diff --git a/deps/research-environments b/deps/research-environments
index c752781984..4c08260f07 160000
--- a/deps/research-environments
+++ b/deps/research-environments
@@ -1 +1 @@
-Subproject commit c752781984c1b4fbb0a3d7f4aac1e7ed67cc749e
+Subproject commit 4c08260f07d1f907d3adee93bf55b94e177865c9
diff --git a/deps/verifiers b/deps/verifiers
index 05c66c2358..342067731f 160000
--- a/deps/verifiers
+++ b/deps/verifiers
@@ -1 +1 @@
-Subproject commit 05c66c235875d785754f2b7078db0e7deeddbeae
+Subproject commit 342067731fa41dc5e7ddb07cce33398e1ab1f73f
diff --git a/pyproject.toml b/pyproject.toml
index cc931e1446..5f60cf7cb3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,6 +32,8 @@ dependencies = [
     "uvloop>=0.21.0",
     "torchtitan",
     "verifiers",
+    "harnesses",
+    "tasksets",
     "renderers",
     "dion",
     "tilelang>=0.1.8",
@@ -77,17 +79,12 @@ envs = [
     "math-python",
     "math500",
     "mini-swe-agent-plus",
-    "mini-swe-agent-plus-rlm",
     "mmlu-pro",
-    "opencode-cp",
-    "opencode-deepdive",
-    "opencode-math",
-    "opencode-science",
-    "opencode-swe",
     "reverse-text",
     "rlm-swe",
     "science-env",
     "simpleqa-verified",
+    "swebench-pro",
     "tau2-bench",
     "wiki-search",
     "wordle",
@@ -195,6 +192,8 @@ nixl-cu12 = false
 [tool.uv.sources]
 prime-rl-configs = { path = "packages/prime-rl-configs", editable = true }
 verifiers = { path = "deps/verifiers", editable = true }
+harnesses = { path = "deps/verifiers/packages/harnesses", editable = true }
+tasksets = { path = "deps/verifiers/packages/tasksets", editable = true }
 renderers = { path = "deps/renderers", editable = true }
 prime-pydantic-config = { path = "deps/pydantic-config", editable = true }
 aime2024 = { path = "deps/research-environments/environments/aime2024", editable = true }
@@ -213,17 +212,12 @@ math-env = { path = "deps/research-environments/environments/math_env", editable
 math-python = { path = "deps/verifiers/environments/math_python", editable = true }
 math500 = { path = "deps/research-environments/environments/math500", editable = true }
 mini-swe-agent-plus = { path = "deps/research-environments/environments/mini_swe_agent_plus", editable = true }
-mini-swe-agent-plus-rlm = { path = "deps/research-environments/environments/mini_swe_agent_plus_rlm", editable = true }
 mmlu-pro = { path = "deps/research-environments/environments/mmlu_pro", editable = true }
-opencode-cp = { path = "deps/research-environments/environments/opencode_cp", editable = true }
-opencode-deepdive = { path = "deps/research-environments/environments/opencode_deepdive", editable = true }
-opencode-math = { path = "deps/research-environments/environments/opencode_math", editable = true }
-opencode-science = { path = "deps/research-environments/environments/opencode_science", editable = true }
-opencode-swe = { path = "deps/research-environments/environments/opencode_swe", editable = true }
 reverse-text = { path = "deps/verifiers/environments/reverse_text", editable = true }
 rlm-swe = { path = "deps/research-environments/environments/rlm_swe", editable = true }
 science-env = { path = "deps/research-environments/environments/science_env", editable = true }
 simpleqa-verified = { path = "deps/research-environments/environments/simpleqa_verified", editable = true }
+swebench-pro = { path = "deps/research-environments/environments/swebench_pro", editable = true }
 tau2-bench = { path = "deps/research-environments/environments/tau2_bench", editable = true }
 wiki-search = { path = "deps/verifiers/environments/wiki_search", editable = true }
 wordle = { path = "deps/verifiers/environments/wordle", editable = true }
diff --git a/uv.lock b/uv.lock
index 0fe7a4e076..20e7de3203 100644
--- a/uv.lock
+++ b/uv.lock
@@ -66,7 +66,7 @@ wheels = [
 
