diff --git a/requirements/all.txt b/requirements/all.txt
index 038dfe828..ce0b4b2d7 100644
--- a/requirements/all.txt
+++ b/requirements/all.txt
@@ -5,7 +5,7 @@
 #    pip-compile --output-file=all.txt all.in
 #
 accelerate==1.12.0
-    # via -r ml.in
+    # via -r requirements/ml.in
 annotated-doc==0.0.4
     # via typer
 annotated-types==0.7.0
@@ -21,13 +21,15 @@ attrs==25.4.0
 authlib==1.6.8
     # via safety
 autopep8==2.3.2
-    # via -r dev.in
+    # via -r requirements/dev.in
+backports-tarfile==1.2.0
+    # via jaraco-context
 bandit==1.9.3
-    # via -r ci.in
+    # via -r requirements/ci.in
 black==26.1.0
-    # via -r dev.in
+    # via -r requirements/dev.in
 build==1.4.0
-    # via -r ci.in
+    # via -r requirements/ci.in
 cachetools==7.0.1
     # via tox
 cattrs==25.3.0
@@ -52,11 +54,11 @@ click==8.3.1
 colorama==0.4.6
     # via tox
 colour-science==0.4.7
-    # via -r ml.in
+    # via -r requirements/ml.in
 controlnet-aux==0.0.10
-    # via -r ml.in
+    # via -r requirements/ml.in
 coremltools==9.0
-    # via -r ml.in
+    # via -r requirements/ml.in
 coverage[toml]==7.13.4
     # via pytest-cov
 cryptography==46.0.5
@@ -68,7 +70,7 @@ cuda-bindings==12.9.4
 cuda-pathfinder==1.3.4
     # via cuda-bindings
 diffusers==0.36.0
-    # via -r ml.in
+    # via -r requirements/ml.in
 dill==0.4.1
     # via pylint
 distlib==0.4.0
@@ -80,7 +82,7 @@ dparse==0.6.4
     #   safety
     #   safety-schemas
 efficientsam==1.0.0
-    # via -r ml.in
+    # via -r requirements/ml.in
 einops==0.8.2
     # via controlnet-aux
 filelock==3.24.2
@@ -93,7 +95,7 @@ filelock==3.24.2
     #   tox
     #   virtualenv
 flake8==7.3.0
-    # via -r dev.in
+    # via -r requirements/dev.in
 fsspec==2026.2.0
     # via
     #   huggingface-hub
@@ -113,7 +115,7 @@ httpx==0.28.1
     #   safety
 huggingface-hub==1.4.1
     # via
-    #   -r ml.in
+    #   -r requirements/ml.in
     #   accelerate
     #   controlnet-aux
     #   diffusers
@@ -123,26 +125,27 @@ huggingface-hub==1.4.1
     #   tokenizers
     #   transformers
 hypothesis==6.151.7
-    # via -r dev.in
+    # via -r requirements/dev.in
 idna==3.11
     # via
     #   anyio
     #   httpx
     #   requests
 imagecodecs==2024.12.30
-    # via -r base.in
+    # via -r requirements/base.in
 imageio==2.37.2
     # via scikit-image
 importlib-metadata==8.7.1
     # via
     #   controlnet-aux
     #   diffusers
+    #   keyring
     #   twine
 iniconfig==2.3.0
     # via pytest
 isort==7.0.0
     # via
-    #   -r dev.in
+    #   -r requirements/dev.in
     #   pylint
 jaraco-classes==3.4.0
     # via keyring
@@ -167,7 +170,7 @@ keyring==25.7.0
 lazy-loader==0.4
     # via scikit-image
 libcst==1.8.6
-    # via -r dev.in
+    # via -r requirements/dev.in
 librt==0.8.0
     # via mypy
 markdown-it-py==4.0.0
@@ -183,7 +186,7 @@ mccabe==0.7.0
 mdurl==0.1.2
     # via markdown-it-py
 memory-profiler==0.61.0
-    # via -r ml.in
+    # via -r requirements/ml.in
 more-itertools==10.8.0
     # via
     #   jaraco-classes
@@ -191,7 +194,7 @@ more-itertools==10.8.0
 mpmath==1.3.0
     # via sympy
 mypy==1.19.1
-    # via -r dev.in
+    # via -r requirements/dev.in
 mypy-extensions==1.1.0
     # via
     #   black
@@ -206,7 +209,7 @@ nltk==3.9.2
     # via safety
 numpy==2.2.6
     # via
-    #   -r base.in
+    #   -r requirements/base.in
     #   accelerate
     #   colour-science
     #   controlnet-aux
