diff --git a/deps/research-environments b/deps/research-environments
index c752781984..b07ace376f 160000
--- a/deps/research-environments
+++ b/deps/research-environments
@@ -1 +1 @@
-Subproject commit c752781984c1b4fbb0a3d7f4aac1e7ed67cc749e
+Subproject commit b07ace376ff32f53b3b4ad2d58007f2de92e0821
diff --git a/pyproject.toml b/pyproject.toml
index ca3639b3aa..a9aeec574b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -69,6 +69,7 @@ envs = [
     "deepdive",
     "general-agent",
     "gpqa",
+    "harnesses",
     "hle",
     "ifeval",
     "livecodebench",
@@ -77,7 +78,6 @@ envs = [
     "math-python",
     "math500",
     "mini-swe-agent-plus",
-    "mini-swe-agent-plus-rlm",
     "mmlu-pro",
     "opencode-cp",
     "opencode-deepdive",
@@ -88,6 +88,7 @@ envs = [
     "rlm-swe",
     "science-env",
     "simpleqa-verified",
+    "tasksets",
     "tau2-bench",
     "wiki-search",
 ]
@@ -149,7 +150,7 @@ override-dependencies = [
     "nvidia-cutlass-dsl>=4.4.1",
     "transformers>=5.1.0.dev0",
     "torch>=2.9.0",
-    "openenv-core",
+    "openenv-core>=0.3.0",
 ]
 
 # ModelExpress 0.3.0 publishes protobuf<6 metadata, but its generated proto is
@@ -197,6 +198,8 @@ prime-rl-configs = { path = "packages/prime-rl-configs", editable = true }
 verifiers = { path = "deps/verifiers", editable = true }
 renderers = { path = "deps/renderers", editable = true }
 prime-pydantic-config = { path = "deps/pydantic-config", editable = true }
+harnesses = { path = "deps/verifiers/packages/harnesses", editable = true }
+tasksets = { path = "deps/verifiers/packages/tasksets", editable = true }
 aime2024 = { path = "deps/research-environments/environments/aime2024", editable = true }
 aime2025 = { path = "deps/research-environments/environments/aime2025", editable = true }
 alphabet-sort = { path = "deps/verifiers/environments/alphabet_sort", editable = true }
@@ -213,7 +216,6 @@ 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 }
diff --git a/uv.lock b/uv.lock
index a3e998ef50..8ee7ec4c7b 100644
--- a/uv.lock
+++ b/uv.lock
@@ -11,7 +11,7 @@ supported-markers = [
 ]
 
 [options]
-exclude-newer = "2026-05-25T23:50:03.973690224Z"
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
 exclude-newer-span = "P7D"
 
 [options.exclude-newer-package]
@@ -36,7 +36,7 @@ prime = false
 overrides = [
     { name = "nvidia-cudnn-cu12", specifier = ">=9.15" },
     { name = "nvidia-cutlass-dsl", specifier = ">=4.4.1" },
-    { name = "openenv-core" },
+    { name = "openenv-core", specifier = ">=0.3.0" },
     { name = "torch", specifier = ">=2.9.0", index = "https://download.pytorch.org/whl/cu128" },
     { name = "transformers", git = "https://github.com/huggingface/transformers.git?rev=c1c3424" },
 ]
@@ -76,7 +76,7 @@ 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.dev17" },
 ]
 
 [[package]]
@@ -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.dev17" },
+]
+
+[[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 = [
     { 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 = "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"
@@ -378,6 +415,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/bf/0f/f897abe4ea0a8c408ae65c8c83bffab4936ad65d6032d4fb4cd35bbdc3ee/cachetools-7.1.1-py3-none-any.whl", hash = "sha256:0335cd7a0952d2b22327441fb0628139e234c565559eeb91a8a4ac7551c5353d", size = 16775, upload-time = "2026-05-03T20:00:27.857Z" },
 ]
 
+[[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 = "6.0.1"
@@ -447,6 +496,12 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/db/8f/61959034484a4a7c527811f4721e75d02d653a35afb0b6054474d8185d4c/charset_normalizer-3.4.7-py3-none-any.whl", hash = "sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d", size = 61958, upload-time = "2026-04-02T09:28:37.794Z" },
 ]
 
