diff --git a/ppo_model.eqx b/ppo_model.eqx
index ff41fc0..f0e1c62 100644
Binary files a/ppo_model.eqx and b/ppo_model.eqx differ
diff --git a/ppo_model.eqx.3 b/ppo_model.eqx.3
new file mode 100644
index 0000000..f30bc9d
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diff --git a/ppo_model.eqx.4 b/ppo_model.eqx.4
new file mode 100644
index 0000000..40891b5
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diff --git a/ppo_model.eqx.5 b/ppo_model.eqx.5
new file mode 100644
index 0000000..7af97e3
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diff --git a/ppo_model_h100.eqx b/ppo_model_h100.eqx
new file mode 100644
index 0000000..441aaf7
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diff --git a/ppo_model_h100.eqx.1 b/ppo_model_h100.eqx.1
new file mode 100644
index 0000000..441aaf7
Binary files /dev/null and b/ppo_model_h100.eqx.1 differ
diff --git a/pyproject.toml b/pyproject.toml
index 3a9c92d..14d8040 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,12 +5,20 @@ requires-python = ">=3.13"
 dependencies = [
     "equinox>=0.13.8",
     "generals-bots",
-    "jax[cuda]>=0.11.0",
+    "jax==0.11.0",
     "jaxtyping>=0.3.11",
     "omegaconf>=2.3.1",
     "optax>=0.2.8",
 ]
 
+[project.optional-dependencies]
+cuda = [
+    "jax[cuda]==0.11.0"
+]
+cuda13 = [
+    "jax[cuda13]==0.11.0"
+]
+
 [tool.uv.sources]
 generals-bots = { git = "https://github.com/strakam/generals-bots.git" }
 
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..2b12fbc
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,81 @@
+# This file was autogenerated by uv via the following command:
+#    uv pip compile pyproject.toml -o requirements.txt
+absl-py==2.5.0
+    # via optax
+antlr4-python3-runtime==4.9.3
+    # via omegaconf
+bidict==0.23.1
+    # via python-socketio
+certifi==2026.7.22
+    # via requests
+charset-normalizer==3.4.9
+    # via requests
+equinox==0.13.8
+    # via general-bots-training (pyproject.toml)
+generals-bots @ git+https://github.com/strakam/generals-bots.git@9e3b9d13cca51caa1bb07db48bb85c9e90ce0462
+    # via general-bots-training (pyproject.toml)
+h11==0.16.0
+    # via wsproto
+idna==3.18
+    # via requests
+jax==0.11.0
+    # via
+    #   general-bots-training (pyproject.toml)
+    #   equinox
+    #   generals-bots
+    #   optax
+jaxlib==0.11.0
+    # via
+    #   generals-bots
+    #   jax
+    #   optax
+jaxtyping==0.3.11
+    # via
+    #   general-bots-training (pyproject.toml)
+    #   equinox
+ml-dtypes==0.5.4
+    # via
+    #   jax
+    #   jaxlib
+numpy==2.5.1
+    # via
+    #   generals-bots
+    #   jax
+    #   jaxlib
+    #   ml-dtypes
+    #   optax
+    #   scipy
+omegaconf==2.3.1
+    # via general-bots-training (pyproject.toml)
+opt-einsum==3.4.0
+    # via jax
+optax==0.2.8
+    # via general-bots-training (pyproject.toml)
+pygame==2.6.1
+    # via generals-bots
+python-engineio==4.13.4
+    # via python-socketio
+python-socketio==5.16.4
+    # via generals-bots
+pyyaml==6.0.3
+    # via omegaconf
+requests==2.34.2
+    # via python-socketio
+scipy==1.18.0
+    # via
+    #   jax
+    #   jaxlib
+simple-websocket==1.1.0
+    # via python-engineio
+typing-extensions==4.16.0
+    # via equinox
+urllib3==2.7.0
+    # via requests
+wadler-lindig==0.1.7
+    # via
+    #   equinox
+    #   jaxtyping
+websocket-client==1.9.0
+    # via python-socketio
+wsproto==1.3.2
+    # via simple-websocket
diff --git a/scripts/evaluate.py b/scripts/evaluate.py
new file mode 100644
index 0000000..d537dbf
--- /dev/null
+++ b/scripts/evaluate.py
@@ -0,0 +1,173 @@
+"""Evaluate Generals.io agents by playing them against each other.
