diff --git a/.env.example b/.env.example
index 11dbb001..25759eb0 100644
--- a/.env.example
+++ b/.env.example
@@ -4,6 +4,13 @@
 # Required: GitHub token with repo access for cloning game repositories
 GITHUB_TOKEN=your_github_token_here
 
-# Optional: LLM Provider API Keys (configure the ones you plan to use)
-OPENAI_API_KEY=
+# LLM provider API keys — set the ones for the models you run (see configs/models.yaml).
+# Models are resolved by litellm from their provider-prefixed names.
 ANTHROPIC_API_KEY=
+OPENAI_API_KEY=
+GEMINI_API_KEY=
+XAI_API_KEY=
+DASHSCOPE_API_KEY=
+
+# Optional: only needed for legacy configs that still set `model_class: portkey`.
+PORTKEY_API_KEY=
diff --git a/codeclash/agents/minisweagent.py b/codeclash/agents/minisweagent.py
index 5adeb041..965e3459 100644
--- a/codeclash/agents/minisweagent.py
+++ b/codeclash/agents/minisweagent.py
@@ -3,12 +3,9 @@
 import traceback
 from collections.abc import Callable
 
-from minisweagent import Model
 from minisweagent.agents.default import AgentConfig, DefaultAgent
 from minisweagent.environments.docker import DockerEnvironment
-from minisweagent.models import get_model
-from minisweagent.models.test_models import DeterministicModel
-from minisweagent.run.utils.save import save_traj
+from minisweagent.models import Model, get_model
 
 from codeclash import REPO_DIR
 from codeclash.agents.player import Player
@@ -22,10 +19,8 @@
 
 
 class ClashAgent(DefaultAgent):
-    """
-    Slightly modified version of `DefaultAgent` from mini-SWE-agent
-    (https://github.com/SWE-agent/mini-swe-agent)
-    """
+    """`DefaultAgent` from mini-SWE-agent (https://github.com/SWE-agent/mini-swe-agent)
+    with per-player debug logging."""
 
     def __init__(
         self,
@@ -39,9 +34,11 @@ def __init__(
         super().__init__(model, env, config_class=config_class, **kwargs)
         self.logger = logger
 
-    def add_message(self, role: str, content: str, **kwargs):
-        super().add_message(role, content, **kwargs)
-        self.logger.debug(f"[{role}] {content}", extra={"highlighter": None})
+    def add_messages(self, *messages: dict) -> list[dict]:
+        result = super().add_messages(*messages)
+        for m in messages:
+            self.logger.debug(f"[{m.get('role')}] {m.get('content')}", extra={"highlighter": None})
+        return result
 
 
 class MiniSWEAgent(Player):
@@ -51,11 +48,7 @@ def __init__(self, config: dict, environment: DockerEnvironment, game_context: G
         super().__init__(config, environment=environment, game_context=game_context)
 
     def run(self):
-        # temporary workaround around https://github.com/SWE-agent/mini-swe-agent/issues/477
-        if "DeterministicModel" not in self.config["config"]["model"].get("model_class", ""):
-            model = get_model(config=self.config["config"]["model"])
-        else:
-            model = DeterministicModel(outputs=self.config["config"]["model"]["outputs"])
+        model = get_model(config=self.config["config"]["model"])
         self.agent = ClashAgent(
             model=model,
             env=self.environment,
@@ -63,14 +56,13 @@ def run(self):
             **self.config["config"]["agent"],
         )
         exit_status = None
-        result = None
         exc_message = None
         try:
-            exit_status, result = self.agent.run(task="", **self.game_context.to_template_vars())
+            result = self.agent.run(task="", **self.game_context.to_template_vars())
+            exit_status = result.get("exit_status", "")
         except Exception as e:
             exit_status = str(e)
             exc_message = traceback.format_exc()
-            result = exc_message
             self.logger.critical(exc_message)
         finally:
             traj_path = (
@@ -79,13 +71,7 @@ def run(self):
                 / self.name
                 / f"{self.name}_r{self.game_context.round}.traj.json"
             )
-            save_traj(
-                self.agent,  # type: ignore
-                traj_path,
-                exit_status=exit_status,
-                result=result,
-                print_fct=self.logger.debug,
-            )
+            self.agent.save(traj_path)
             copy_to_container(
                 self.environment,
                 traj_path,
@@ -93,8 +79,8 @@ def run(self):
             )
             self._metadata["agent_stats"][self.game_context.round] = {
                 "exit_status": exit_status,
-                "cost": self.agent.model.cost,
-                "api_calls": self.agent.model.n_calls,
+                "cost": self.agent.cost,
+                "api_calls": self.agent.n_calls,
             }
         if exit_status.lower().strip() not in ["", "submitted", "limitsexceeded"] and exc_message is not None:
             raise RuntimeError(f"Agent {self.name} failed with exit status: {exit_status} and exception: {exc_message}")
diff --git a/codeclash/arenas/arena.py b/codeclash/arenas/arena.py
index 9bba83f6..5076a9f9 100644
--- a/codeclash/arenas/arena.py
+++ b/codeclash/arenas/arena.py
@@ -12,7 +12,12 @@
 from codeclash.agents.player import Player
 from codeclash.constants import DIR_LOGS, DIR_WORK, GH_ORG, RESULT_TIE
 from codeclash.utils.aws import is_running_in_aws_batch, pull_game_container_aws_ecr
-from codeclash.utils.environment import assert_zero_exit_code, copy_between_containers, copy_from_container
+from codeclash.utils.environment import (
+    ClashDockerEnvironment,
+    assert_zero_exit_code,
+    copy_between_containers,
+    copy_from_container,
+)
 from codeclash.utils.log import get_logger
 
