diff --git a/deps/prime-envs b/deps/prime-envs
index 26dafdc958..1f1e050ab0 160000
--- a/deps/prime-envs
+++ b/deps/prime-envs
@@ -1 +1 @@
-Subproject commit 26dafdc9582576975ec576f893be7319028daf51
+Subproject commit 1f1e050ab0cd273bca39eed5c3e5315e6a8ae9d1
diff --git a/deps/renderers b/deps/renderers
index cb82439137..9b47901de1 160000
--- a/deps/renderers
+++ b/deps/renderers
@@ -1 +1 @@
-Subproject commit cb8243913702367878427c7a7094b350ea1a8e20
+Subproject commit 9b47901de1eab70cedf8aeedf21408ac98785d30
diff --git a/deps/verifiers b/deps/verifiers
index b2e4e81577..e2103d6fb4 160000
--- a/deps/verifiers
+++ b/deps/verifiers
@@ -1 +1 @@
-Subproject commit b2e4e8157783b2c0dffc7821044c87f29f1c3ccf
+Subproject commit e2103d6fb417b9dbe83a25eea83dc49d8779c313
diff --git a/packages/prime-rl-configs/pyproject.toml b/packages/prime-rl-configs/pyproject.toml
index ca33fc018c..81ee15e172 100644
--- a/packages/prime-rl-configs/pyproject.toml
+++ b/packages/prime-rl-configs/pyproject.toml
@@ -7,7 +7,7 @@ requires-python = "~=3.12.0"
 dependencies = [
     "pydantic>=1.10.13",
     "prime-pydantic-config>=0.4.3",
-    "renderers>=0.1.10",
+    "renderers>=0.1.11",
     "tomli>=2.2.1",
     "tomli-w>=1.2.0",
     "verifiers>=0.3.0",
diff --git a/pyproject.toml b/pyproject.toml
index f164127d84..8bb0b2019b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,7 +27,7 @@ dependencies = [
     "setproctitle>=1.3.0",
     "uvloop>=0.21.0",
     "verifiers[harbor]>=0.3.1",
-    "renderers>=0.1.10",
+    "renderers[multimodal]>=0.1.11",
     "pybase64>=1.4.2",
     "orjson>=3.10",
     "pandas>=2.0",
diff --git a/uv.lock b/uv.lock
index 98b73c1702..60dfa6f0fa 100644
--- a/uv.lock
+++ b/uv.lock
@@ -45,7 +45,6 @@ members = [
     "alphabet-sort",
     "apex-shortlist",
     "arxivmath",
-    "automationbench-env",
     "bfcl-v3",
     "browsecomp",
     "browsecomp-plus",
@@ -183,45 +182,33 @@ name = "aime24"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/math/aime24" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "aime25"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/math/aime25" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "aime26"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/math/aime26" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "aiofiles"
@@ -243,7 +230,7 @@ wheels = [
 
 [[package]]
 name = "aiohttp"
-version = "3.13.5"
+version = "3.14.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
@@ -252,16 +239,17 @@ dependencies = [
     { name = "frozenlist" },
     { name = "multidict" },
     { name = "propcache" },
+    { name = "typing-extensions" },
     { name = "yarl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/77/9a/152096d4808df8e4268befa55fba462f440f14beab85e8ad9bf990516918/aiohttp-3.13.5.tar.gz", hash = "sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1", size = 7858271, upload-time = "2026-03-31T22:01:03.343Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/58/d9/22ce5786ac0c1653ae8b6c23bded02c1686d11f0dbb45b31ce128e0df985/aiohttp-3.14.3.tar.gz", hash = "sha256:9491196535a88924a60afd5b5f434b5b203b6cc616250878dbdb223a8f7844bc", size = 7971213, upload-time = "2026-07-23T01:57:27.037Z" }
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 ]
 
 [[package]]
@@ -380,15 +368,11 @@ name = "apex-shortlist"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/math/apex_shortlist" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "appdirs"
@@ -422,15 +406,11 @@ name = "arxivmath"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/math/arxivmath" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "astor"
@@ -459,40 +439,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/64/b4/17d4b0b2a2dc85a6df63d1157e028ed19f90d4cd97c36717afef2bc2f395/attrs-26.1.0-py3-none-any.whl", hash = "sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309", size = 67548, upload-time = "2026-03-19T14:22:23.645Z" },
 ]
 