 [[package]]
 name = "aime2024"
-version = "0.1.20"
+version = "0.2.0"
 source = { editable = "deps/research-environments/environments/aime2024" }
 dependencies = [
     { name = "math-verify", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
@@ -76,12 +76,12 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "math-verify", specifier = ">=0.8.0" },
-    { name = "verifiers", specifier = ">=0.1.12.dev1" },
+    { name = "verifiers", specifier = ">=0.1.15.dev152" },
 ]
 
 [[package]]
 name = "aime2025"
-version = "0.1.20"
+version = "0.2.0"
 source = { editable = "deps/research-environments/environments/aime2025" }
 dependencies = [
     { name = "math-verify", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
@@ -91,7 +91,19 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "math-verify", specifier = ">=0.8.0" },
-    { name = "verifiers", specifier = ">=0.1.12.dev1" },
+    { name = "verifiers", specifier = ">=0.1.15.dev152" },
+]
+
+[[package]]
+name = "aiofile"
+version = "3.11.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "caio", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/48/41/2fea7e193e061ce54eacc3b7bc0e6a99e4fcff43c78cf0a76dd781ed8334/aiofile-3.11.1.tar.gz", hash = "sha256:1f91912c6643d2a4e49ca4ae3514f0bf3867ce948a36d99a6411b8f4755f4cf9", size = 19342, upload-time = "2026-05-16T08:18:33.538Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/67/cd/0d76dfc5de72bde52f55f53e925c7d152d9c7906634ec1e0cbc7e8d4ad93/aiofile-3.11.1-py3-none-any.whl", hash = "sha256:ce77d14ac07f77bc2b757834a5c129321f3f705c474593deed5ab209079a52c9", size = 20446, upload-time = "2026-05-16T08:18:32.051Z" },
 ]
 
 [[package]]
@@ -276,6 +288,19 @@ wheels = [
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 ]
 
+[[package]]
+name = "authlib"
+version = "1.7.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "joserfc", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/36/98/7d93f30d029643c0275dbc0bd6d5a6f670661ee6c9a94d93af7ab4887600/authlib-1.7.2.tar.gz", hash = "sha256:2cea25fefcd4e7173bdf1372c0afc265c8034b23a8cd5dcb6a9164b826c64231", size = 176511, upload-time = "2026-05-06T08:10:23.116Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fb/95/adcb68e20c34162e9135f370d6e31737719c2b6f94bc953fe7ed1f10fe21/authlib-1.7.2-py2.py3-none-any.whl", hash = "sha256:3e1faedc9d87e7d56a164eca3ccb6ace0d61b94abe83e92242f8dc8bba9b4a9f", size = 259548, upload-time = "2026-05-06T08:10:21.436Z" },
+]
+
 [[package]]
 name = "backoff"
 version = "2.2.1"
@@ -356,6 +381,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0e/c6/d1fe8bdea4a6088bd54b5a58bc40aed89a4e784cd796af7722a06f74bae7/blake3-1.0.8-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:a25db3d36b55f5ed6a86470155cc749fc9c5b91c949b8d14f48658f9d960d9ec", size = 554211, upload-time = "2025-10-14T06:46:00.269Z" },
 ]
 