 
@@ -185,7 +190,7 @@ def get_environment(self, branch_name: str | None = None) -> DockerEnvironment:
             run_args = ["--rm"]
         else:
             run_args = []
-        environment = DockerEnvironment(
+        environment = ClashDockerEnvironment(
             image=self.image_name,
             cwd=str(DIR_WORK),
             env={
diff --git a/codeclash/utils/environment.py b/codeclash/utils/environment.py
index bbba0d8b..0f37264f 100644
--- a/codeclash/utils/environment.py
+++ b/codeclash/utils/environment.py
@@ -1,4 +1,5 @@
 import logging
+import os
 import shutil
 import subprocess
 import tempfile
@@ -10,6 +11,28 @@
 COPY_EXCLUDE_PATTERNS = [".git", "__pycache__"]
 
 
+def _scratch_dir() -> str | None:
+    """Local scratch dir for staging `docker cp` transfers. Defaults to the system temp dir.
+    Override with CODECLASH_TMPDIR (e.g. on AWS Batch, where the default temp dir misbehaves)."""
+    override = os.getenv("CODECLASH_TMPDIR")
+    if override:
+        Path(override).mkdir(parents=True, exist_ok=True)
+    return override
+
+
+class ClashDockerEnvironment(DockerEnvironment):
+    """DockerEnvironment that also accepts a plain command string.
+
+    mini-swe-agent v2's `execute` takes an action dict (`{"command": ...}`), but CodeClash's
+    arena code calls `execute("some shell command")` directly. Normalize so both work.
+    """
+
+    def execute(self, action: str | dict, cwd: str = "", *, timeout: int | None = None) -> dict:
+        if isinstance(action, str):
+            action = {"command": action}
+        return super().execute(action, cwd, timeout=timeout)
+
+
 def assert_zero_exit_code(result: dict, *, logger: logging.Logger | None = None) -> dict:
     if result.get("returncode", 0) != 0:
         msg = f"Command failed with exit code {result.get('returncode')}:\n{result.get('output')}"
@@ -34,10 +57,7 @@ def copy_between_containers(
     print(
         f"Copy between containers: {src_container.container_id}:{src_path} -> {dest_container.container_id}:{dest_path}"
     )
-    # Some weird stuff happening on AWS where /tmp doesn't work properly
-    dir = Path.home() / "tmp"
-    dir.mkdir(parents=True, exist_ok=True)
-    with tempfile.TemporaryDirectory(dir=dir) as temp_dir:
+    with tempfile.TemporaryDirectory(dir=_scratch_dir()) as temp_dir:
         temp_path = Path(temp_dir) / Path(src_path).name
 
         # Copy from source container to temporary local directory
@@ -151,10 +171,7 @@ def create_file_in_container(
     Create a file with given content on a Docker container.
     Uses a temporary file on the local filesystem for the transfer.
     """
-    # Some weird stuff happening on AWS where /tmp doesn't work properly
-    dir = Path.home() / "tmp"
-    dir.mkdir(parents=True, exist_ok=True)
-    with tempfile.NamedTemporaryFile(mode="w", delete=True, suffix=".tmp", dir=dir) as tmp_file:
+    with tempfile.NamedTemporaryFile(mode="w", delete=True, suffix=".tmp", dir=_scratch_dir()) as tmp_file:
         tmp_file.write(content)
         tmp_file.flush()  # Ensure content is written to disk
         tmp_file_path = Path(tmp_file.name)
diff --git a/codeclash/viewer/app.py b/codeclash/viewer/app.py
index 94f3905f..80b3f012 100644
--- a/codeclash/viewer/app.py
+++ b/codeclash/viewer/app.py
@@ -980,14 +980,14 @@ def get_parent_folder(path):
 
 
 def format_timestamp(timestamp):
-    """Format Unix timestamp as MM/DD HH:MM"""
+    """Format Unix timestamp as YY/MM/DD HH:MM"""
     if timestamp is None:
         return ""
     from datetime import datetime
 
     try:
         dt = datetime.fromtimestamp(timestamp)
-        return dt.strftime("%m/%d %H:%M")
+        return dt.strftime("%y/%m/%d %H:%M")
     except (ValueError, OSError):
         return ""
 
diff --git a/codeclash/viewer/static/js/picker.js b/codeclash/viewer/static/js/picker.js
index a206f976..4addb787 100644
--- a/codeclash/viewer/static/js/picker.js
+++ b/codeclash/viewer/static/js/picker.js
@@ -840,7 +840,7 @@ function shouldRowBeVisible(row) {
     const dateElement = row.querySelector(".date-text");
     if (dateElement) {
       const dateText = dateElement.textContent.trim();
-      // Extract just the MM/DD part
+      // Extract just the date part (before the time)
       const rowDate = dateText.split(" ")[0];
       if (rowDate !== selectedDate) {
         return false;
@@ -1065,7 +1065,7 @@ function handleModelTagClick(event, modelName) {
 
 function handleDateClick(event, dateText) {
   event.stopPropagation();
-  // Extract just the YYYY-MM-DD part
+  // Extract just the date part (before the time)
   const date = dateText.trim().split(" ")[0];
 
   // Toggle date filter - if already selected, clear it
diff --git a/codeclash/viewer/static/js/trajectory.js b/codeclash/viewer/static/js/trajectory.js
index a331e7dc..044f8eb9 100644
--- a/codeclash/viewer/static/js/trajectory.js
+++ b/codeclash/viewer/static/js/trajectory.js
@@ -128,8 +128,19 @@ function createMessageElement(message, index) {
   const messageContent = document.createElement("div");
   messageContent.className = "message-content";
 