@@ -265,9 +268,9 @@ nvidia-nvshmem-cu12==3.4.5
 nvidia-nvtx-cu12==12.8.90
     # via torch
 open-clip-torch==3.2.0
-    # via -r ml.in
+    # via -r requirements/ml.in
 opencv-python==4.13.0.92
-    # via -r base.in
+    # via -r requirements/base.in
 opencv-python-headless==4.13.0.92
     # via controlnet-aux
 packaging==26.0
@@ -293,7 +296,7 @@ pathspec==1.0.4
     #   mypy
 pillow==12.1.1
     # via
-    #   -r base.in
+    #   -r requirements/base.in
     #   controlnet-aux
     #   diffusers
     #   imageio
@@ -316,7 +319,7 @@ protobuf==6.33.5
     # via coremltools
 psutil==7.2.2
     # via
-    #   -r ml.in
+    #   -r requirements/ml.in
     #   accelerate
     #   memory-profiler
 pyaml==26.2.1
@@ -329,7 +332,7 @@ pycparser==3.0
     # via cffi
 pydantic==2.12.5
     # via
-    #   -r base.in
+    #   -r requirements/base.in
     #   safety
     #   safety-schemas
 pydantic-core==2.41.5
@@ -342,35 +345,35 @@ pygments==2.19.2
     #   readme-renderer
     #   rich
 pylint==4.0.4
-    # via -r dev.in
+    # via -r requirements/dev.in
 pypdf==6.7.0
-    # via -r ci.in
+    # via -r requirements/ci.in
 pyproject-api==1.10.0
     # via tox
 pyproject-hooks==1.2.0
     # via build
 pytest==9.0.2
     # via
-    #   -r dev.in
+    #   -r requirements/dev.in
     #   pytest-cov
     #   pytest-json-report
     #   pytest-metadata
     #   pytest-rerunfailures
 pytest-cov==7.0.0
-    # via -r dev.in
+    # via -r requirements/dev.in
 pytest-json-report==1.5.0
     # via
-    #   -r ci.in
-    #   -r dev.in
+    #   -r requirements/ci.in
+    #   -r requirements/dev.in
 pytest-metadata==3.1.1
     # via pytest-json-report
 pytest-rerunfailures==14.0
-    # via -r dev.in
+    # via -r requirements/dev.in
 pytokens==0.4.1
     # via black
 pyyaml==6.0.3
     # via
-    #   -r ml.in
+    #   -r requirements/ml.in
     #   accelerate
     #   bandit
     #   huggingface-hub
@@ -378,8 +381,8 @@ pyyaml==6.0.3
     #   pyaml
     #   timm
     #   transformers
-rawpy==0.26.0
-    # via -r ml.in
+rawpy==0.26.1
+    # via -r requirements/ml.in
 readme-renderer==44.0
     # via twine
 regex==2026.1.15
@@ -415,20 +418,20 @@ safetensors==0.7.0
     #   timm
     #   transformers
 safety==3.7.0
-    # via -r ci.in
+    # via -r requirements/ci.in
 safety-schemas==0.0.16
     # via safety
 scikit-image==0.26.0
     # via
-    #   -r ml.in
+    #   -r requirements/ml.in
     #   controlnet-aux
 scikit-learn==1.8.0
     # via
-    #   -r base.in
+    #   -r requirements/base.in
     #   sentence-transformers
 scipy==1.17.0
     # via
-    #   -r base.in
+    #   -r requirements/base.in
     #   controlnet-aux
     #   scikit-image
     #   scikit-learn
@@ -436,7 +439,7 @@ scipy==1.17.0
 secretstorage==3.5.0
     # via keyring
 sentence-transformers==5.2.2
-    # via -r ml.in
+    # via -r requirements/ml.in
 shellingham==1.5.4
     # via
     #   huggingface-hub
@@ -455,7 +458,7 @@ threadpoolctl==3.6.0
     # via scikit-learn
 tifffile==2026.2.15
     # via
-    #   -r base.in
+    #   -r requirements/base.in
     #   scikit-image
 timm==1.0.24
     # via
@@ -469,7 +472,7 @@ tomlkit==0.14.0
     #   safety
 torch==2.10.0
     # via
-    #   -r ml.in
+    #   -r requirements/ml.in
     #   accelerate
     #   controlnet-aux
     #   efficientsam
@@ -479,16 +482,16 @@ torch==2.10.0
     #   torchvision
 torchvision==0.25.0
     # via