+[[package]]
+name = "brotli"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f7/16/c92ca344d646e71a43b8bb353f0a6490d7f6e06210f8554c8f874e454285/brotli-1.2.0.tar.gz", hash = "sha256:e310f77e41941c13340a95976fe66a8a95b01e783d430eeaf7a2f87e0a57dd0a", size = 7388632, upload-time = "2025-11-05T18:39:42.86Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3d/6f/feba03130d5fceadfa3a1bb102cb14650798c848b1df2a808356f939bb16/brotli-1.2.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:acec55bb7c90f1dfc476126f9711a8e81c9af7fb617409a9ee2953115343f08d", size = 1528071, upload-time = "2025-11-05T18:38:26.081Z" },
+    { url = "https://files.pythonhosted.org/packages/03/a7/03aa61fbc3c5cbf99b44d158665f9b0dd3d8059be16c460208d9e385c837/brotli-1.2.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:072e7624b1fc4d601036ab3f4f27942ef772887e876beff0301d261210bca97f", size = 1419762, upload-time = "2025-11-05T18:38:28.295Z" },
+    { url = "https://files.pythonhosted.org/packages/21/1b/0374a89ee27d152a5069c356c96b93afd1b94eae83f1e004b57eb6ce2f10/brotli-1.2.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:adedc4a67e15327dfdd04884873c6d5a01d3e3b6f61406f99b1ed4865a2f6d28", size = 1484494, upload-time = "2025-11-05T18:38:29.29Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/3b/39e13ce78a8e9a621c5df3aeb5fd181fcc8caba8c48a194cd629771f6828/brotli-1.2.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:af43b8711a8264bb4e7d6d9a6d004c3a2019c04c01127a868709ec29962b6036", size = 1487913, upload-time = "2025-11-05T18:38:31.618Z" },
+]
+
 [[package]]
 name = "build"
 version = "1.5.0"
@@ -390,6 +427,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/8c/7b/1fc1c09cc0756cf25861a3be10565915953876da48bb228fb9a672b20a42/cachetools-7.1.4-py3-none-any.whl", hash = "sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54", size = 16761, upload-time = "2026-05-21T22:40:41.845Z" },
 ]
 
+[[package]]
+name = "caio"
+version = "0.9.25"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/92/88/b8527e1b00c1811db339a1df8bd1ae49d146fcea9d6a5c40e3a80aaeb38d/caio-0.9.25.tar.gz", hash = "sha256:16498e7f81d1d0f5a4c0ad3f2540e65fe25691376e0a5bd367f558067113ed10", size = 26781, upload-time = "2025-12-26T15:21:36.501Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a3/2b/21288691f16d479945968a0a4f2856818c1c5be56881d51d4dac9b255d26/caio-0.9.25-cp312-cp312-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:97084e4e30dfa598449d874c4d8e0c8d5ea17d2f752ef5e48e150ff9d240cd64", size = 82012, upload-time = "2025-12-26T15:22:20.983Z" },
+    { url = "https://files.pythonhosted.org/packages/03/c4/8a1b580875303500a9c12b9e0af58cb82e47f5bcf888c2457742a138273c/caio-0.9.25-cp312-cp312-manylinux_2_34_aarch64.whl", hash = "sha256:4fa69eba47e0f041b9d4f336e2ad40740681c43e686b18b191b6c5f4c5544bfb", size = 81502, upload-time = "2026-03-04T22:08:22.381Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/1c/0fe770b8ffc8362c48134d1592d653a81a3d8748d764bec33864db36319d/caio-0.9.25-cp312-cp312-manylinux_2_34_x86_64.whl", hash = "sha256:6bebf6f079f1341d19f7386db9b8b1f07e8cc15ae13bfdaff573371ba0575d69", size = 80200, upload-time = "2026-03-04T22:08:23.382Z" },
+    { url = "https://files.pythonhosted.org/packages/86/93/1f76c8d1bafe3b0614e06b2195784a3765bbf7b0a067661af9e2dd47fc33/caio-0.9.25-py3-none-any.whl", hash = "sha256:06c0bb02d6b929119b1cfbe1ca403c768b2013a369e2db46bfa2a5761cf82e40", size = 19087, upload-time = "2025-12-26T15:22:00.221Z" },
+]
+
 [[package]]
 name = "cbor2"
 version = "6.1.1"
@@ -524,7 +573,7 @@ wheels = [
 
 [[package]]
 name = "code-env"
-version = "0.3.1"
+version = "0.3.2"
 source = { editable = "deps/research-environments/environments/code_env" }
 dependencies = [
     { name = "prime-sandboxes", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
@@ -536,7 +585,7 @@ requires-dist = [
     { name = "prime-sandboxes", specifier = ">=0.2.19" },
     { name = "pytest", marker = "extra == 'dev'" },
     { name = "pytest-asyncio", marker = "extra == 'dev'" },
-    { name = "verifiers", specifier = ">=0.1.13.dev8" },
+    { name = "verifiers", specifier = ">=0.1.15.dev17" },
 ]
 provides-extras = ["dev"]
 