-[[package]]
-name = "automation-bench"
-version = "1.0.5"
-source = { git = "https://github.com/mikasenghaas/AutomationBench.git?rev=6f0e683#6f0e6834930cf6906ed932e9c5b716206def40d7" }
-dependencies = [
-    { name = "anthropic" },
-    { name = "httpx" },
-    { name = "pydantic" },
-    { name = "python-dotenv" },
-    { name = "rich" },
-    { name = "verifiers" },
-]
-
-[[package]]
-name = "automationbench-env"
-version = "0.1.0"
-source = { editable = "deps/prime-envs/environments/tool_use/automationbench_env" }
-dependencies = [
-    { name = "automation-bench" },
-    { name = "datasets" },
-    { name = "mcp" },
-    { name = "openai" },
-    { name = "verifiers" },
-]
-
-[package.metadata]
-requires-dist = [
-    { name = "automation-bench", git = "https://github.com/mikasenghaas/AutomationBench.git?rev=6f0e683" },
-    { name = "datasets" },
-    { name = "mcp", specifier = "<2" },
-    { name = "openai" },
-    { name = "verifiers", specifier = ">=0.3.0" },
-]
-
 [[package]]
 name = "backoff"
 version = "2.2.1"
@@ -617,7 +563,7 @@ dependencies = [
 requires-dist = [
     { name = "bfcl-eval", git = "https://github.com/mikasenghaas/gorilla.git?subdirectory=berkeley-function-call-leaderboard&rev=898763a" },
     { name = "soundfile", specifier = ">=0.13.0" },
-    { name = "verifiers", specifier = ">=0.3.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -713,17 +659,11 @@ name = "browsecomp"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/search/browsecomp" }
 dependencies = [
-    { name = "httpx" },
-    { name = "openai" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "httpx" },
-    { name = "openai" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "browsecomp-plus"
@@ -731,9 +671,6 @@ version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/search/browsecomp_plus" }
 dependencies = [
     { name = "bm25s" },
-    { name = "datasets" },
-    { name = "mcp" },
-    { name = "openai" },
     { name = "pystemmer" },
     { name = "tokenizers" },
     { name = "verifiers" },
@@ -742,12 +679,9 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "bm25s", specifier = ">=0.2.0" },
-    { name = "datasets" },
-    { name = "mcp", specifier = ">=1,<2" },
-    { name = "openai" },
     { name = "pystemmer" },
     { name = "tokenizers" },
-    { name = "verifiers", specifier = ">=0.3.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -872,16 +806,14 @@ name = "charxiv"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/multimodal/charxiv" }
 dependencies = [
-    { name = "datasets" },
     { name = "pillow" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets" },
     { name = "pillow" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -935,17 +867,11 @@ name = "clbench"
 version = "0.2.0"
 source = { editable = "deps/prime-envs/environments/long_context/clbench" }
 dependencies = [
-    { name = "datasets" },
-    { name = "openai" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "openai" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "click"
@@ -1395,7 +1321,7 @@ dependencies = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.0" }]
+requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" }]
 
 [[package]]
 name = "deepdiff"
@@ -1415,32 +1341,22 @@ name = "deepdive"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/search/deepdive" }
 dependencies = [
-    { name = "datasets" },
-    { name = "openai" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "openai" },
-    { name = "verifiers", specifier = ">=0.2.2.dev65" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "deepseek-prover"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/lean/deepseek_prover" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets", specifier = ">=2.0.0" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "deprecation"
@@ -1480,7 +1396,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "huggingface-hub", specifier = ">=0.20" },
-    { name = "verifiers", specifier = ">=0.3.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -1596,7 +1512,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "huggingface-hub", specifier = ">=0.34.0" },
-    { name = "verifiers", extras = ["harbor"], specifier = ">=0.3.0" },
+    { name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -1641,17 +1557,19 @@ wheels = [
 
 [[package]]
 name = "enterprise-ops-gym"
-version = "0.1.0"
+version = "0.2.0"
 source = { editable = "deps/prime-envs/environments/tool_use/enterprise_ops_gym" }
 dependencies = [
     { name = "datasets" },
+    { name = "mcp" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
 requires-dist = [
     { name = "datasets", specifier = ">=4.0.0,<5" },
-    { name = "verifiers", specifier = ">=0.3.0" },
+    { name = "mcp", specifier = ">=2,<3" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -1979,15 +1897,11 @@ name = "forth-lang"
 version = "0.2.0"
 source = { editable = "deps/prime-envs/environments/code/forth_lang" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.2.dev65" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "frontierscience"
@@ -1995,15 +1909,13 @@ version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/science/frontierscience" }
 dependencies = [
     { name = "datasets" },
-    { name = "openai" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
 requires-dist = [
     { name = "datasets", specifier = ">=4.0.0" },
-    { name = "openai" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -2054,15 +1966,11 @@ name = "general-agent"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/tool_use/general_agent" }
 dependencies = [
-    { name = "pydantic" },
     { name = "verifiers", extra = ["harbor"] },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "pydantic" },
-    { name = "verifiers", extras = ["harbor"], specifier = ">=0.3.0" },
-]
+requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" }]
 