-    #   -r ml.in
+    #   -r requirements/ml.in
     #   controlnet-aux
     #   efficientsam
     #   open-clip-torch
     #   timm
 tox==4.36.0
-    # via -r ci.in
+    # via -r requirements/ci.in
 tqdm==4.67.3
     # via
-    #   -r base.in
+    #   -r requirements/base.in
     #   coremltools
     #   huggingface-hub
     #   nltk
@@ -497,15 +500,15 @@ tqdm==4.67.3
     #   transformers
 transformers==5.1.0
     # via
-    #   -r ml.in
+    #   -r requirements/ml.in
     #   sentence-transformers
 triton==3.6.0
     # via torch
 twine==4.0.2
-    # via -r ci.in
+    # via -r requirements/ci.in
 typer==0.23.1
     # via
-    #   -r base.in
+    #   -r requirements/base.in
     #   safety
     #   typer-slim
 typer-slim==0.23.1
@@ -513,7 +516,7 @@ typer-slim==0.23.1
     #   huggingface-hub
     #   transformers
 types-pyyaml==6.0.12.20250915
-    # via -r dev.in
+    # via -r requirements/dev.in
 typing-extensions==4.15.0
     # via
     #   anyio
@@ -539,6 +542,3 @@ wcwidth==0.6.0
     # via ftfy
 zipp==3.23.0
     # via importlib-metadata
-
-# The following packages are considered to be unsafe in a requirements file:
-# setuptools
diff --git a/requirements/ml.in b/requirements/ml.in
index 1a8ef0045..98e868bb6 100644
--- a/requirements/ml.in
+++ b/requirements/ml.in
@@ -10,7 +10,7 @@ controlnet-aux>=0.0.6,<1
 # realesrgan>=0.3.0,<1  # BANNED: Unmaintained, use local implementation
 
 # RAW file processing (optional, for spatial_ai linear ingest)
-rawpy==0.26.0               # Pinned for deterministic RAW demosaic (LibRaw wrapper)
+rawpy==0.26.1               # Pinned for deterministic RAW demosaic (LibRaw wrapper)
 
 # HuggingFace ecosystem and vision utilities
 transformers>=4.57.0,<6
diff --git a/requirements/ml.txt b/requirements/ml.txt
index 0282b3639..09bcb1f77 100644
--- a/requirements/ml.txt
+++ b/requirements/ml.txt
@@ -5,444 +5,89 @@
 #    pip-compile --constraint=all.txt --output-file=ml.txt ml.in
 #
 accelerate==1.12.0
-    # via
-    #   -c all.txt
-    #   -r ml.in
 annotated-doc==0.0.4
-    # via
-    #   -c all.txt
-    #   typer
 anyio==4.12.1
-    # via
-    #   -c all.txt
-    #   httpx
 attrs==25.4.0
-    # via
-    #   -c all.txt
-    #   cattrs
-    #   coremltools
 cattrs==25.3.0
-    # via
-    #   -c all.txt
-    #   coremltools
 certifi==2026.1.4
-    # via
-    #   -c all.txt
-    #   httpcore
-    #   httpx
-    #   requests
 charset-normalizer==3.4.4
-    # via
-    #   -c all.txt
-    #   requests
 click==8.3.1
-    # via
-    #   -c all.txt
-    #   typer
 colour-science==0.4.7
-    # via
-    #   -c all.txt
-    #   -r ml.in
 controlnet-aux==0.0.10
-    # via
-    #   -c all.txt
-    #   -r ml.in
 coremltools==9.0
-    # via
-    #   -c all.txt
-    #   -r ml.in
 cuda-bindings==12.9.4
-    # via
-    #   -c all.txt
-    #   torch
 cuda-pathfinder==1.3.4
-    # via
-    #   -c all.txt
-    #   cuda-bindings
 diffusers==0.36.0
-    # via
-    #   -c all.txt
-    #   -r ml.in
 efficientsam==1.0.0
-    # via
-    #   -c all.txt
-    #   -r ml.in
 einops==0.8.2
-    # via
-    #   -c all.txt
-    #   controlnet-aux
 filelock==3.24.2
-    # via
-    #   -c all.txt
-    #   controlnet-aux
-    #   diffusers
-    #   huggingface-hub
-    #   torch
 fsspec==2026.2.0
-    # via
-    #   -c all.txt
-    #   huggingface-hub
-    #   torch
 ftfy==6.3.1
-    # via
-    #   -c all.txt
-    #   open-clip-torch