-  // Handle different content types
-  if (typeof message.content === "string") {
+  // Handle different content types.
+  // mini-swe-agent v2 (tool-call) assistant messages keep the command in
+  // extra.actions / tool_calls instead of in a ```bash block in the text, so they need
+  // their own renderer. v1 messages have neither and fall through to the text paths below.
+  const toolActions =
+    message.extra && Array.isArray(message.extra.actions)
+      ? message.extra.actions
+      : [];
+  const hasToolCalls =
+    Array.isArray(message.tool_calls) && message.tool_calls.length > 0;
+  if (toolActions.length > 0 || hasToolCalls) {
+    messageContent.innerHTML = createToolCallContentHTML(message);
+  } else if (typeof message.content === "string") {
     const lines = message.content.split("\n");
     if (lines.length <= 5) {
       // Show full content
@@ -260,6 +271,54 @@ function createComplexContentHTML(contentParts) {
   return html;
 }
 
+function createToolCallContentHTML(message) {
+  // Render a mini-swe-agent v2 tool-call assistant message: the reasoning text (if any)
+  // followed by each issued command as a code block (matching the v1 ```bash styling).
+
+  // Thought text: content may be a string, an array of content blocks, or null.
+  let thought = "";
+  if (typeof message.content === "string") {
+    thought = message.content;
+  } else if (Array.isArray(message.content)) {
+    thought = message.content
+      .filter((p) => p && p.type === "text" && typeof p.text === "string")
+      .map((p) => p.text)
+      .join("\n");
+  }
+
+  // Commands: prefer the parsed actions, fall back to the raw tool_calls.
+  let commands = [];
+  if (message.extra && Array.isArray(message.extra.actions)) {
+    commands = message.extra.actions.map((a) => a.command).filter(Boolean);
+  }
+  if (!commands.length && Array.isArray(message.tool_calls)) {
+    commands = message.tool_calls
+      .map((tc) => {
+        try {
+          return JSON.parse(tc.function.arguments).command;
+        } catch (e) {
+          return tc.function && tc.function.arguments;
+        }
+      })
+      .filter(Boolean);
+  }
+
+  let html = '<div class="message-content-full">';
+  if (thought.trim()) {
+    html += `<div class="message-text"><pre>${escapeHtml(thought)}</pre></div>`;
+  }
+  commands.forEach((cmd) => {
+    html += `<div class="code-block"><pre><code>${escapeHtml(cmd)}</code></pre></div>`;
+  });
+  if (!thought.trim() && !commands.length) {
+    html += `<div class="message-text"><pre>${escapeHtml(
+      JSON.stringify(message.content, null, 2),
+    )}</pre></div>`;
+  }
+  html += "</div>";
+  return html;
+}
+
 function escapeHtml(text) {
   const div = document.createElement("div");
   div.textContent = text;
diff --git a/codeclash/viewer/templates/includes/message.html b/codeclash/viewer/templates/includes/message.html
index 80100a7a..6d5bfedc 100644
--- a/codeclash/viewer/templates/includes/message.html
+++ b/codeclash/viewer/templates/includes/message.html
@@ -5,7 +5,25 @@
         {{ message_role_upper }} #{{ loop.index }}
     </span>
     <div class="message-content">
-        {% if message.content is string %}
+        {% set tool_actions = message.extra.actions if (message.extra and message.extra.actions) else [] %}
+        {% if tool_actions %}
+            {# mini-swe-agent v2 tool-call assistant message: reasoning text + issued command(s).
+               The command lives in extra.actions rather than a ```bash block in the text. #}
+            <div class="message-content-full">
+                {% if message.content is string and message.content|trim %}
+                    <div class="message-text">
+                        <pre>{{ message.content }}</pre>
+                    </div>
+                {% endif %}
+                {% for action in tool_actions %}
+                    {% if action.command %}
+                        <div class="code-block">
+                            <pre><code>{{ action.command }}</code></pre>
+                        </div>
+                    {% endif %}
+                {% endfor %}
+            </div>
+        {% elif message.content is string %}
             {# Simple string content #}
             {% set line_count = message.content.count('\n') + 1 %}
             {% if line_count <= 5 %}
diff --git a/codeclash/viewer/templates/trajectory.html b/codeclash/viewer/templates/trajectory.html
deleted file mode 100644
index bb45d390..00000000
--- a/codeclash/viewer/templates/trajectory.html
+++ /dev/null
@@ -1,232 +0,0 @@
-<!-- Trajectory Container with Overview and Messages -->
-<div class="trajectory-header">
-    <h3>
-        <i class="bi bi-robot"></i> Player {{ trajectory.player_id }} Round {{ round_num }}
-    </h3>
-    <div class="trajectory-stats">
-        <div class="stat-item">
-            <span class="stat-label">API Calls:</span>
-            <span class="stat-value">{{ trajectory.api_calls }}</span>
-        </div>
-        <div class="stat-item">
-            <span class="stat-label">Cost:</span>
-            <span class="stat-value">${{ "%.2f"|format(trajectory.cost) }}</span>
-        </div>
-        {% if trajectory.exit_status %}
-        <div class="stat-item">
-            <span class="stat-label">Exit Status:</span>
-            <span class="stat-value status-{{ trajectory.exit_status.lower() }}">{{ trajectory.exit_status }}</span>
-        </div>
-        {% endif %}
-    </div>
-
-    <!-- Messages Foldout inside the same container -->
-    <details class="trajectory-messages-foldout">
-        <summary>
-            <i class="bi bi-chat"></i> Trajectory ({{ trajectory.messages|length }} total)
-            {% if trajectory.trajectory_file_path %}
-            <button class="copy-path-btn-small" data-path="{{ trajectory.trajectory_file_path }}" title="Copy trajectory file path">
-                <i class="bi bi-clipboard"></i> Copy path
-            </button>
-            {% endif %}
-        </summary>
-        <div class="trajectory-content">
-            <div class="messages-container">
-                {% for message in trajectory.messages %}
-            <div class="message-block {{ message.role }}">
-                <span class="message-role-badge">{{ message.role.title() }} #{{ loop.index }}</span>
-                <div class="message-content">
-                    {% if message.content is string %}
-                        {% set content_lines = message.content.split('\n') %}
-                        {% if content_lines|length <= 5 %}
-                            <!-- Show full content if 5 lines or less -->
-                            <div class="message-content-full">
-                                    {% if message.role == 'assistant' and '```' in message.content %}
-                                        <!-- Special handling for assistant messages with code blocks -->
-                                        {% set parts = message.content.split('```') %}
-                                        {% for part in parts %}
-                                            {% if loop.index is odd %}
-                                                <!-- Text part -->
-                                                <div class="message-text"><pre>{{ part | unescape_content }}</pre></div>
-                                            {% else %}
-                                                <!-- Code part -->
-                                                <div class="code-block">
-                                                    <pre><code>{{ part | unescape_content }}</code></pre>
-                                                </div>
-                                            {% endif %}
-                                        {% endfor %}
-                                    {% else %}
-                                        <!-- Regular text content -->