+
+Run with `.venv/bin/python scripts/evaluate.py` or `uv run python scripts/evaluate.py`.
+Override defaults with OmegaConf arguments such as `num_games=200 agent0.kind=hunter`.
+
+Each agent is either one of the bundled JAX agents (`random`, `expander`,
+`hunter`) or a trained policy loaded from an equinox checkpoint via
+`agent0.kind=model agent0.checkpoint=ppo_model.eqx`. Games are run in a single
+vmapped batch of `num_games` parallel envs.
+"""
+
+from dataclasses import dataclass, field
+
+import equinox as eqx
+import jax
+import jax.numpy as jnp
+import jax.random as jrandom
+from generals.core import game
+from generals.core.action import compute_valid_move_mask
+from generals.core.env import GeneralsEnv
+from generals.core.observation import Observation
+from omegaconf import DictConfig, OmegaConf
+
+from general_bots_training.network import PolicyValueNetwork, obs_to_tensor
+from general_bots_training.opponents import OPPONENT_TYPES, StaticOpponent
+
+
+@dataclass
+class AgentConfig:
+    """One side of the matchup.
+
+    kind: "random" | "expander" | "hunter" | "model"
+    checkpoint: path to an equinox checkpoint (only used when kind == "model")
+    """
+
+    kind: str = "random"
+    checkpoint: str | None = None
+
+
+@dataclass
+class EvalConfig:
+    grid_dims: tuple[int, int] = (21, 21)
+    truncation: int = 500
+    num_games: int = 100
+    agent0: AgentConfig = field(default_factory=lambda: AgentConfig(kind="random"))
+    agent1: AgentConfig = field(default_factory=lambda: AgentConfig(kind="expander"))
+    seed: int = 0
+
+
+def load_config(args: list[str] | None = None) -> DictConfig:
+    """Merge CLI overrides into the typed default evaluation configuration."""
+    defaults = OmegaConf.structured(EvalConfig)
+    return OmegaConf.merge(defaults, OmegaConf.from_cli(args))  # type: ignore
+
+
+class NetworkAgent:
+    """Wrap a PolicyValueNetwork in the stateless StaticOpponent interface."""
+
+    def __init__(self, network):
+        self._network = network
+
+    def act(self, observation: Observation, key):
+        obs_arr = obs_to_tensor(observation)
+        mask = compute_valid_move_mask(
+            observation.armies, observation.owned_cells, observation.mountains
+        )
+        action, _, _, _ = self._network(obs_arr, mask, key, None)
+        return action
+
+
+def make_agent(cfg: AgentConfig, key) -> StaticOpponent:
+    """Build an agent from its config. `key` seeds the network when needed."""
+    kind = cfg.kind.lower().replace("-", "_")
+    if kind == "model":
+        if cfg.checkpoint is None:
+            raise ValueError("agent kind 'model' requires a checkpoint path")
+        network = PolicyValueNetwork(key, in_channels=14)
+        network = eqx.tree_deserialise_leaves(cfg.checkpoint, network)
+        return NetworkAgent(network)
+    if kind in OPPONENT_TYPES:
+        return OPPONENT_TYPES[kind]()
+    choices = ", ".join([*sorted(OPPONENT_TYPES), "model"])
+    raise ValueError(f"unknown agent kind {cfg.kind!r}; choose one of: {choices}")
+
+
+def agent_label(cfg: AgentConfig) -> str:
+    return cfg.checkpoint if cfg.kind == "model" and cfg.checkpoint else cfg.kind
+
+
+def main(config: DictConfig):
+    key = jrandom.PRNGKey(config.seed)
+    key, agent0_key, agent1_key, env_key = jrandom.split(key, 4)
+
+    agent0 = make_agent(config.agent0, agent0_key)
+    agent1 = make_agent(config.agent1, agent1_key)
+    label0, label1 = agent_label(config.agent0), agent_label(config.agent1)
+
+    env = GeneralsEnv(grid_dims=tuple(config.grid_dims), truncation=config.truncation)
+    pool, _ = env.reset(env_key)
+    get_obs = game.get_full_observation if env.perfect_info else game.get_observation
+
+    n = config.num_games
+    key, init_key = jrandom.split(key)
+    init_keys = jrandom.split(init_key, n)
+    states = jax.vmap(env.init_state)(init_keys)
+    states = states._replace(pool_idx=jnp.arange(n, dtype=states.pool_idx.dtype) % env.pool_size)
+
+    step_env = jax.vmap(env.step, in_axes=(0, 0, None))
+
+    def run_episode(states, key):
+        """Play one full game per env; return final winner per env.
