --reruns 2 --only-rerun "CalledProcessError.*du"}
diff --git a/uv.lock b/uv.lock
index 616ee6b21a..3cada58552 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,55 +1,29 @@
 version = 1
 revision = 3
-requires-python = ">=3.8"
+requires-python = ">=3.9"
 resolution-markers = [
     "python_full_version >= '3.10'",
-    "python_full_version == '3.9.*'",
-    "python_full_version < '3.9'",
+    "python_full_version < '3.10'",
 ]
 
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
 source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "typing-extensions", marker = "python_full_version < '3.9'" },
-]
 sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
 ]
 
-[[package]]
-name = "anyio"
-version = "4.5.2"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version < '3.9'",
-]
-dependencies = [
-    { name = "exceptiongroup", marker = "python_full_version < '3.9'" },
-    { name = "idna", marker = "python_full_version < '3.9'" },
-    { name = "sniffio", marker = "python_full_version < '3.9'" },
-    { name = "typing-extensions", marker = "python_full_version < '3.9'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/4d/f9/9a7ce600ebe7804daf90d4d48b1c0510a4561ddce43a596be46676f82343/anyio-4.5.2.tar.gz", hash = "sha256:23009af4ed04ce05991845451e11ef02fc7c5ed29179ac9a420e5ad0ac7ddc5b", size = 171293, upload-time = "2024-10-13T22:18:03.307Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/1b/b4/f7e396030e3b11394436358ca258a81d6010106582422f23443c16ca1873/anyio-4.5.2-py3-none-any.whl", hash = "sha256:c011ee36bc1e8ba40e5a81cb9df91925c218fe9b778554e0b56a21e1b5d4716f", size = 89766, upload-time = "2024-10-13T22:18:01.524Z" },
-]
-
 [[package]]
 name = "anyio"
 version = "4.9.0"
 source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version >= '3.10'",
-    "python_full_version == '3.9.*'",
-]
 dependencies = [
-    { name = "exceptiongroup", marker = "python_full_version >= '3.9' and python_full_version < '3.11'" },
-    { name = "idna", marker = "python_full_version >= '3.9'" },
-    { name = "sniffio", marker = "python_full_version >= '3.9'" },
-    { name = "typing-extensions", marker = "python_full_version >= '3.9' and python_full_version < '3.13'" },
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "idna" },
+    { name = "sniffio" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949, upload-time = "2025-03-17T00:02:54.77Z" }
 wheels = [
@@ -71,8 +45,7 @@ version = "1.2.2.post1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "colorama", marker = "os_name == 'nt'" },
-    { name = "importlib-metadata", version = "8.5.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
-    { name = "importlib-metadata", version = "8.6.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9' and python_full_version < '3.10.2'" },
+    { name = "importlib-metadata", marker = "python_full_version < '3.10.2'" },
     { name = "packaging" },
     { name = "pyproject-hooks" },
     { name = "tomli", marker = "python_full_version < '3.11'" },
@@ -167,19 +140,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e4/93/946a86ce20790e11312c87c75ba68d5f6ad2208cfb52b2d6a2c32840d922/charset_normalizer-3.4.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:fa88b843d6e211393a37219e6a1c1df99d35e8fd90446f1118f4216e307e48cd", size = 145732, upload-time = "2024-12-24T18:11:22.774Z" },
     { url = "https://files.pythonhosted.org/packages/cd/e5/131d2fb1b0dddafc37be4f3a2fa79aa4c037368be9423061dccadfd90091/charset_normalizer-3.4.1-cp313-cp313-win32.whl", hash = "sha256:eb8178fe3dba6450a3e024e95ac49ed3400e506fd4e9e5c32d30adda88cbd407", size = 95391, upload-time = "2024-12-24T18:11:24.139Z" },
     { url = "https://files.pythonhosted.org/packages/27/f2/4f9a69cc7712b9b5ad8fdb87039fd89abba997ad5cbe690d1835d40405b0/charset_normalizer-3.4.1-cp313-cp313-win_amd64.whl", hash = "sha256:b1ac5992a838106edb89654e0aebfc24f5848ae2547d22c2c3f66454daa11971", size = 102702, upload-time = "2024-12-24T18:11:26.535Z" },
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