-                                        <div class="message-text">
-                                            <pre>{{ message.content | unescape_content }}</pre>
-                                        </div>
-                                    {% endif %}
-                                </div>
-                            {% else %}
-                            <!-- Show preview with expand button -->
-                            <div class="message-preview-short clickable-message"  title="Click to expand ({{ content_lines|length - 5 }} more lines)">
-                                    <div class="message-text">
-                                        <pre>{{ content_lines[:5] | join('\n') | unescape_content }}</pre>
-                                    </div>
-                                    <div class="expand-indicator">
-                                        ▼ {{ content_lines|length - 5 }} more lines
-                                    </div>
-                            </div>
-                            <div class="message-content-full" style="display: none;" title="Content expanded - click collapse button below to hide">
-                                    {% if message.role == 'assistant' and '```' in message.content %}
-                                        <!-- Special handling for assistant messages with code blocks -->
-                                        {% set parts = message.content.split('```') %}
-                                        {% for part in parts %}
-                                            {% if loop.index is odd %}
-                                                <!-- Text part -->
-                                                <div class="message-text"><pre>{{ part | unescape_content }}</pre></div>
-                                            {% else %}
-                                                <!-- Code part -->
-                                                <div class="code-block">
-                                                    <pre><code>{{ part | unescape_content }}</code></pre>
-                                                </div>
-                                            {% endif %}
-                                        {% endfor %}
-                                    {% else %}
-                                        <!-- Regular text content -->
-                                        <div class="message-text">
-                                            <pre>{{ message.content | unescape_content }}</pre>
-                                        </div>
-                                    {% endif %}
-                                    <div class="collapse-indicator clickable-message"  title="Click to collapse">
-                                        ▲ Click to collapse
-                                    </div>
-                                </div>
-                            {% endif %}
-                        {% elif message.content is iterable %}
-                            <!-- Handle complex content (e.g., user messages with multiple parts) -->
-                            <div class="message-content-full">
-                                {% for content_part in message.content %}
-                                    {% if content_part.type == 'text' %}
-                                        {% set content_lines = content_part.text.split('\n') %}
-                                        {% if content_lines|length <= 5 %}
-                                            <div class="message-text">
-                                                <pre>{{ content_part.text | unescape_content }}</pre>
-                                            </div>
-                                        {% else %}
-                                            <div class="message-preview-short clickable-message"  title="Click to expand ({{ content_lines|length - 5 }} more lines)">
-                                                <div class="message-text">
-                                                    <pre>{{ content_lines[:5] | join('\n') | unescape_content }}</pre>
-                                                </div>
-                                                <div class="expand-indicator">
-                                                    ▼ {{ content_lines|length - 5 }} more lines
-                                                </div>
-                                            </div>
-                                            <div class="message-content-expanded" style="display: none;" title="Content expanded - click collapse button below to hide">
-                                                <div class="message-text">
-                                                    <pre>{{ content_part.text | unescape_content }}</pre>
-                                                </div>
-                                                <div class="collapse-indicator clickable-message"  title="Click to collapse">
-                                                    ▲ Click to collapse
-                                                </div>
-                                            </div>
-                                        {% endif %}
-                                    {% else %}
-                                        <div class="message-part">
-                                            <strong>{{ content_part.type.title() }}:</strong>
-                                            <pre>{{ content_part | tojson(indent=2) }}</pre>
-                                        </div>
-                                    {% endif %}
-                                {% endfor %}
-                            </div>
-                        {% else %}
-                            <!-- Fallback for other content types -->
-                            <div class="message-content-full">
-                                <div class="message-text">
-                                    <pre>{{ message.content | tojson(indent=2) }}</pre>
-                                </div>
-                            </div>
-                    {% endif %}
-                </div>
-            </div>
-                {% endfor %}
-            </div>
-            <div class="collapse-messages-button">
-                <button class="btn-collapse-messages">
-                    ▲ Collapse Messages
-                </button>
-            </div>
-        </div>
-    </details>
-
-    <!-- Diff Foldout inside the same container -->
-    {% if trajectory.diff_by_files and trajectory.diff_by_files %}
-    <details class="trajectory-messages-foldout">
-        <summary><i class="bi bi-file-diff"></i> Diff (Full) ({{ trajectory.diff_by_files|length }} files)</summary>
-        <div class="trajectory-content">
-            <div class="log-content">
-                {% for file_path, file_diff in trajectory.diff_by_files.items() %}
-                <details class="foldout">
-                    <summary>{{ file_path }}</summary>
-                    <div class="log-content">
-                        <pre><code>{{ file_diff }}</code></pre>
-                    </div>
-                </details>
-                {% endfor %}
-            </div>
-        </div>
-    </details>
-    {% elif trajectory.diff and trajectory.diff.strip() %}
-    <details class="trajectory-messages-foldout">
-        <summary><i class="bi bi-file-diff"></i> Diff (Full)</summary>
-        <div class="trajectory-content">
-            <div class="log-content">
-                <pre><code>{{ trajectory.diff }}</code></pre>
-            </div>
-        </div>
-    </details>
-    {% endif %}
-
-    <!-- Incremental Diff Foldout inside the same container -->
-    {% if trajectory.incremental_diff_by_files and trajectory.incremental_diff_by_files %}
-    <details class="trajectory-messages-foldout">