+
+        The env auto-resets on done and overwrites `state.winner` with -1, so we
+        capture the winner from `timestep.info` on the first done step per env and
+        latch it for the remainder of the scan.
+        """
+
+        def body(carry, _):
+            states, latched_winner, key = carry
+            key, p0_key, p1_key = jrandom.split(key, 3)
+            obs_p0 = jax.vmap(lambda s: get_obs(s, 0))(states)
+            obs_p1 = jax.vmap(lambda s: get_obs(s, 1))(states)
+            keys_p0 = jrandom.split(p0_key, n)
+            keys_p1 = jrandom.split(p1_key, n)
+            actions_p0 = jax.vmap(agent0.act)(obs_p0, keys_p0)
+            actions_p1 = jax.vmap(agent1.act)(obs_p1, keys_p1)
+            actions = jnp.stack([actions_p0, actions_p1], axis=1)
+            timesteps, states = step_env(states, actions, pool)
+            done = timesteps.terminated | timesteps.truncated
+            # On the first done, latch the winner (truncated games stay at -1 = draw).
+            new_winner = jnp.where(
+                done & (latched_winner < 0), timesteps.info.winner, latched_winner
+            )
+            return (states, new_winner, key), done
+
+        # Run a fixed number of steps equal to the truncation length, which
+        # guarantees every env has terminated or truncated at least once.
+        (states, latched_winner, key), _ = jax.lax.scan(
+            body, (states, jnp.full(n, -1, dtype=jnp.int32), key), None, length=config.truncation
+        )
+        return latched_winner
+
+    print("Generals.io evaluation")
+    print(OmegaConf.to_yaml(config, resolve=True).rstrip())
+    print(f"device: {jax.devices()[0]}")
+    print(f"agent0: {label0}")
+    print(f"agent1: {label1}")
+    print(f"games:  {n}")
+    print()
+    print("warming up (jit compile)...")
+    winners = run_episode(states, key)
+    jax.block_until_ready(winners)
+    print("warming up done\n")
+
+    print("playing...")