 [[package]]
 name = "genson"
@@ -2129,15 +2037,11 @@ name = "goedel-pset"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/lean/goedel_pset" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets", specifier = ">=2.0.0" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "google-auth"
@@ -2204,32 +2108,22 @@ name = "gpqa"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/science/gpqa" }
 dependencies = [
-    { name = "datasets" },
-    { name = "openai" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "openai" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "graphwalks"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/long_context/graphwalks" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
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@@ -2395,18 +2280,14 @@ name = "hle"
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-    { name = "verifiers", specifier = ">=0.2.0" },
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+[[package]]
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+version = "2.12.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "httpcore2" },
+    { name = "idna" },
+    { name = "truststore" },
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+]
+
 [[package]]
 name = "huggingface-hub"
 version = "1.16.1"
@@ -2535,15 +2445,11 @@ name = "humaneval"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/code/humaneval" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "humming-kernels"
@@ -2588,16 +2494,14 @@ name = "i3-code"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/code/i3_code" }
 dependencies = [
-    { name = "datasets" },
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     { name = "verifiers" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets" },
     { name = "orjson" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -2605,20 +2509,16 @@ name = "i3-logic"
 version = "0.2.0"
 source = { editable = "deps/prime-envs/environments/reasoning/i3_logic" }
 dependencies = [
-    { name = "datasets" },
     { name = "markdown" },
-    { name = "math-verify" },
     { name = "sympy" },
     { name = "verifiers" },
 ]
 
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     { name = "sympy", specifier = ">=1.12.0" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -2626,30 +2526,22 @@ name = "i3-math"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/math/i3_math" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "i3-science"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/science/i3_science" }
 dependencies = [
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 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "identify"
@@ -2662,11 +2554,11 @@ wheels = [
 
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 [[package]]
@@ -2674,7 +2566,6 @@ name = "ifbench"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/if/ifbench" }
 dependencies = [
-    { name = "datasets" },
     { name = "emoji" },
     { name = "immutabledict" },
     { name = "langdetect" },
@@ -2688,7 +2579,6 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
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     { name = "emoji" },
     { name = "immutabledict" },
     { name = "langdetect" },
@@ -2697,7 +2587,7 @@ requires-dist = [
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     { name = "spacy" },
     { name = "syllapy" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -2705,7 +2595,6 @@ name = "ifeval"
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 source = { editable = "deps/prime-envs/environments/if/ifeval" }
 dependencies = [
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     { name = "immutabledict" },
     { name = "langdetect" },
     { name = "nltk" },
@@ -2714,11 +2603,10 @@ dependencies = [
 
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     { name = "langdetect" },
     { name = "nltk" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -3083,15 +2971,11 @@ name = "kimina"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/lean/kimina" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
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-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "kiwisolver"
@@ -3150,7 +3034,7 @@ dependencies = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.0" }]
+requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" }]
 
 [[package]]
 name = "langdetect"
@@ -3244,7 +3128,6 @@ name = "livecodebench"
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 source = { editable = "deps/prime-envs/environments/code/livecodebench" }
 dependencies = [
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@@ -3252,9 +3135,8 @@ dependencies = [
 
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 requires-dist = [
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     { name = "huggingface-hub" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
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 [[package]]
@@ -3307,7 +3189,6 @@ version = "0.2.0"
 source = { editable = "deps/prime-envs/environments/long_context/longbenchpro" }
 dependencies = [
     { name = "datasets" },
-    { name = "openai" },
     { name = "pytrec-eval-terrier" },
     { name = "verifiers" },
 ]
@@ -3315,9 +3196,8 @@ dependencies = [
 [package.metadata]
 requires-dist = [
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-    { name = "openai" },
     { name = "pytrec-eval-terrier" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -3339,16 +3219,14 @@ name = "longcot-env"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/long_context/longcot_env" }
 dependencies = [
-    { name = "datasets" },
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     { name = "verifiers" },
 ]
 
 [package.metadata]
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     { name = "longcot", git = "https://github.com/LongHorizonReasoning/longcot.git?rev=6a569ab" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -3356,16 +3234,14 @@ name = "longcot-mini"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/long_context/longcot_mini" }
 dependencies = [
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-    { name = "verifiers", specifier = ">=0.2.0" },
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 [[package]]
@@ -3373,15 +3249,11 @@ name = "longpdfs"
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 [package.metadata]
-requires-dist = [
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-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "mamba-ssm"
@@ -3454,15 +3326,11 @@ name = "math-env"
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 source = { editable = "deps/prime-envs/environments/math/math_env" }
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 ]
 
 [package.metadata]
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-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "math-verify"
@@ -3481,15 +3349,11 @@ name = "math500"
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 source = { editable = "deps/prime-envs/environments/math/math500" }
 dependencies = [
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 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "matplotlib"
@@ -3528,15 +3392,15 @@ wheels = [
 