 h11==0.16.0
-    # via
-    #   -c all.txt
-    #   httpcore
 hf-xet==1.2.0
-    # via
-    #   -c all.txt
-    #   huggingface-hub
 httpcore==1.0.9
-    # via
-    #   -c all.txt
-    #   httpx
 httpx==0.28.1
-    # via
-    #   -c all.txt
-    #   diffusers
-    #   huggingface-hub
 huggingface-hub==1.4.1
-    # via
-    #   -c all.txt
-    #   -r ml.in
-    #   accelerate
-    #   controlnet-aux
-    #   diffusers
-    #   open-clip-torch
-    #   sentence-transformers
-    #   timm
-    #   tokenizers
-    #   transformers
 idna==3.11
-    # via
-    #   -c all.txt
-    #   anyio
-    #   httpx
-    #   requests
 imageio==2.37.2
-    # via
-    #   -c all.txt
-    #   scikit-image
 importlib-metadata==8.7.1
-    # via
-    #   -c all.txt
-    #   controlnet-aux
-    #   diffusers
 jinja2==3.1.6
-    # via
-    #   -c all.txt
-    #   torch
 joblib==1.5.3
-    # via
-    #   -c all.txt
-    #   scikit-learn
 lazy-loader==0.4
-    # via
-    #   -c all.txt
-    #   scikit-image
 markdown-it-py==4.0.0
-    # via
-    #   -c all.txt
-    #   rich
 markupsafe==3.0.3
-    # via
-    #   -c all.txt
-    #   jinja2
 mdurl==0.1.2
-    # via
-    #   -c all.txt
-    #   markdown-it-py
 memory-profiler==0.61.0
-    # via
-    #   -c all.txt
-    #   -r ml.in
 mpmath==1.3.0
-    # via
-    #   -c all.txt
-    #   sympy
 networkx==3.6.1
-    # via
-    #   -c all.txt
-    #   scikit-image
-    #   torch
 numpy==2.2.6
-    # via
-    #   -c all.txt
-    #   accelerate
-    #   colour-science
-    #   controlnet-aux
-    #   coremltools
-    #   diffusers
-    #   efficientsam
-    #   imageio
-    #   opencv-python-headless
-    #   rawpy
-    #   scikit-image
-    #   scikit-learn
-    #   scipy
-    #   sentence-transformers
-    #   tifffile
-    #   torchvision
-    #   transformers
 nvidia-cublas-cu12==12.8.4.1
-    # via
-    #   -c all.txt
-    #   nvidia-cudnn-cu12
-    #   nvidia-cusolver-cu12
-    #   torch
 nvidia-cuda-cupti-cu12==12.8.90
-    # via
-    #   -c all.txt
-    #   torch
 nvidia-cuda-nvrtc-cu12==12.8.93
-    # via
-    #   -c all.txt
-    #   torch
 nvidia-cuda-runtime-cu12==12.8.90
-    # via
-    #   -c all.txt
-    #   torch
 nvidia-cudnn-cu12==9.10.2.21
-    # via
-    #   -c all.txt
-    #   torch
 nvidia-cufft-cu12==11.3.3.83
-    # via
-    #   -c all.txt
-    #   torch
 nvidia-cufile-cu12==1.13.1.3
-    # via
-    #   -c all.txt
-    #   torch
 nvidia-curand-cu12==10.3.9.90
-    # via
-    #   -c all.txt
-    #   torch
 nvidia-cusolver-cu12==11.7.3.90
-    # via
-    #   -c all.txt
-    #   torch
 nvidia-cusparse-cu12==12.5.8.93
-    # via
-    #   -c all.txt
-    #   nvidia-cusolver-cu12
-    #   torch
 nvidia-cusparselt-cu12==0.7.1
-    # via
-    #   -c all.txt
-    #   torch
 nvidia-nccl-cu12==2.27.5
-    # via
-    #   -c all.txt
-    #   torch
 nvidia-nvjitlink-cu12==12.8.93
-    # via
-    #   -c all.txt
-    #   nvidia-cufft-cu12
-    #   nvidia-cusolver-cu12
-    #   nvidia-cusparse-cu12
-    #   torch
 nvidia-nvshmem-cu12==3.4.5
-    # via
-    #   -c all.txt
-    #   torch
 nvidia-nvtx-cu12==12.8.90
-    # via
-    #   -c all.txt
-    #   torch
 open-clip-torch==3.2.0
-    # via
-    #   -c all.txt
-    #   -r ml.in
 opencv-python-headless==4.13.0.92
-    # via
-    #   -c all.txt
-    #   controlnet-aux
 packaging==26.0
-    # via
-    #   -c all.txt
-    #   accelerate
-    #   coremltools
