diff --git a/.gitignore b/.gitignore
index 14661a1..36791d8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -16,3 +16,4 @@ dist/
 build/
 results/
 logs_*.log
+outputs/
diff --git a/justfile b/justfile
index 72c6bb2..3f4818f 100644
--- a/justfile
+++ b/justfile
@@ -1,3 +1,6 @@
+# uv_sync images need a 2025+ builder; the workspace default is still 2024.10
+export MODAL_IMAGE_BUILDER_VERSION := "2025.06"
+
 # smoke test: 5-item forced-choice eval on existing classic data
 smoke:
     uv run python scripts/09_forced_choice.py --model Qwen/Qwen3-0.6B --limit 5 2>&1 | tee logs_smoke.log
diff --git a/uv.lock b/uv.lock
index 8aa432c..d1da74c 100644
--- a/uv.lock
+++ b/uv.lock
@@ -11,9 +11,167 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-09-10T10:55:26.444190706Z"
+exclude-newer = "2026-09-10T11:01:27.171941005Z"
 exclude-newer-span = "P8D"
 
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+name = "accelerate"
+version = "1.15.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huggingface-hub" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "psutil" },
+    { name = "pyyaml" },
+    { name = "safetensors" },
+    { name = "torch" },
+]
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+[[package]]
+name = "aiohappyeyeballs"
+version = "2.7.1"
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+[[package]]
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+dependencies = [
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+    { name = "aiosignal" },
+    { name = "attrs" },
+    { name = "frozenlist" },
+    { name = "multidict" },
+    { name = "propcache" },
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+    { name = "hyperframe" },
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+dependencies = [
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+    { name = "cbor2" },
+    { name = "certifi" },
+    { name = "click" },
+    { name = "grpclib" },
+    { name = "protobuf" },
+    { name = "rich" },
+    { name = "synchronicity" },
+    { name = "toml" },
+    { name = "types-certifi" },
+    { name = "types-toml" },
+    { name = "typing-extensions" },
+    { name = "watchfiles" },
+]
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 name = "moral-maps"
 version = "0.1.0"
@@ -706,14 +1301,22 @@ maps = [
     { name = "matplotlib" },
     { name = "shapely" },
 ]
+steer = [
+    { name = "accelerate" },
+    { name = "datasets" },
+    { name = "steering-lite" },
+]
 
 [package.dev-dependencies]
 dev = [
+    { name = "modal" },
     { name = "scipy" },
 ]
 
 [package.metadata]
 requires-dist = [
+    { name = "accelerate", marker = "extra == 'steer'", specifier = ">=1.6" },
+    { name = "datasets", marker = "extra == 'steer'", specifier = ">=4.0,<5" },
     { name = "loguru" },
     { name = "matplotlib", marker = "extra == 'maps'", specifier = ">=3.8" },
     { name = "numpy" },
@@ -721,15 +1324,19 @@ requires-dist = [
     { name = "pandas" },
     { name = "python-dotenv", marker = "extra == 'api'" },
     { name = "shapely", marker = "extra == 'maps'", specifier = ">=2.0" },
+    { name = "steering-lite", marker = "extra == 'steer'", git = "https://github.com/wassname/steering-lite.git?rev=c1e05c9" },
     { name = "tabulate" },
     { name = "torch" },
     { name = "tqdm" },
     { name = "transformers", specifier = ">=5.7" },
 ]
-provides-extras = ["maps", "api"]
+provides-extras = ["maps", "steer", "api"]
 
 [package.metadata.requires-dev]
-dev = [{ name = "scipy", specifier = ">=1.17.1" }]
+dev = [
+    { name = "modal", specifier = ">=1.5.4" },
+    { name = "scipy", specifier = ">=1.17.1" },
+]
 
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