 [[package]]
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
-    { name = "httpx" },
-    { name = "httpx-sse" },
+    { name = "httpx2" },
     { name = "jsonschema" },
+    { name = "mcp-types" },
+    { name = "opentelemetry-api" },
     { name = "pydantic" },
-    { name = "pydantic-settings" },
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     { name = "python-multipart" },
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 [[package]]
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 dependencies = [
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-    { name = "httpx" },
-    { name = "prime-sandboxes" },
+    { name = "mcp" },
     { name = "verifiers" },
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 [package.metadata]
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-    { name = "verifiers", specifier = ">=0.3.0" },
+    { name = "mcp", specifier = ">=2,<3" },
+    { name = "verifiers", specifier = ">=0.3.1" },
+]
+
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+name = "mcp-types"
+version = "2.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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 [[package]]
@@ -3595,15 +3470,11 @@ name = "minif2f"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/lean/minif2f" }
 dependencies = [
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 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets", specifier = ">=2.0.0" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "mistral-common"
@@ -3682,18 +3553,14 @@ name = "mmk12"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/multimodal/mmk12" }
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 [package.metadata]
 requires-dist = [
-    { name = "datasets" },
-    { name = "math-verify" },
     { name = "pillow" },
-    { name = "verifiers", specifier = ">=0.2.2.dev65" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -3701,31 +3568,25 @@ name = "mmlu-pro"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/knowledge/mmlu_pro" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "mmmu"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/knowledge/mmmu" }
 dependencies = [
-    { name = "datasets" },
     { name = "pillow" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets" },
     { name = "pillow" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -3733,16 +3594,14 @@ name = "mmmu-pro"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/multimodal/mmmu_pro" }
 dependencies = [
-    { name = "datasets" },
     { name = "pillow" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets" },
     { name = "pillow" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -3842,15 +3701,13 @@ version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/long_context/mrcr_v2" }
 dependencies = [
     { name = "filelock" },
-    { name = "httpx" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
 requires-dist = [
     { name = "filelock" },
-    { name = "httpx" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -3882,7 +3739,7 @@ wheels = [
 [[package]]
 name = "multi-swe-bench"
 version = "1.1.2"
-source = { registry = "https://pypi.org/simple" }
+source = { url = "https://files.pythonhosted.org/packages/48/ad/6b7cda600a50392c790b14ee420b9a3bb318a982a298c05f2d1c066a434f/multi_swe_bench-1.1.2.tar.gz" }
 dependencies = [
     { name = "dataclasses-json" },
     { name = "docker" },
@@ -3894,10 +3751,24 @@ dependencies = [
     { name = "tqdm" },
     { name = "unidiff" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/48/ad/6b7cda600a50392c790b14ee420b9a3bb318a982a298c05f2d1c066a434f/multi_swe_bench-1.1.2.tar.gz", hash = "sha256:44944bc6608d7d9b8d4390f3ce0a3b2c69122ea6be6e35766c6fde2328f50392", size = 1267660, upload-time = "2025-12-18T07:16:09.584Z" }
-wheels = [
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+sdist = { hash = "sha256:44944bc6608d7d9b8d4390f3ce0a3b2c69122ea6be6e35766c6fde2328f50392" }
+
+[package.metadata]
+requires-dist = [
+    { name = "dataclasses-json" },
+    { name = "docker" },
+    { name = "gitpython" },
+    { name = "prettier", marker = "extra == 'dev'" },
+    { name = "pygithub" },
+    { name = "pyyaml" },
+    { name = "ruff", marker = "extra == 'dev'" },
+    { name = "swe-rex" },
+    { name = "toml" },
+    { name = "tqdm" },
+    { name = "typos", marker = "extra == 'dev'" },
+    { name = "unidiff" },
 ]
+provides-extras = ["dev"]
 
 [[package]]
 name = "multidict"
@@ -3935,16 +3806,14 @@ name = "multiswe"
 version = "0.1.2"
 source = { editable = "deps/prime-envs/environments/swe/multiswe" }
 dependencies = [
-    { name = "datasets" },
     { name = "multi-swe-bench" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets" },
-    { name = "multi-swe-bench" },
-    { name = "verifiers", specifier = ">=0.2.2.dev27" },
+    { name = "multi-swe-bench", url = "https://files.pythonhosted.org/packages/48/ad/6b7cda600a50392c790b14ee420b9a3bb318a982a298c05f2d1c066a434f/multi_swe_bench-1.1.2.tar.gz" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -4052,17 +3921,11 @@ name = "nl2repobench"
 version = "0.2.0"
 source = { editable = "deps/prime-envs/environments/code/nl2repobench" }
 dependencies = [
-    { name = "datasets" },
-    { name = "prime-sandboxes" },
     { name = "verifiers", extra = ["harbor"] },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets", specifier = ">=2.16" },
-    { name = "prime-sandboxes", specifier = ">=0.2.19" },
-    { name = "verifiers", extras = ["harbor"], specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" }]
 