@@ -552,7 +601,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "pillow", specifier = ">=10.0.0" },
-    { name = "verifiers", specifier = ">=0.1.10" },
+    { name = "verifiers", specifier = ">=0.1.15.dev17" },
 ]
 
 [[package]]
@@ -729,6 +778,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30", size = 8321, upload-time = "2023-10-07T05:32:16.783Z" },
 ]
 
+[[package]]
+name = "cyclopts"
+version = "4.16.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "attrs", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "docstring-parser", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "rich", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "rich-rst", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/34/07/bf61d13de86d96a4c46aff00c9ca0eced44bcc8c3e16280605c1253e5720/cyclopts-4.16.1.tar.gz", hash = "sha256:8aa47bf92a5fb33abca5af05e576eecdb0d2f79893ad29238046df78370fc4a8", size = 181196, upload-time = "2026-05-25T15:29:08.518Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/00/8d/7f362c2fb8ef4decd2160bc24d4292c6ca658cc6d9a161b89ca5122bbdbf/cyclopts-4.16.1-py3-none-any.whl", hash = "sha256:617795392c4113a2c2cc7af716f20244900e87f23daa05442d1268d81472a592", size = 219020, upload-time = "2026-05-25T15:29:09.646Z" },
+]
+
 [[package]]
 name = "dataclasses-json"
 version = "0.6.7"
@@ -833,7 +897,7 @@ requires-dist = [
     { name = "datasets", specifier = ">=4.0.0" },
     { name = "diskcache", specifier = ">=5.6.0" },
     { name = "pdfminer-six", specifier = ">=20251107" },
-    { name = "verifiers", specifier = ">=0.1.11.dev0" },
+    { name = "verifiers", specifier = ">=0.1.15.dev17" },
 ]
 
 [[package]]
@@ -966,6 +1030,18 @@ wheels = [
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 ]
 
+[[package]]
+name = "exceptiongroup"
+version = "1.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
+wheels = [
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+]
+
 [[package]]
 name = "executing"
 version = "2.2.1"
@@ -1074,6 +1150,66 @@ wheels = [
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 ]
 