-        <summary><i class="bi bi-arrow-repeat"></i> Incremental Diff ({{ trajectory.incremental_diff_by_files|length }} files)</summary>
-        <div class="trajectory-content">
-            <div class="log-content">
-                {% for file_path, file_diff in trajectory.incremental_diff_by_files.items() %}
-                <details class="foldout">
-                    <summary>{{ file_path }}</summary>
-                    <div class="log-content">
-                        <pre><code>{{ file_diff }}</code></pre>
-                    </div>
-                </details>
-                {% endfor %}
-            </div>
-        </div>
-    </details>
-    {% elif trajectory.incremental_diff and trajectory.incremental_diff.strip() %}
-    <details class="trajectory-messages-foldout">
-        <summary><i class="bi bi-arrow-repeat"></i> Incremental Diff</summary>
-        <div class="trajectory-content">
-            <div class="log-content">
-                <pre><code>{{ trajectory.incremental_diff }}</code></pre>
-            </div>
-        </div>
-    </details>
-    {% endif %}
-
-    <!-- Modified Files Foldout inside the same container -->
-    {% if trajectory.modified_files and trajectory.modified_files %}
-    <details class="trajectory-messages-foldout">
-        <summary><i class="bi bi-folder-fill"></i> Changed Files ({{ trajectory.modified_files|length }} files)</summary>
-        <div class="trajectory-content">
-            <div class="log-content">
-                {% for file_path, file_content in trajectory.modified_files.items() %}
-                <details class="foldout">
-                    <summary>{{ file_path }}</summary>
-                    <div class="log-content">
-                        <pre><code>{{ file_content }}</code></pre>
-                    </div>
-                </details>
-                {% endfor %}
-            </div>
-        </div>
-    </details>
-    {% endif %}
-
-</div>
diff --git a/configs/examples/BattleSnake__claude-sonnet-4-5-20250929__o3__r5__s1000.yaml b/configs/examples/BattleSnake__claude-sonnet-4-5-20250929__o3__r5__s1000.yaml
index ae560906..58413752 100644
--- a/configs/examples/BattleSnake__claude-sonnet-4-5-20250929__o3__r5__s1000.yaml
+++ b/configs/examples/BattleSnake__claude-sonnet-4-5-20250929__o3__r5__s1000.yaml
@@ -13,7 +13,7 @@ players:
   config:
     agent: !include mini/default.yaml
     model:
-      model_name: '@anthropic/claude-sonnet-4-5-20250929'
+      model_name: 'anthropic/claude-sonnet-4-5-20250929'
       model_kwargs:
         temperature: 0.2
         max_tokens: 4096
@@ -22,7 +22,7 @@ players:
   config:
     agent: !include mini/default.yaml
     model:
-      model_name: '@openai/o3'
+      model_name: 'openai/o3'
 prompts:
   game_description: |-
     You are a software developer ({{player_id}}) competing in a coding game called BattleSnake.
diff --git a/configs/examples/CoreWar__claude-sonnet-4-5-20250929__o3__r5__s1000.yaml b/configs/examples/CoreWar__claude-sonnet-4-5-20250929__o3__r5__s1000.yaml
index 66475c04..615f339d 100644
--- a/configs/examples/CoreWar__claude-sonnet-4-5-20250929__o3__r5__s1000.yaml
+++ b/configs/examples/CoreWar__claude-sonnet-4-5-20250929__o3__r5__s1000.yaml
@@ -10,7 +10,7 @@ players:
   config:
     agent: !include mini/default.yaml
     model:
-      model_name: '@anthropic/claude-sonnet-4-5-20250929'
+      model_name: 'anthropic/claude-sonnet-4-5-20250929'
       model_kwargs:
         temperature: 0.2
         max_tokens: 4096
@@ -19,7 +19,7 @@ players:
   config:
     agent: !include mini/default.yaml
     model:
-      model_name: '@openai/o3'
+      model_name: 'openai/o3'
 prompts:
   game_description: |-
     You are a software developer ({{player_id}}) competing in a coding game called CoreWar.
diff --git a/configs/examples/Halite__claude-sonnet-4-5-20250929__o3__r5__s250.yaml b/configs/examples/Halite__claude-sonnet-4-5-20250929__o3__r5__s250.yaml
index 4f485ff2..6f484b0e 100644
--- a/configs/examples/Halite__claude-sonnet-4-5-20250929__o3__r5__s250.yaml
+++ b/configs/examples/Halite__claude-sonnet-4-5-20250929__o3__r5__s250.yaml
@@ -10,7 +10,7 @@ players:
   config:
     agent: !include mini/default.yaml
     model:
-      model_name: '@anthropic/claude-sonnet-4-5-20250929'
+      model_name: 'anthropic/claude-sonnet-4-5-20250929'
       model_kwargs:
         temperature: 0.2
         max_tokens: 4096
@@ -19,7 +19,7 @@ players:
   config:
     agent: !include mini/default.yaml
     model:
-      model_name: '@openai/o3'
+      model_name: 'openai/o3'
 prompts:
   game_description: |-
     You are a software developer ({{player_id}}) competing in a coding game called Halite.
diff --git a/configs/examples/HuskyBench__claude-sonnet-4-5-20250929__o3__r5__s100.yaml b/configs/examples/HuskyBench__claude-sonnet-4-5-20250929__o3__r5__s100.yaml
index 90577ac8..6b383dd5 100644
--- a/configs/examples/HuskyBench__claude-sonnet-4-5-20250929__o3__r5__s100.yaml
+++ b/configs/examples/HuskyBench__claude-sonnet-4-5-20250929__o3__r5__s100.yaml
@@ -10,7 +10,7 @@ players:
   config:
     agent: !include mini/default.yaml
     model:
-      model_name: '@anthropic/claude-sonnet-4-5-20250929'
+      model_name: 'anthropic/claude-sonnet-4-5-20250929'
       model_kwargs:
         temperature: 0.2
         max_tokens: 4096
@@ -19,7 +19,7 @@ players:
   config:
     agent: !include mini/default.yaml
     model:
-      model_name: '@openai/o3'
+      model_name: 'openai/o3'
 prompts:
   game_description: |-
     You are a software developer ({{player_id}}) competing in a coding game called HuskyBench.
diff --git a/configs/examples/RoboCode__claude-sonnet-4-5-20250929__o3__r5__s250.yaml b/configs/examples/RoboCode__claude-sonnet-4-5-20250929__o3__r5__s250.yaml
index 5aa9965e..20742e5c 100644
--- a/configs/examples/RoboCode__claude-sonnet-4-5-20250929__o3__r5__s250.yaml
+++ b/configs/examples/RoboCode__claude-sonnet-4-5-20250929__o3__r5__s250.yaml
@@ -13,7 +13,7 @@ players:
   config:
     agent: !include mini/default.yaml
     model:
-      model_name: '@anthropic/claude-sonnet-4-5-20250929'
+      model_name: 'anthropic/claude-sonnet-4-5-20250929'
       model_kwargs:
         temperature: 0.2
         max_tokens: 4096
@@ -22,7 +22,7 @@ players:
   config:
     agent: !include mini/default.yaml
     model:
-      model_name: '@openai/o3'
+      model_name: 'openai/o3'
 prompts:
   game_description: |-
     You are a software developer ({{player_id}}) competing in a coding game called RoboCode.
diff --git a/configs/examples/RobotRumble__claude-sonnet-4-5-20250929__o3__r5__s250.yaml b/configs/examples/RobotRumble__claude-sonnet-4-5-20250929__o3__r5__s250.yaml
index 21db9807..45a0a795 100644
--- a/configs/examples/RobotRumble__claude-sonnet-4-5-20250929__o3__r5__s250.yaml
+++ b/configs/examples/RobotRumble__claude-sonnet-4-5-20250929__o3__r5__s250.yaml
@@ -11,7 +11,7 @@ players:
   config:
     agent: !include mini/default.yaml
     model:
-      model_name: '@anthropic/claude-sonnet-4-5-20250929'
+      model_name: 'anthropic/claude-sonnet-4-5-20250929'
       model_kwargs:
         temperature: 0.2
         max_tokens: 4096
@@ -20,7 +20,7 @@ players:
   config:
     agent: !include mini/default.yaml
     model:
-      model_name: '@openai/o3'
+      model_name: 'openai/o3'
 prompts:
   game_description: |-
     You are a software developer ({{player_id}}) competing in a coding game called RobotRumble.
diff --git a/configs/mini/default.yaml b/configs/mini/default.yaml
index 1d4c9df5..13bdc0cd 100644
--- a/configs/mini/default.yaml
+++ b/configs/mini/default.yaml
@@ -1,24 +1,14 @@
 system_template: |
-  You are a helpful assistant interacting continuously with a computer by submitting commands.
+  You are a helpful assistant interacting continuously with a computer by issuing bash commands.
   You'll be editing a codebase to play a programming game.
 