 [[package]]
 name = "nltk"
@@ -4108,15 +3971,11 @@ name = "numina"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/lean/numina" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets", specifier = ">=2.0.0" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "numpy"
@@ -4453,7 +4312,6 @@ name = "oolong-pairs"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/long_context/oolong_pairs" }
 dependencies = [
-    { name = "datasets" },
     { name = "huggingface-hub", version = "1.16.1", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform != 'linux'" },
     { name = "huggingface-hub", version = "1.28.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'linux'" },
     { name = "verifiers" },
@@ -4461,9 +4319,8 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets" },
     { name = "huggingface-hub" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -4471,40 +4328,30 @@ name = "oolong-real"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/long_context/oolong_real" }
 dependencies = [
-    { name = "datasets" },
-    { name = "openai" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "openai" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "oolong-synth"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/long_context/oolong_synth" }
 dependencies = [
-    { name = "datasets" },
-    { name = "openai" },
     { name = "python-dateutil" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets" },
-    { name = "openai" },
     { name = "python-dateutil" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
 name = "openai"
-version = "2.38.0"
+version = "2.54.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
@@ -4516,28 +4363,9 @@ dependencies = [
     { name = "tqdm" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8f/12/cfa322c5f5dd8fa21aab9a7a8e979e7a11123800f86ca8d82eb68a83d213/openai-2.38.0.tar.gz", hash = "sha256:798694c6cf74145541fda94325b6f8f72d8e1fd0262cc137c8d728177a6a4ce3", size = 772764, upload-time = "2026-05-21T21:23:42.105Z" }
-wheels = [
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-]
-
-[[package]]
-name = "openai-agents"
-version = "0.17.3"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "griffelib" },
-    { name = "mcp" },
-    { name = "openai" },
-    { name = "pydantic" },
-    { name = "requests" },
-    { name = "types-requests" },
-    { name = "typing-extensions" },
-    { name = "websockets" },
-]
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+sdist = { url = "https://files.pythonhosted.org/packages/50/9a/8c75e8c8a5b407a0586faeb2afac91674ff955c191ecc1d6d3b6669f6788/openai-2.54.0.tar.gz", hash = "sha256:e3e6f8bc1ba30ddf381ace1a14340eed381cb984a1a59bd0f34b5be3b5d49cfa", size = 1100285, upload-time = "2026-08-11T18:46:59.035Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/64/a8/bb76c7356de8ad57f59d5ff993d434df0607f07f08bcc9c9a5c275e399c0/openai-2.54.0-py3-none-any.whl", hash = "sha256:89089789197ccdb87f173a03145ed1598d00795220c93e96cf712b1cbf5e5f2b", size = 1660351, upload-time = "2026-08-11T18:46:56.684Z" },
 ]
 
 [[package]]
@@ -4575,22 +4403,17 @@ name = "openseeker"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/search/openseeker" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.2.dev65" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "openswe"
 version = "0.1.3"
 source = { editable = "deps/prime-envs/environments/swe/openswe" }
 dependencies = [
-    { name = "datasets" },
     { name = "huggingface-hub", version = "1.16.1", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform != 'linux'" },
     { name = "huggingface-hub", version = "1.28.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'linux'" },
     { name = "verifiers" },
@@ -4598,9 +4421,8 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets" },
     { name = "huggingface-hub" },
-    { name = "verifiers", specifier = ">=0.2.2.dev27" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -4737,7 +4559,7 @@ dependencies = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.2.1" }]
+requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" }]
 