+[[package]]
+name = "fastmcp"
+version = "3.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "fastmcp-slim", extra = ["client", "server"], marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
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+]
+
+[[package]]
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+version = "3.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "platformdirs", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "pydantic", extra = ["email"], marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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+    { name = "python-dotenv", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "rich", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "typing-extensions", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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+    { name = "httpx", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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 name = "fastokens"
 version = "0.2.0"
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+    { name = "verifiers", extra = ["packages"], marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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+    { name = "verifiers", extras = ["packages"], specifier = ">=0.1.15.dev17" },
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+]
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+[[package]]
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+]
+
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+[[package]]
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+dependencies = [
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+    { name = "packaging", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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 version = "1.80.0"
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+[[package]]
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+source = { editable = "deps/verifiers/packages/harnesses" }
+dependencies = [
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+[package.metadata]
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+    { name = "verifiers", specifier = ">=0.1.15.dev11" },
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+provides-extras = ["nemogym"]
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+[[package]]
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+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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+wheels = [
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+
 [[package]]
 name = "pdfminer-six"
 version = "20260107"
@@ -3499,6 +3841,7 @@ dependencies = [
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     { name = "flash-linear-attention", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "harnesses", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
     { name = "jaxtyping", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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     { name = "loguru", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
@@ -3515,6 +3858,7 @@ dependencies = [
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     { name = "setproctitle", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "tasksets", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
     { name = "tenacity", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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@@ -3566,17 +3910,12 @@ envs = [
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+    { name = "swebench-pro", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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@@ -3633,6 +3972,7 @@ requires-dist = [
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+    { name = "harnesses", editable = "deps/verifiers/packages/harnesses" },
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@@ -3645,7 +3985,6 @@ requires-dist = [
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@@ -3654,11 +3993,6 @@ requires-dist = [
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-    { name = "opencode-math", marker = "extra == 'envs'", editable = "deps/research-environments/environments/opencode_math" },
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@@ -3678,6 +4012,8 @@ requires-dist = [
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+
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 name = "supervisor"
 version = "4.3.0"
@@ -4692,6 +5156,21 @@ wheels = [
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+[[package]]
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+version = "0.1.1"
+source = { editable = "deps/research-environments/environments/swebench_pro" }
+dependencies = [
+    { name = "prime-sandboxes", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "verifiers", extra = ["packages"], marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+
+[package.metadata]
+requires-dist = [
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+    { name = "verifiers", extras = ["packages"], specifier = ">=0.1.15.dev17" },
+]
+
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 name = "sympy"
 version = "1.14.0"
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+[[package]]
+name = "tasksets"
+source = { editable = "deps/verifiers/packages/tasksets" }
+dependencies = [
+    { name = "verifiers", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+
+[package.optional-dependencies]
+openenv = [
+    { name = "openenv-core", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+openreward = [
+    { name = "openreward", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+ta = [
+    { name = "nltk", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "textarena", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "nemo-gym", marker = "python_full_version >= '3.12' and extra == 'nemogym'", specifier = ">=0.2.1,<0.3" },
+    { name = "nltk", marker = "extra == 'ta'" },
+    { name = "openenv-core", marker = "extra == 'openenv'", specifier = ">=0.3.0" },
+    { name = "openreward", marker = "python_full_version >= '3.11' and extra == 'openreward'", specifier = ">=0.1.123" },
+    { name = "textarena", marker = "extra == 'ta'" },
+    { name = "verifiers", specifier = ">=0.1.15.dev11" },
+]
+provides-extras = ["nemogym", "openenv", "openreward", "ta"]
+
 [[package]]
 name = "tau2"
 version = "0.2.1.dev0"
@@ -4770,7 +5279,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "tau2", git = "https://github.com/sierra-research/tau2-bench.git?rev=337326e" },
-    { name = "verifiers", specifier = ">=0.1.15.dev1" },
+    { name = "verifiers", specifier = ">=0.1.15.dev17" },
 ]
 
 [[package]]
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 [[package]]
 name = "tomlkit"
-version = "0.15.0"
+version = "0.14.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/51/db/03eaf4331631ef6b27d6e3c9b68c54dc6f0d63d87201fed600cc409307fd/tomlkit-0.15.0.tar.gz", hash = "sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3", size = 161875, upload-time = "2026-05-10T07:38:22.245Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c3/af/14b24e41977adb296d6bd1fb59402cf7d60ce364f90c890bd2ec65c43b5a/tomlkit-0.14.0.tar.gz", hash = "sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064", size = 187167, upload-time = "2026-01-13T01:14:53.304Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/b5/11/87d6d29fb5d237229d67973a6c9e06e048f01cf4994dee194ab0ea841814/tomlkit-0.14.0-py3-none-any.whl", hash = "sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680", size = 39310, upload-time = "2026-01-13T01:14:51.965Z" },
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 [[package]]
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+[[package]]
+name = "uncalled-for"
+version = "0.3.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b5/82/345cc927f7fbdae6065e7768759932fcc827fc20b29b45dfbafa2f1f7da4/uncalled_for-0.3.2.tar.gz", hash = "sha256:89f5dbcd71e2b8f47c030b1fa302e6cce2ec795d1ac565eeb6525c5fe55cb8a2", size = 50032, upload-time = "2026-05-06T13:38:25.204Z" }
+wheels = [
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+]
+
 [[package]]
 name = "unidiff"
 version = "0.7.5"
@@ -5344,6 +5862,12 @@ dependencies = [
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 ]
 
+[package.optional-dependencies]
+packages = [
+    { name = "harnesses", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "tasksets", extra = ["openenv", "openreward", "ta"], marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+
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 requires-dist = [
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