+[[package]]
+name = "chess"
+version = "1.11.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/93/09/7d04d7581ae3bb8b598017941781bceb7959dd1b13e3ebf7b6a2cd843bc9/chess-1.11.2.tar.gz", hash = "sha256:a8b43e5678fdb3000695bdaa573117ad683761e5ca38e591c4826eba6d25bb39", size = 6131385, upload-time = "2025-02-25T19:10:27.328Z" }
+
 [[package]]
 name = "chromadb"
 version = "1.5.9"
@@ -506,7 +561,7 @@ 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')" },
@@ -518,7 +573,7 @@ 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"]
 
@@ -534,7 +589,7 @@ 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]]
@@ -711,6 +766,21 @@ 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"
@@ -814,7 +884,7 @@ 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]]
@@ -938,6 +1008,18 @@ 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 = [
+    { url = "https://files.pythonhosted.org/packages/8a/0e/97c33bf5009bdbac74fd2beace167cab3f978feb69cc36f1ef79360d6c4e/exceptiongroup-1.3.1-py3-none-any.whl", hash = "sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598", size = 16740, upload-time = "2025-11-21T23:01:53.443Z" },
+]
+
 [[package]]
 name = "executing"
 version = "2.2.1"
@@ -1045,6 +1127,66 @@ 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')" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3b/a9/5c5a01b6abd5346bf60b97cfd29e4a86661940c27dd562bfcda07fd03519/fastmcp-3.3.1.tar.gz", hash = "sha256:979362ea557de42a5f40342563c7e4b236bcc8e7cd192715f50030695d1a71cd", size = 28681699, upload-time = "2026-05-15T15:50:39.673Z" }
+wheels = [
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+]
+
+[[package]]
+name = "fastmcp-slim"
+version = "3.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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+    { 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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+[package.optional-dependencies]
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+    { name = "exceptiongroup", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "httpx", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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+    { name = "pyyaml", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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+    { name = "websockets", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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+
 [[package]]
 name = "fastokens"
 version = "0.2.0"
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-    { name = "verifiers", 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')" },
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     { name = "tyro", specifier = ">=0.9" },
-    { name = "verifiers", specifier = ">=0.1.15.dev2" },
+    { name = "verifiers", extras = ["packages"], specifier = ">=0.1.15.dev17" },
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+]
+
+[[package]]
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+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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 version = "1.75.0"
@@ -1355,7 +1536,61 @@ dependencies = [
 [package.metadata]
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+    { name = "verifiers", specifier = ">=0.1.15.dev17" },
+]
+
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+wheels = [
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+]
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+[[package]]
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+version = "2.5.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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+    { name = "httpx", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "huggingface-hub", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "packaging", 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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+wheels = [
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+[[package]]
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+version = "0.1.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/52/36/bbdede67400277bef33d3ec0e6a31750da972c469f75966b4930c753218f/groovy-0.1.2.tar.gz", hash = "sha256:25c1dc09b3f9d7e292458aa762c6beb96ea037071bf5e917fc81fb78d2231083", size = 17325, upload-time = "2025-02-28T20:24:56.068Z" }
+wheels = [
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 name = "grpcio"
 version = "1.80.0"
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+[[package]]
+name = "harnesses"
+source = { editable = "deps/verifiers/packages/harnesses" }
+dependencies = [
+    { name = "verifiers", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+
+[package.metadata]
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+    { name = "nemo-gym", marker = "python_full_version >= '3.12' and extra == 'nemogym'", specifier = ">=0.2.1,<0.3" },
+    { name = "verifiers", specifier = ">=0.1.15.dev11" },
+]
+provides-extras = ["nemogym"]
+
+[[package]]
+name = "hf-gradio"
+version = "0.4.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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+
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 name = "mpmath"
 version = "1.3.0"
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 ]
 
+[[package]]
+name = "openapi-pydantic"
+version = "0.5.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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+]
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+]
+
 [[package]]
 name = "opencode-cp"
-version = "0.3.10"
+version = "0.3.11"
 source = { editable = "deps/research-environments/environments/opencode_cp" }
 dependencies = [
     { name = "prime-sandboxes", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
-    { name = "verifiers", 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 = [
     { name = "prime-sandboxes", specifier = ">=0.2.19" },
-    { name = "verifiers", specifier = ">=0.1.15.dev2" },
+    { name = "verifiers", extras = ["packages"], specifier = ">=0.1.15.dev17" },
 ]
 