 [[package]]
 name = "orderly-set"
@@ -4812,17 +4634,11 @@ name = "papersearchqa"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/search/papersearchqa" }
 dependencies = [
-    { name = "datasets" },
-    { name = "openai" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "openai" },
-    { name = "verifiers", specifier = ">=0.2.2.dev65" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "parso"
@@ -4863,7 +4679,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "nltk", specifier = ">=3.8" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -4898,18 +4714,14 @@ name = "pinchbench"
 version = "0.2.0"
 source = { editable = "deps/prime-envs/environments/tool_use/pinchbench" }
 dependencies = [
-    { name = "openai" },
-    { name = "prime-sandboxes" },
     { name = "pyyaml" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "openai" },
-    { name = "prime-sandboxes", specifier = ">=0.2.19" },
     { name = "pyyaml", specifier = ">=6.0.1" },
-    { name = "verifiers", specifier = ">=0.2.2.dev65" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -5142,7 +4954,7 @@ dependencies = [
     { name = "pyarrow" },
     { name = "pybase64" },
     { name = "pyzmq" },
-    { name = "renderers" },
+    { name = "renderers", extra = ["multimodal"] },
     { name = "rich" },
     { name = "setproctitle" },
     { name = "tenacity" },
@@ -5305,7 +5117,7 @@ requires-dist = [
     { name = "pybase64", specifier = ">=1.4.2" },
     { name = "pyzmq", specifier = ">=27.1.0" },
     { name = "quack-kernels", marker = "sys_platform == 'linux' and extra == 'quack'", specifier = ">=0.4.1" },
-    { name = "renderers", editable = "deps/renderers" },
+    { name = "renderers", extras = ["multimodal"], editable = "deps/renderers" },
     { name = "rich", specifier = ">=14.0.0" },
     { name = "ring-flash-attn", marker = "sys_platform == 'linux' and extra == 'gpu'", specifier = ">=0.1.8" },
     { name = "setproctitle", specifier = ">=1.3.0" },
@@ -5363,7 +5175,7 @@ dependencies = [
 requires-dist = [
     { name = "prime-pydantic-config", specifier = ">=0.4.3" },
     { name = "pydantic", specifier = ">=1.10.13" },
-    { name = "renderers", specifier = ">=0.1.10" },
+    { name = "renderers", specifier = ">=0.1.11" },
     { name = "tomli", specifier = ">=2.2.1" },
     { name = "tomli-w", specifier = ">=1.2.0" },
     { name = "verifiers", specifier = ">=0.3.0" },
@@ -5427,21 +5239,17 @@ name = "programbench-env"
 version = "0.2.0"
 source = { editable = "deps/prime-envs/environments/code/programbench_env" }
 dependencies = [
-    { name = "datasets" },
     { name = "huggingface-hub", version = "1.16.1", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform != 'linux'" },
     { name = "huggingface-hub", version = "1.28.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'linux'" },
-    { name = "prime-sandboxes" },
     { name = "programbench" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets" },
     { name = "huggingface-hub", specifier = ">=0.20" },
-    { name = "prime-sandboxes", specifier = ">=0.2.23" },
     { name = "programbench", specifier = ">=1.0.2" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -5453,7 +5261,7 @@ dependencies = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "verifiers", specifier = ">=0.2.0" }]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "prometheus-client"
@@ -5562,15 +5370,11 @@ name = "proverbench"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/lean/proverbench" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets", specifier = ">=2.0.0" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "psutil"
@@ -6085,15 +5889,11 @@ name = "r2e-gym"
 version = "0.1.2"
 source = { editable = "deps/prime-envs/environments/swe/r2e_gym" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.2.dev27" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "rank-bm25"
@@ -6149,15 +5949,11 @@ name = "redsearcher"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/search/redsearcher" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.2.dev65" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "referencing"
@@ -6197,6 +5993,11 @@ dependencies = [
     { name = "openai-harmony" },
     { name = "prime-pydantic-config" },
     { name = "tiktoken" },
+]
+
+[package.optional-dependencies]
+multimodal = [
+    { name = "pillow" },
     { name = "transformers" },
 ]
 
@@ -6206,10 +6007,13 @@ requires-dist = [
     { name = "numpy" },
     { name = "openai", specifier = ">=1.108.1" },
     { name = "openai-harmony", specifier = ">=0.0.4" },
+    { name = "pillow", marker = "extra == 'multimodal'", specifier = ">=12.2.0" },
     { name = "prime-pydantic-config", specifier = ">=0.3.0.dev83" },
     { name = "tiktoken" },
-    { name = "transformers", specifier = ">=4.50.0" },
+    { name = "transformers", marker = "extra == 'multimodal'", specifier = ">=4.50.0" },
+    { name = "transformers", marker = "extra == 'transformers'", specifier = ">=4.50.0" },
 ]
+provides-extras = ["multimodal", "transformers"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -6220,6 +6024,7 @@ dev = [
     { name = "ruff" },
     { name = "torch", specifier = ">=2.11.0" },
     { name = "torchvision", specifier = ">=0.26.0" },
+    { name = "transformers", specifier = ">=4.50.0" },
     { name = "ty", specifier = ">=0.0.1a29,<0.0.22" },
 ]
 
@@ -6349,7 +6154,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "huggingface-hub" },
-    { name = "verifiers", specifier = ">=0.2.2.dev65" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -6382,15 +6187,11 @@ name = "scaleswe"
 version = "0.1.2"
 source = { editable = "deps/prime-envs/environments/swe/scaleswe" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.2.dev27" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "scantree"
@@ -6410,15 +6211,11 @@ name = "scicode"
 version = "0.3.0"
 source = { editable = "deps/prime-envs/environments/code/scicode" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.2.dev65" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "scikit-learn"
@@ -6478,7 +6275,7 @@ dependencies = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.2.2.dev73" }]
+requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" }]
 
 [[package]]
 name = "sentence-transformers"
@@ -6570,34 +6367,22 @@ name = "simpleqa"
 version = "0.2.0"
 source = { editable = "deps/prime-envs/environments/knowledge/simpleqa" }
 dependencies = [
-    { name = "datasets" },
-    { name = "openai" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "openai" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "simpleqa-verified"
 version = "0.2.0"
 source = { editable = "deps/prime-envs/environments/knowledge/simpleqa_verified" }
 dependencies = [
-    { name = "datasets" },
-    { name = "openai" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "openai" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "six"
@@ -6903,7 +6688,7 @@ dependencies = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.2.2.dev65" }]
+requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" }]
 
 [[package]]
 name = "swebench-pro"
@@ -6914,7 +6699,7 @@ dependencies = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.2.2.dev27" }]
+requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" }]
 
 [[package]]
 name = "swebench-verified"
@@ -6925,37 +6710,29 @@ dependencies = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.2.2.dev65" }]
+requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" }]
 