-    #   huggingface-hub
-    #   lazy-loader
-    #   scikit-image
-    #   transformers
 pillow==12.1.1
-    # via
-    #   -c all.txt
-    #   controlnet-aux
-    #   diffusers
-    #   imageio
-    #   scikit-image
-    #   torchvision
 protobuf==6.33.5
-    # via
-    #   -c all.txt
-    #   coremltools
 psutil==7.2.2
-    # via
-    #   -c all.txt
-    #   -r ml.in
-    #   accelerate
-    #   memory-profiler
 pyaml==26.2.1
-    # via
-    #   -c all.txt
-    #   coremltools
 pygments==2.19.2
-    # via
-    #   -c all.txt
-    #   rich
 pyyaml==6.0.3
-    # via
-    #   -c all.txt
-    #   -r ml.in
-    #   accelerate
-    #   huggingface-hub
-    #   pyaml
-    #   timm
-    #   transformers
-rawpy==0.26.0
-    # via
-    #   -c all.txt
-    #   -r ml.in
+rawpy==0.26.1
 regex==2026.1.15
-    # via
-    #   -c all.txt
-    #   diffusers
-    #   open-clip-torch
-    #   transformers
 requests==2.32.5
-    # via
-    #   -c all.txt
-    #   diffusers
 rich==14.3.2
-    # via
-    #   -c all.txt
-    #   typer
 safetensors==0.7.0
-    # via
-    #   -c all.txt
-    #   accelerate
-    #   diffusers
-    #   open-clip-torch
-    #   timm
-    #   transformers
 scikit-image==0.26.0
-    # via
-    #   -c all.txt
-    #   -r ml.in
-    #   controlnet-aux
 scikit-learn==1.8.0
-    # via
-    #   -c all.txt
-    #   sentence-transformers
 scipy==1.17.0
-    # via
-    #   -c all.txt
-    #   controlnet-aux
-    #   scikit-image
-    #   scikit-learn
-    #   sentence-transformers
 sentence-transformers==5.2.2
-    # via
-    #   -c all.txt
-    #   -r ml.in
 shellingham==1.5.4
-    # via
-    #   -c all.txt
-    #   huggingface-hub
-    #   typer
 sympy==1.14.0
-    # via
-    #   -c all.txt
-    #   coremltools
-    #   torch
 threadpoolctl==3.6.0
-    # via
-    #   -c all.txt
-    #   scikit-learn
 tifffile==2026.2.15
-    # via
-    #   -c all.txt
-    #   scikit-image
 timm==1.0.24
-    # via
-    #   -c all.txt
-    #   controlnet-aux
-    #   open-clip-torch
 tokenizers==0.22.2
-    # via
-    #   -c all.txt
-    #   transformers
 torch==2.10.0
-    # via
-    #   -c all.txt
-    #   -r ml.in
-    #   accelerate
-    #   controlnet-aux
-    #   efficientsam
-    #   open-clip-torch
-    #   sentence-transformers
-    #   timm
-    #   torchvision
 torchvision==0.25.0
-    # via
-    #   -c all.txt
-    #   -r ml.in
-    #   controlnet-aux
-    #   efficientsam
-    #   open-clip-torch
-    #   timm
 tqdm==4.67.3
-    # via
-    #   -c all.txt
-    #   coremltools
-    #   huggingface-hub
-    #   open-clip-torch
-    #   sentence-transformers
-    #   transformers
 transformers==5.1.0
-    # via
-    #   -c all.txt
-    #   -r ml.in
-    #   sentence-transformers
 triton==3.6.0
-    # via
-    #   -c all.txt
-    #   torch
 typer==0.23.1
-    # via
-    #   -c all.txt
-    #   typer-slim
 typer-slim==0.23.1
-    # via
-    #   -c all.txt
-    #   huggingface-hub
-    #   transformers
 typing-extensions==4.15.0
-    # via
-    #   -c all.txt
-    #   anyio
-    #   cattrs
-    #   huggingface-hub
-    #   sentence-transformers
-    #   torch
 urllib3==2.6.3
-    # via
-    #   -c all.txt
-    #   requests
 wcwidth==0.6.0
-    # via
-    #   -c all.txt
-    #   ftfy
 zipp==3.23.0
-    # via
-    #   -c all.txt
-    #   importlib-metadata
-
-# The following packages are considered to be unsafe in a requirements file:
-# setuptools