+    winners = run_episode(states, key)
+    jax.block_until_ready(winners)
+
+    wins0 = int(jnp.sum(winners == 0))
+    wins1 = int(jnp.sum(winners == 1))
+    draws = int(jnp.sum(winners < 0))
+
+    print("\nsummary")
+    print("-" * 40)
+    print(f"agent0 ({label0}): {wins0:4d} wins ({wins0 / n * 100:.1f}%)")
+    print(f"agent1 ({label1}): {wins1:4d} wins ({wins1 / n * 100:.1f}%)")
+    print(f"draws:              {draws:4d}      ({draws / n * 100:.1f}%)")
+    print("-" * 40)
+    print(f"total games: {n}")
+
+
+if __name__ == "__main__":
+    main(load_config())
diff --git a/uv.lock b/uv.lock
index 6ba0efd..6ea418c 100644
--- a/uv.lock
+++ b/uv.lock
@@ -132,12 +132,20 @@ source = { editable = "." }
 dependencies = [
     { name = "equinox" },
     { name = "generals-bots" },
-    { name = "jax", extra = ["cuda"] },
+    { name = "jax" },
     { name = "jaxtyping" },
     { name = "omegaconf" },
     { name = "optax" },
 ]
 
+[package.optional-dependencies]
+cuda = [
+    { name = "jax", extra = ["cuda"] },
+]
+cuda13 = [
+    { name = "jax", extra = ["cuda13"] },
+]
+
 [package.dev-dependencies]
 dev = [
     { name = "ipython" },
@@ -148,11 +156,14 @@ dev = [
 requires-dist = [
     { name = "equinox", specifier = ">=0.13.8" },
     { name = "generals-bots", git = "https://github.com/strakam/generals-bots.git" },
-    { name = "jax", extras = ["cuda"], specifier = ">=0.11.0" },
+    { name = "jax", specifier = "==0.11.0" },
+    { name = "jax", extras = ["cuda"], marker = "extra == 'cuda'", specifier = "==0.11.0" },
+    { name = "jax", extras = ["cuda13"], marker = "extra == 'cuda13'", specifier = "==0.11.0" },
     { name = "jaxtyping", specifier = ">=0.3.11" },
     { name = "omegaconf", specifier = ">=2.3.1" },
     { name = "optax", specifier = ">=0.2.8" },
 ]
+provides-extras = ["cuda", "cuda13"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -253,6 +264,10 @@ cuda = [
     { name = "jax-cuda12-plugin", extra = ["with-cuda"] },
     { name = "jaxlib" },
 ]
+cuda13 = [
+    { name = "jax-cuda13-plugin", extra = ["with-cuda"] },
+    { name = "jaxlib" },
+]
 
 [[package]]
 name = "jax-cuda12-pjrt"
@@ -295,6 +310,48 @@ with-cuda = [
     { name = "nvidia-nvshmem-cu12", marker = "sys_platform == 'linux'" },
 ]
 
+[[package]]
+name = "jax-cuda13-pjrt"
+version = "0.11.0"
+source = { registry = "https://pypi.org/simple" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/dd/cd/8fa8034e2f7bc50a78c2319f576aedf06c633b94b3e5d187fb9becfc1379/jax_cuda13_pjrt-0.11.0-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:e72c7b6b266b3fbe85792b2b4569b6c87447e77c454770d5afcc081a0b87d140", size = 120632519, upload-time = "2026-07-16T18:58:54.921Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/0e/140944fc5cc1e0d5891b78209fb70a2f1ce951a656292f598904ac7efe5d/jax_cuda13_pjrt-0.11.0-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:814092a06a4da93a0b01df9bcdf5f8e0900d6c0a4c3ca7e7ec4ec967de7e96d9", size = 125815692, upload-time = "2026-07-16T18:58:59.251Z" },
+]
+
+[[package]]
+name = "jax-cuda13-plugin"
+version = "0.11.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "jax-cuda13-pjrt" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/19/59/e744e3362e8139e497b1a0c1bb27666ff7b1a4a4e20007b5105afc27deaf/jax_cuda13_plugin-0.11.0-cp313-cp313-manylinux_2_27_aarch64.whl", hash = "sha256:7d11c242dc94cd24c44ce0b67f49d5771040a5e83b594b31b9ad42e88fb8821b", size = 7547142, upload-time = "2026-07-16T18:59:06.604Z" },
+    { url = "https://files.pythonhosted.org/packages/05/c2/f5eaf303b8497d3c1b8445935a8e11181591ce4a99054699d57e2cfe8f42/jax_cuda13_plugin-0.11.0-cp313-cp313-manylinux_2_27_x86_64.whl", hash = "sha256:5fda3b7b12e50b53a0d8f9cd8c6b6efe160de9b1054dd3c9652f1504d34fc9d8", size = 7571108, upload-time = "2026-07-16T18:59:08.06Z" },