 [[package]]
 name = "swelego"
 version = "0.1.2"
 source = { editable = "deps/prime-envs/environments/swe/swelego" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.2.dev27" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "swerebench-v2"
 version = "0.1.2"
 source = { editable = "deps/prime-envs/environments/swe/swerebench_v2" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.2.dev27" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "swesmith"
@@ -6967,7 +6744,6 @@ name = "swesmith-env"
 version = "0.1.3"
 source = { editable = "deps/prime-envs/environments/swe/swesmith_env" }
 dependencies = [
-    { name = "datasets" },
     { name = "swebench" },
     { name = "swesmith" },
     { name = "verifiers" },
@@ -6975,10 +6751,9 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets" },
     { name = "swebench", specifier = ">=4.1.0,<5" },
     { name = "swesmith", git = "https://github.com/SWE-bench/SWE-smith.git?rev=9b74ac0" },
-    { name = "verifiers", specifier = ">=0.2.2.dev27" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -7058,7 +6833,7 @@ dependencies = [
 
 [[package]]
 name = "tau2-bench"
-version = "0.3.0"
+version = "0.3.1"
 source = { editable = "deps/prime-envs/environments/tool_use/tau2_bench" }
 dependencies = [
     { name = "tau2" },
@@ -7069,7 +6844,7 @@ dependencies = [
 requires-dist = [
     { name = "audioop-lts", marker = "python_full_version >= '3.13'" },
     { name = "tau2", git = "https://github.com/sierra-research/tau2-bench.git?rev=337326e" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -7119,7 +6894,7 @@ dependencies = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.2.1" }]
+requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" }]
 
 [[package]]
 name = "terminal-lego"
@@ -7134,7 +6909,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "huggingface-hub" },
-    { name = "verifiers", extras = ["harbor"], specifier = ">=0.2.0" },
+    { name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -7283,7 +7058,7 @@ dependencies = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.2.0" }]
+requires-dist = [{ name = "verifiers", extras = ["harbor"], specifier = ">=0.3.1" }]
 
 [[package]]
 name = "tokenizers"
@@ -7673,14 +7448,19 @@ name = "triviaqa"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/knowledge/triviaqa" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
+
+[[package]]
+name = "truststore"
+version = "0.10.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/53/a3/1585216310e344e8102c22482f6060c7a6ea0322b63e026372e6dcefcfd6/truststore-0.10.4.tar.gz", hash = "sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301", size = 26169, upload-time = "2025-08-12T18:49:02.73Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/19/97/56608b2249fe206a67cd573bc93cd9896e1efb9e98bce9c163bcdc704b88/truststore-0.10.4-py3-none-any.whl", hash = "sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981", size = 18660, upload-time = "2025-08-12T18:49:01.46Z" },
 ]
 
 [[package]]
@@ -7812,15 +7592,11 @@ name = "unscramble"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/reasoning/unscramble" }
 dependencies = [
-    { name = "datasets" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "verifiers", specifier = ">=0.2.0" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "urllib3"
@@ -7840,7 +7616,7 @@ dependencies = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "verifiers", specifier = ">=0.2.0" }]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "uvicorn"
@@ -7891,7 +7667,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "faker", specifier = ">=20.0.0" },
-    { name = "verifiers", specifier = ">=0.2.0" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -7899,7 +7675,6 @@ name = "verifiers"
 source = { editable = "deps/verifiers" }
 dependencies = [
     { name = "aiohttp" },
-    { name = "aiolimiter" },
     { name = "anthropic" },
     { name = "datasets" },
     { name = "gepa" },
@@ -7910,16 +7685,13 @@ dependencies = [
     { name = "msgpack" },
     { name = "numpy" },
     { name = "openai" },
-    { name = "openai-agents" },
     { name = "prime-pydantic-config", extra = ["toml"] },
     { name = "prime-sandboxes" },
     { name = "prime-tunnel" },
     { name = "pydantic" },
     { name = "pyzmq" },
-    { name = "renderers" },
-    { name = "requests" },
+    { name = "renderers", extra = ["multimodal"] },
     { name = "rich" },
-    { name = "setproctitle" },
     { name = "tenacity" },
     { name = "tomli-w" },
     { name = "typing-extensions" },
@@ -7937,8 +7709,7 @@ ta = [
 