-  <important>
-  This is an interactive process where you will think and issue ONE command, see its result, then think and issue your next command.
-  </important>
+  You issue ONE bash command at a time using the bash tool, see its result, then issue your next command.
+  Directory and environment changes are not persistent: every command runs in a fresh subshell, so chain
+  commands with `&&` or prefix them (e.g. `cd /path && ...`) when needed.
 
-  Your response must contain exactly ONE bash code block with ONE command (or commands connected with && or ||).
-  Include a THOUGHT section before your command where you explain your reasoning process.
-  Format your response as shown in <format_example>.
-
-  <format_example>
-  Your reasoning and analysis here. Explain why you want to perform the action.
-
-  ```bash
-  your_command_here
-  ```
-  </format_example>
-
-  Failure to follow these rules will cause your response to be rejected.
+  When you have finished your work for this round, submit by running exactly:
+  `echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT`
+  on its own (do not combine it with other commands). After submitting you cannot continue working this round.
 instance_template: |
   ## Game Description
 
@@ -34,7 +24,6 @@ instance_template: |
    You're scored on total team performance across all rounds.
 
    Each round has {{step_limit}} steps and {{cost_limit}} dollar limits.
-   We show usage after each response in `<limit_note>` tags.
    After you've reached the step or cost limit, you cannot continue working on this task, and we will play the game with your codebase.
    We recommend submitting before you hit the limits to avoid losing work.
 
@@ -62,82 +51,6 @@ instance_template: |
    7. Examine game logic and documentation for clarity, but modifying game logic won't affect your rating.
    8. Remember `/logs/` is outside your working directory when writing analyses.
 