+    { url = "https://files.pythonhosted.org/packages/06/14/74da5a18490a7d24bdc21dedf90b20eab4e4658879f333bea9772f36291b/jax_cuda13_plugin-0.11.0-cp314-cp314-manylinux_2_27_aarch64.whl", hash = "sha256:d9147b3db90f140bd94afb29589a7eaeb7fea1b11159420394c60d466ea9a7c1", size = 7547841, upload-time = "2026-07-16T18:59:10.03Z" },
+    { url = "https://files.pythonhosted.org/packages/42/35/9131f3182b4ef67dce4845c697c8cab79bc0df8ffb15e7806bd099cae4e3/jax_cuda13_plugin-0.11.0-cp314-cp314-manylinux_2_27_x86_64.whl", hash = "sha256:09be21c598788f0b714f27cc94e3ff8a169b7854b6db883287d6cbc6d4d8d911", size = 7571369, upload-time = "2026-07-16T18:59:11.811Z" },
+    { url = "https://files.pythonhosted.org/packages/29/67/7f057e2533f14fcdfa236deb2272e202549fd0a1b461c65d8f9c93fc2c6c/jax_cuda13_plugin-0.11.0-cp314-cp314t-manylinux_2_27_aarch64.whl", hash = "sha256:87d847502f03e7ce37e6ef570245fca1323af9a7c0b86ffb615f794e24525d70", size = 7561528, upload-time = "2026-07-16T18:59:13.288Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/27/1ada0a898c34d009478814fb5a1c2c73cb59036d68563992a1ee0dfcadde/jax_cuda13_plugin-0.11.0-cp314-cp314t-manylinux_2_27_x86_64.whl", hash = "sha256:8f9e14c1b7ef52cccf62594fecd0cde2bb150a0f933e831b0b66b2cb27d91000", size = 7580472, upload-time = "2026-07-16T18:59:14.734Z" },
+]
+
+[package.optional-dependencies]
+with-cuda = [
+    { name = "nvidia-cublas", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-cuda-cupti", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-cuda-nvcc", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-cuda-nvrtc", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-cuda-runtime", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-cudnn-cu13", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-cufft", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-cusolver", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-cusparse", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-nccl-cu13", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-nvjitlink", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-nvshmem-cu13", marker = "sys_platform == 'linux'" },
+    { name = "nvidia-nvvm" },
+]
+
 [[package]]
 name = "jaxlib"
 version = "0.11.0"
@@ -425,6 +482,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a1/5a/4d2b1601df3602dba7a14f3348ba9bfe94a18adb428e693df6154c293831/numpy-2.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb", size = 10697674, upload-time = "2026-07-04T17:07:58.506Z" },
 ]
 
+[[package]]
+name = "nvidia-cublas"
+version = "13.6.1.10"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "nvidia-cuda-nvrtc" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/42/51/a174a0e79793e528ef4645a9d554e3aa48fd8da3f9c9cf523c0176bb121b/nvidia_cublas-13.6.1.10-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:e05a431062a17cb9b02e2f37e67817b637051ce8fad57b388482c594396ddbb4", size = 518610411, upload-time = "2026-07-30T18:18:32.969Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/e9/288a93d8234b8f8ea0ccac7b8cc5d7aa4c663d9676c64f4a2eb3a1f9ffc4/nvidia_cublas-13.6.1.10-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:feb2ed8a1e211bc5774413efc0f1a08c4d5269b56f68b4ac6fe5408e57f7dc1c", size = 410475904, upload-time = "2026-07-30T18:19:26.388Z" },
+]
+
 [[package]]
 name = "nvidia-cublas-cu12"
 version = "12.9.2.10"
@@ -437,6 +506,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/cb/c0/0a517bfe63ccd3b92eb254d264e28fca3c7cab75d07daea315250fb1bf73/nvidia_cublas_cu12-12.9.2.10-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:e4f53a8ca8c5d6e8c492d0d0a3d565ecb59a751b19cfdaa4f6da0ab2104c1702", size = 581240110, upload-time = "2026-04-08T18:52:31.532Z" },
 ]
 
+[[package]]
+name = "nvidia-cuda-cccl"
+version = "13.3.3.4.1"
+source = { registry = "https://pypi.org/simple" }
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