 [package.metadata]
 requires-dist = [
-    { name = "aiohttp", specifier = ">=3.9.0" },
-    { name = "aiolimiter", specifier = ">=1.2.1" },
+    { name = "aiohttp", specifier = ">=3.14.0" },
     { name = "anthropic", specifier = ">=0.78.0" },
     { name = "datasets", specifier = ">=3.3.0,<6.0.0" },
     { name = "gepa", specifier = ">=0.0.6" },
@@ -7946,50 +7717,36 @@ requires-dist = [
     { name = "httpx", specifier = ">=0.27.0" },
     { name = "loguru", specifier = ">=0.7.0" },
     { name = "math-verify", specifier = ">=0.8.0" },
-    { name = "mcp", specifier = ">=1.24.0,<2" },
+    { name = "mcp", specifier = "==2.0.0" },
     { name = "modal", marker = "extra == 'modal'", specifier = ">=1.4.0" },
     { name = "msgpack", specifier = ">=1.1.2" },
-    { name = "nemo-gym", marker = "python_full_version >= '3.12' and extra == 'nemo-gym'", specifier = "==0.4.0" },
-    { name = "nest-asyncio", marker = "extra == 'notebook'", specifier = ">=1.6.0" },
     { name = "nltk", marker = "extra == 'ta'", specifier = ">=3.9.2" },
     { name = "numpy", specifier = ">=2.1.0" },
     { name = "openai", specifier = ">=2.9.0" },
-    { name = "openai-agents", specifier = ">=0.8.2" },
     { name = "openenv", marker = "extra == 'openenv'", specifier = ">=0.4.1" },
     { name = "prime-pydantic-config", extras = ["toml"], specifier = ">=0.4.3" },
     { name = "prime-sandboxes", specifier = ">=0.2.39" },
     { name = "prime-tunnel", specifier = ">=0.1.8" },
     { name = "pydantic", specifier = ">=2.12.3" },
-    { name = "python-dotenv", marker = "extra == 'browser'", specifier = ">=1.0.0" },
     { name = "pyzmq", specifier = ">=27.1.0" },
-    { name = "reasoning-gym", marker = "extra == 'rg'", specifier = ">=0.1.8" },
-    { name = "renderers", specifier = ">=0.1.10" },
-    { name = "requests" },
+    { name = "renderers", extras = ["multimodal"], specifier = ">=0.1.11" },
     { name = "rich", specifier = ">=11.0.0" },
-    { name = "setproctitle", specifier = ">=1.3.0" },
-    { name = "stagehand", marker = "extra == 'browser'", specifier = ">=3.4.0" },
     { name = "tenacity", specifier = ">=8.5.0" },
     { name = "textarena", marker = "extra == 'ta'", specifier = "==0.7.4" },
     { name = "tomli-w", specifier = ">=1.0.0" },
     { name = "typing-extensions", specifier = ">=4.12.2" },
     { name = "uvloop", marker = "platform_python_implementation != 'PyPy' and sys_platform != 'cygwin' and sys_platform != 'win32'", specifier = ">=0.21.0" },
 ]
-provides-extras = ["browser", "harbor", "modal", "nemo-gym", "notebook", "openenv", "rg", "ta"]
+provides-extras = ["harbor", "modal", "openenv", "ta"]
 
 [package.metadata.requires-dev]
 dev = [
-    { name = "nest-asyncio", specifier = ">=1.6.0" },
-    { name = "nltk", specifier = ">=3.9.2" },
     { name = "pre-commit", specifier = ">=2.19.0" },
     { name = "pytest", specifier = ">=7.0.0,<9.1.0" },
     { name = "pytest-asyncio", specifier = ">=0.21.0" },
     { name = "pytest-cov", specifier = ">=4.0.0" },
     { name = "pytest-xdist", specifier = ">=3.8.0" },
-    { name = "python-dotenv", specifier = ">=1.0.0" },
-    { name = "reasoning-gym", specifier = ">=0.1.8" },
     { name = "ruff", specifier = ">=0.16.0" },
-    { name = "stagehand", specifier = ">=3.4.0" },
-    { name = "textarena", specifier = "==0.7.4" },
     { name = "ty", specifier = ">=0.0.63" },
 ]
 examples = [
@@ -8018,19 +7775,15 @@ name = "virl39k"
 version = "0.1.0"
 source = { editable = "deps/prime-envs/environments/multimodal/virl39k" }
 dependencies = [
-    { name = "datasets" },
     { name = "huggingface-hub", version = "1.16.1", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform != 'linux'" },
     { name = "huggingface-hub", version = "1.28.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'linux'" },
-    { name = "math-verify" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets" },
     { name = "huggingface-hub" },
-    { name = "math-verify" },
-    { name = "verifiers", specifier = ">=0.2.2.dev65" },
+    { name = "verifiers", specifier = ">=0.3.1" },
 ]
 
 [[package]]
@@ -8651,17 +8404,11 @@ name = "wideseek"
 version = "0.2.0"
 source = { editable = "deps/prime-envs/environments/search/wideseek" }
 dependencies = [
-    { name = "datasets" },
-    { name = "openai" },
     { name = "verifiers" },
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "datasets" },
-    { name = "openai" },
-    { name = "verifiers", specifier = ">=0.2.2.dev27" },
-]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "widgetsnbextension"
@@ -8698,7 +8445,7 @@ dependencies = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "verifiers", specifier = ">=0.2.2.dev65" }]
+requires-dist = [{ name = "verifiers", specifier = ">=0.3.1" }]
 
 [[package]]
 name = "wordle"