 [[package]]
@@ -3044,54 +3412,54 @@ dependencies = [
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     { name = "datasets", specifier = ">=4.0.0" },
     { name = "prime-sandboxes", specifier = ">=0.2.25" },
-    { name = "verifiers", specifier = ">=0.1.15.dev2" },
+    { name = "verifiers", specifier = ">=0.1.15.dev17" },
 ]
 
 [[package]]
 name = "opencode-math"
-version = "0.4.11"
+version = "0.4.12"
 source = { editable = "deps/research-environments/environments/opencode_math" }
 dependencies = [
     { name = "math-verify", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
-    { name = "verifiers", 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 = [
     { name = "math-verify", specifier = ">=0.8.0" },
-    { name = "verifiers", specifier = ">=0.1.15.dev2" },
+    { name = "verifiers", extras = ["packages"], specifier = ">=0.1.15.dev17" },
 ]
 
 [[package]]
 name = "opencode-science"
-version = "0.3.11"
+version = "0.3.12"
 source = { editable = "deps/research-environments/environments/opencode_science" }
 dependencies = [
     { name = "math-verify", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
-    { name = "verifiers", 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 = [
     { name = "math-verify", specifier = ">=0.8.0" },
-    { name = "verifiers", specifier = ">=0.1.15.dev2" },
+    { name = "verifiers", extras = ["packages"], specifier = ">=0.1.15.dev17" },
 ]
 
 [[package]]
 name = "opencode-swe"
-version = "0.4.7"
+version = "0.4.8"
 source = { editable = "deps/research-environments/environments/opencode_swe" }
 dependencies = [
     { name = "prime-sandboxes", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
     { name = "swebench", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
-    { name = "verifiers", 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 = "swebench", specifier = "==4.1.0" },
-    { name = "verifiers", specifier = ">=0.1.15.dev2" },
+    { name = "verifiers", extras = ["packages"], specifier = ">=0.1.15.dev17" },
 ]
 
 [[package]]
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 ]
 
+[[package]]
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+    { name = "openai", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "pydantic", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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+]
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+[[package]]
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+    { name = "google-genai", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "openai", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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+    { name = "typing-extensions", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "uvicorn", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9d/dd/b69264c77fd9720f69443c5f6420a7ae9934b4e2799e276d8655f6dc0721/openreward-0.1.125.tar.gz", hash = "sha256:519687307f960ab3a395bf844d6c2fc018d8a0faad0fc367ad3b24331366d390", size = 138936, upload-time = "2026-05-21T10:24:10.075Z" }
+wheels = [
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+]
+
 [[package]]
 name = "opentelemetry-api"
 version = "1.37.0"
@@ -3313,6 +3731,15 @@ wheels = [
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 ]
 
+[[package]]
+name = "pathable"
+version = "0.6.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/66/f3/5a20387de9bcd0607871bfc2198ee0e15836da7baa4592ccd7f24c27c986/pathable-0.6.0.tar.gz", hash = "sha256:6404b8b82aef5ff0fd478934137128b99b12212ba35afdde5525ca4f8388ea58", size = 18970, upload-time = "2026-05-19T18:15:11.911Z" }
+wheels = [
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+]
+
 [[package]]
 name = "pdfminer-six"
 version = "20260107"
@@ -3526,6 +3953,7 @@ envs = [
     { name = "deepdive", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
     { name = "general-agent", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
     { name = "gpqa", 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 = "hle", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
     { name = "ifeval", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
     { name = "livecodebench", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
@@ -3534,7 +3962,6 @@ envs = [
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     { name = "math500", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
     { name = "mini-swe-agent-plus", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
-    { name = "mini-swe-agent-plus-rlm", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
     { name = "mmlu-pro", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
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     { name = "opencode-deepdive", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
@@ -3545,6 +3972,7 @@ envs = [
     { name = "rlm-swe", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
     { name = "science-env", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
     { name = "simpleqa-verified", 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 = "tau2-bench", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
     { name = "wiki-search", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
 ]
@@ -3600,6 +4028,7 @@ requires-dist = [
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     { name = "general-agent", marker = "extra == 'envs'", editable = "deps/research-environments/environments/general_agent" },
     { name = "gpqa", marker = "extra == 'envs'", editable = "deps/research-environments/environments/gpqa" },
+    { name = "harnesses", marker = "extra == 'envs'", editable = "deps/verifiers/packages/harnesses" },
     { name = "hle", marker = "extra == 'envs'", editable = "deps/research-environments/environments/hle" },
     { name = "ifeval", marker = "extra == 'envs'", editable = "deps/research-environments/environments/ifeval" },
     { name = "jaxtyping", specifier = ">=0.3.2" },
@@ -3612,7 +4041,6 @@ requires-dist = [
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     { name = "math500", marker = "extra == 'envs'", editable = "deps/research-environments/environments/math500" },
     { name = "mini-swe-agent-plus", marker = "extra == 'envs'", editable = "deps/research-environments/environments/mini_swe_agent_plus" },
-    { name = "mini-swe-agent-plus-rlm", marker = "extra == 'envs'", editable = "deps/research-environments/environments/mini_swe_agent_plus_rlm" },
     { name = "mmlu-pro", marker = "extra == 'envs'", editable = "deps/research-environments/environments/mmlu_pro" },
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     { name = "mooncake-transfer-engine", specifier = ">=0.3.10.post2" },
@@ -3645,6 +4073,7 @@ requires-dist = [
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     { name = "simpleqa-verified", marker = "extra == 'envs'", editable = "deps/research-environments/environments/simpleqa_verified" },
+    { name = "tasksets", marker = "extra == 'envs'", editable = "deps/verifiers/packages/tasksets" },
     { name = "tau2-bench", marker = "extra == 'envs'", editable = "deps/research-environments/environments/tau2_bench" },
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 ]
 