-  ## Command Execution Rules
-
-  You are operating in an environment where
-
-  1. You write a single bash command
-  2. The system executes that command in a subshell
-  3. You see the result
-  4. You write your next command
-
-  For each of your response:
-
-  1. Include a THOUGHT section explaining your reasoning and what you're trying to accomplish
-  2. Provide exactly ONE bash command to execute
-  3. The action must be enclosed in triple backticks (see below for formatting rules)
-  3. Directory or environment variable changes are not persistent. Every action is executed in a new subshell.
-      However, you can prefix Any action with `MY_ENV_VAR=MY_VALUE cd /path/to/working/dir && ...` or write/load environment variables from files
-
-  Format your responses like this:
-
-  <format_example>
-  THOUGHT: Here I explain my reasoning process, analysis of the current situation,
-  and what I'm trying to accomplish with the command below.
-
-  ```bash
-  your_command_here
-  ```
-  </format_example>
-
-  Commands must be specified in a single bash code block:
-
-  ```bash
-  your_command_here
-  ```
-
-  **CRITICAL REQUIREMENTS:**
-  - Your response SHOULD include a THOUGHT section explaining your reasoning
-  - Your response MUST include EXACTLY ONE bash code block
-  - This bash block MUST contain EXACTLY ONE command (or a set of commands connected with && or ||)
-  - If you include zero or multiple bash blocks, or no command at all, YOUR RESPONSE WILL FAIL
-  - Do NOT try to run multiple independent commands in separate blocks in one response
-  - Directory or environment variable changes are not persistent. Every action is executed in a new subshell.
-  - However, you can prefix any action with `MY_ENV_VAR=MY_VALUE cd /path/to/working/dir && ...` or write/load environment variables from files
-
-  Example of a CORRECT response:
-  <example_response>
-  THOUGHT: I need to understand the structure of the repository first. Let me check what files are in the current directory to get a better understanding of the codebase.
-
-  ```bash
-  ls -la
-  ```
-  </example_response>
-
-  Example of an INCORRECT response:
-  <example_response>
-  THOUGHT: I need to examine the codebase and then look at a specific file. I'll run multiple commands to do this.
-
-  ```bash
-  ls -la
-  ```
-
-  Now I'll read the file:
-
-  ```bash
-  cat file.txt
-  ```
-  </example_response>
-
-  If you need to run multiple commands, either:
-
-  1. Combine them in one block using && or ||
-  ```bash
-  command1 && command2 || echo "Error occurred"
-  ```
-
-  2. Wait for the first command to complete, see its output, then issue the next command in your following response.
-
   ## Environment Details
 