+[[package]]
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+version = "0.4.4"
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+    { name = "verifiers", specifier = ">=0.1.15.dev11" },
+]
+provides-extras = ["nemogym", "openenv", "openreward", "ta"]
+
 [[package]]
 name = "tau2"
 version = "0.2.1.dev0"
@@ -4729,7 +5316,7 @@ 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]]
@@ -4770,6 +5357,24 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/73/c6/825dab04195756cf8ff2e12698f22513b3db2f64925bdd41671bfb33aaa5/tensorboard_data_server-0.7.2-py3-none-manylinux_2_31_x86_64.whl", hash = "sha256:ef687163c24185ae9754ed5650eb5bc4d84ff257aabdc33f0cc6f74d8ba54530", size = 6590363, upload-time = "2023-10-23T21:23:35.583Z" },
 ]
 
+[[package]]
+name = "textarena"
+version = "0.7.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "chess", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "nltk", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "openai", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "python-dotenv", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+    { name = "requests", 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 = "websockets", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ba/04/4a3ca42093d0be2a9c377ae3335a6c6baac1d278ae932562ec69f339d172/textarena-0.7.4.tar.gz", hash = "sha256:28bb9170d7718f2ae05e4515bea82262422731e563fc7318a9e7983de0cadd4f", size = 954969, upload-time = "2025-10-16T14:41:55.981Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/26/b4/9a9ba65154aff853c75b3d7324319d168ad9c69c6097f4aa3c16da7d9ef3/textarena-0.7.4-py3-none-any.whl", hash = "sha256:684784e78278e518066f67557ee93b47c238d16cbbd15d3abdaa3147562d3024", size = 1073570, upload-time = "2025-10-16T14:41:53.965Z" },
+]
+
 [[package]]
 name = "textual"
 version = "8.2.5"
@@ -5197,6 +5802,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/61/73/d21edf5b204d1467e06500080a50f79d49ef2b997c79123a536d4a17d97c/uc_micro_py-2.0.0-py3-none-any.whl", hash = "sha256:3603a3859af53e5a39bc7677713c78ea6589ff188d70f4fee165db88e22b242c", size = 6383, upload-time = "2026-03-01T06:31:26.257Z" },
 ]
 
+[[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 = [
+    { url = "https://files.pythonhosted.org/packages/3b/25/2c87754f3a9e692315f7b811244090e68f362979fc8886b3fbd2985a1d8c/uncalled_for-0.3.2-py3-none-any.whl", hash = "sha256:0ff60b142c7d1f8070bde9d42afaa70aedc77dcc10998c227687e9c15713418e", size = 11444, upload-time = "2026-05-06T13:38:24.025Z" },
+]
+
 [[package]]
 name = "unidiff"
 version = "0.7.5"
@@ -5281,6 +5895,12 @@ dependencies = [
     { name = "uvloop", marker = "(platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (platform_machine == 'x86_64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux')" },
 ]
 
+[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')" },
+]
+
 [package.metadata]
 requires-dist = [
     { name = "accelerate", marker = "extra == 'rl'", specifier = ">=1.4.0" },