   - You have a full Linux shell environment
@@ -182,64 +95,10 @@ instance_template: |
   nl -ba filename.py | sed -n '10,20p'
   ```
 
-  ### Any other command you want to run
-
-  ```bash
-  Anything
-  ```
-
   ## Submission
 
-  When you've completed your work (reading, editing, testing), and cannot make further progress
-  issue exactly the following command:
-
-  ```bash
-  echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT
-  ```
-
-  This command will submit your work.
-  You cannot continue working (reading, editing, testing) in any way on this task after submitting.
-action_observation_template: |
-  <limit_note>This is the output of step {{n_model_calls}} ({{step_limit}} limit). You've used {{model_cost | round(2)}} USD ({{cost_limit}} USD limit).</limit_note>
-  <returncode>{{output.returncode}}</returncode>
-  {% if output.output | length < 10000 -%}
-  <output>
-  {{ output.output -}}
-  </output>
-  {%- else -%}
-  <warning>
-  The output of your last command was too long.
-  Please try a different command that produces less output.
-  If you're looking at a file you can try use head, tail or sed to view a smaller number of lines selectively.
-  If you're using grep or find and it produced too much output, you can use a more selective search pattern.
-  If you really need to see something from the full command's output, you can redirect output to a file and then search in that file.
-  </warning>
-  {%- set elided_chars = output.output | length - 10000 -%}
-  <output_head>
-  {{ output.output[:5000] }}
-  </output_head>
-  <elided_chars>
-  {{ elided_chars }} characters elided
-  </elided_chars>
-  <output_tail>
-  {{ output.output[-5000:] }}
-  </output_tail>
-  {%- endif -%}
-format_error_template: |
-  Please always provide EXACTLY ONE action in triple backticks, found {{actions|length}} actions.
-  If you want to end the task, please issue the following command: `echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT`
-  without Any other command.
-  Else, please format your response exactly as follows:
-
-  <response_example>
-  Here are some thoughts about why you want to perform the action.
-
-  ```bash
-  <action>
-  ```
-  </response_example>
-
-  Note: In rare cases, if you need to reference a similar format in your command, you might have
-  to proceed in two steps, first writing TRIPLEBACKTICKSBASH, then replacing them with ```bash.
+  When you've completed your work (reading, editing, testing), and cannot make further progress,
+  run exactly `echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT` to submit your work.
+  You cannot continue working in any way on this task after submitting.
 step_limit: 30
 cost_limit: 1.
diff --git a/configs/mini/instant_submit.yaml b/configs/mini/instant_submit.yaml
index 22ba6e97..9a1f375c 100644
--- a/configs/mini/instant_submit.yaml
+++ b/configs/mini/instant_submit.yaml
@@ -1,4 +1,10 @@
 model_name: instant_submit
 model_class: minisweagent.models.test_models.DeterministicModel
+# mini-swe-agent v2 DeterministicModel: each output is a full assistant message dict,
+# with the action(s) under extra.actions (rather than a fenced bash block in the text).
 outputs:
-  - "```bash\necho COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT\n```"
+  - role: assistant
+    content: "Submitting immediately."
+    extra:
+      actions:
+        - command: "echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT"
diff --git a/configs/models.yaml b/configs/models.yaml
index 1dc9f55c..1c49948b 100644
--- a/configs/models.yaml
+++ b/configs/models.yaml
@@ -1,28 +1,27 @@
-- model_name: "@anthropic/claude-sonnet-4-20250514"
-  model_class: portkey
+# Model roster for generate_confs.py. Each entry is a mini-SWE-agent model config and is
+# embedded verbatim as the per-player `model` block in generated tournament configs.
+#
+# Models are resolved by litellm using their provider-prefixed names, so set the matching
+# provider API key in the environment (ANTHROPIC_API_KEY, OPENAI_API_KEY, GEMINI_API_KEY,
+# XAI_API_KEY, DASHSCOPE_API_KEY). See .env.example.
+
+- model_name: anthropic/claude-sonnet-4-20250514
   model_kwargs:
     temperature: 0.2
     max_tokens: 4096
-- model_name: "@anthropic/claude-sonnet-4-5-20250929"
-  model_class: portkey
+- model_name: anthropic/claude-sonnet-4-5-20250929
   model_kwargs:
     temperature: 0.2
     max_tokens: 4096
-- model_name: "@x-ai/grok-code-fast-1"
-  model_class: portkey
-  litellm_model_name_override: "xai/grok-code-fast-1"
+- model_name: xai/grok-code-fast-1
   model_kwargs:
     temperature: 0.2
-- model_name: "@google/gemini-2.5-pro"
-  model_class: portkey
+- model_name: gemini/gemini-2.5-pro
   model_kwargs:
     temperature: 0.2
-- model_name: "@openai/gpt-5"
-  model_class: portkey
-- model_name: "@openai/gpt-5-mini"
-  model_class: portkey
-- model_name: "dashscope/qwen3-coder-plus-2025-09-23"
+- model_name: openai/gpt-5
+- model_name: openai/gpt-5-mini
+- model_name: dashscope/qwen3-coder-plus-2025-09-23
   model_kwargs:
     temperature: 0.2
-- model_name: "@openai/o3"
-  model_class: portkey
+- model_name: openai/o3
diff --git a/pyproject.toml b/pyproject.toml
index 23a02cdd..0a7ef68a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,8 +21,7 @@ classifiers = [
 ]
 dependencies = [
     "litellm",
-    "mini-swe-agent<2",
-    "portkey-ai",
+    "mini-swe-agent>=2.4,<3",
     "python-dotenv",
     "ghapi",
     "flask",
diff --git a/uv.lock b/uv.lock
index 02b740eb..3370b72d 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,6 +1,14 @@
 version = 1
 revision = 3
 requires-python = ">=3.11"
+resolution-markers = [
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version < '3.14' and sys_platform == 'emscripten'",
+    "python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -226,15 +234,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9d/2a/9186535ce58db529927f6cf5990a849aa9e052eea3e2cfefe20b9e1802da/bracex-2.6-py3-none-any.whl", hash = "sha256:0b0049264e7340b3ec782b5cb99beb325f36c3782a32e36e876452fd49a09952", size = 11508, upload-time = "2025-06-22T19:12:29.781Z" },
 ]
 
-[[package]]
-name = "cached-property"
-version = "2.0.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/76/4b/3d870836119dbe9a5e3c9a61af8cc1a8b69d75aea564572e385882d5aefb/cached_property-2.0.1.tar.gz", hash = "sha256:484d617105e3ee0e4f1f58725e72a8ef9e93deee462222dbd51cd91230897641", size = 10574, upload-time = "2024-10-25T15:43:55.667Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/11/0e/7d8225aab3bc1a0f5811f8e1b557aa034ac04bdf641925b30d3caf586b28/cached_property-2.0.1-py3-none-any.whl", hash = "sha256:f617d70ab1100b7bcf6e42228f9ddcb78c676ffa167278d9f730d1c2fba69ccb", size = 7428, upload-time = "2024-10-25T15:43:54.711Z" },
-]
-
 [[package]]
 name = "cdifflib"
 version = "1.2.9"
@@ -360,7 +359,6 @@ dependencies = [
     { name = "litellm" },
     { name = "markupsafe" },
     { name = "mini-swe-agent" },
-    { name = "portkey-ai" },
     { name = "python-dotenv" },
     { name = "scipy" },
     { name = "trueskill" },
@@ -397,12 +395,11 @@ requires-dist = [
     { name = "jinja2" },
     { name = "litellm" },
     { name = "markupsafe" },
-    { name = "mini-swe-agent", specifier = "<2" },
+    { name = "mini-swe-agent", specifier = ">=2.4,<3" },
     { name = "mkdocs-glightbox", marker = "extra == 'docs'" },
     { name = "mkdocs-include-markdown-plugin", marker = "extra == 'docs'" },
     { name = "mkdocs-material", marker = "extra == 'docs'" },
     { name = "mkdocstrings", extras = ["python"], marker = "extra == 'docs'" },
-    { name = "portkey-ai" },
     { name = "pre-commit", marker = "extra == 'dev'" },
     { name = "pytest", marker = "extra == 'dev'" },
     { name = "pytest-cov", marker = "extra == 'dev'" },
@@ -517,6 +514,40 @@ toml = [
     { name = "tomli", marker = "python_full_version <= '3.11'" },
 ]
 
+[[package]]
+name = "datasets"
+version = "5.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "dill" },
+    { name = "filelock" },
+    { name = "fsspec", extra = ["http"] },
+    { name = "httpx" },
+    { name = "huggingface-hub" },
+    { name = "multiprocess" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "pandas" },
+    { name = "pyarrow" },
+    { name = "pyyaml" },
+    { name = "requests" },
+    { name = "tqdm" },
+    { name = "xxhash" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d9/85/ce4f780c32f7e36d71257f1c27e8ba898ebe379cb54f211f5f2013f2c219/datasets-5.0.0.tar.gz", hash = "sha256:83dbbbdb07a33b82192b8c419deb18739b138ee2ce1a322d55ce6b100954ec1a", size = 631708, upload-time = "2026-06-05T13:18:26.124Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/05/66/73034ad30b59f13439b75e620989dacba4c047256e358ba7c2e9ec98ea22/datasets-5.0.0-py3-none-any.whl", hash = "sha256:7dd34927a0fd7046e98aad5cb9430e699c373238a15befa7b9bf22b991a7fee6", size = 555084, upload-time = "2026-06-05T13:18:24.435Z" },
+]
+
+[[package]]
+name = "dill"
+version = "0.4.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/81/e1/56027a71e31b02ddc53c7d65b01e68edf64dea2932122fe7746a516f75d5/dill-0.4.1.tar.gz", hash = "sha256:423092df4182177d4d8ba8290c8a5b640c66ab35ec7da59ccfa00f6fa3eea5fa", size = 187315, upload-time = "2026-01-19T02:36:56.85Z" }
+wheels = [
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