discordbot/cogs/aimod_cog.py

# moderation_cog.py
import discord
from discord.ext import commands
from discord import app_commands

# import aiohttp # For making asynchronous HTTP requests - Replaced by Google GenAI client
import json
import os  # To load environment variables
import collections  # For deque
import datetime  # For timestamps
import io  # For BytesIO operations
import base64  # For encoding images to base64
from PIL import Image  # For image processing
import cv2  # For video processing
import numpy as np  # For array operations
import tempfile  # For temporary file operations
import shutil  # For backing up files
from typing import Optional, List, Dict, Any, Tuple  # For type hinting
import asyncio
import aiofiles
import re

# Google Generative AI Imports (using Vertex AI backend)
from google import genai
from google.genai import types
from google.api_core import exceptions as google_exceptions

# Import project configuration for Vertex AI
from gurt.config import (
    PROJECT_ID,
    LOCATION,
)  # Assuming gurt.config exists and has these
from gurt.genai_client import get_genai_client_for_model

from . import aimod_config as aimod_config_module
from .aimod_config import (
    DEFAULT_VERTEX_AI_MODEL,
    STANDARD_SAFETY_SETTINGS,
    GUILD_CONFIG_PATH,
    USER_INFRACTIONS_PATH,
    INFRACTION_BACKUP_DIR,
    USER_APPEALS_PATH,
    APPEAL_AI_MODEL,
    APPEAL_AI_THINKING_BUDGET,
    CONFIG_LOCK,
    save_user_infractions,
    save_user_appeals,
    get_guild_config,
    set_guild_config,
    get_user_infraction_history,
    add_user_infraction,
    get_user_appeals,
    add_user_appeal,
    SERVER_RULES,
    MODERATION_INSTRUCTIONS,
    SUICIDAL_HELP_RESOURCES,
)


# Avoid loading an excessive number of messages when updating rules
MAX_RULE_MESSAGES = 25


class AIModerationCog(commands.Cog):
    """
    A Discord Cog that uses Google Vertex AI to moderate messages based on server rules.
    """

    def __init__(self, bot: commands.Bot):
        self.bot = bot
        self.genai_client = None
        try:
            if PROJECT_ID and LOCATION:
                self.genai_client = genai.Client(
                    vertexai=True,
                    project=PROJECT_ID,
                    location=LOCATION,
                )
                print(
                    f"AIModerationCog: Google GenAI Client initialized for Vertex AI project '{PROJECT_ID}' in location '{LOCATION}'."
                )
            else:
                print(
                    "AIModerationCog: PROJECT_ID or LOCATION not found in config. Google GenAI Client not initialized."
                )
        except Exception as e:
            print(
                f"AIModerationCog: Error initializing Google GenAI Client for Vertex AI: {e}"
            )

        self.last_ai_decisions = collections.deque(
            maxlen=5
        )  # Store last 5 AI decisions
        self.config_lock = CONFIG_LOCK
        # Supported image file extensions
        self.image_extensions = [
            ".jpg",
            ".jpeg",
            ".png",
            ".webp",
            ".bmp",
            ".heic",
            ".heif",
        ]  # Added heic/heif for Vertex
        # Supported animated file extensions
        self.gif_extensions = [".gif"]
        # Supported video file extensions (Vertex AI can process short video clips directly)
        self.video_extensions = [
            ".mp4",
            ".webm",
            ".mov",
            ".avi",
            ".mkv",
            ".flv",
        ]  # Expanded list
        self.backup_task = self.bot.loop.create_task(
            self.backup_infractions_periodically()
        )
        print("AIModerationCog Initialized.")

    def is_testing_mode(self, guild_id: int) -> bool:
        """Return True if testing mode is enabled for the guild."""
        return get_guild_config(guild_id, "TESTING_MODE", False)

    class QuickActionView(discord.ui.View):
        """Buttons for quick moderator actions."""

        def __init__(self, parent: "AIModerationCog", target: discord.Member):
            super().__init__(timeout=3600)
            self.parent = parent
            self.target = target
            self.message: discord.Message | None = None

        # --- Helper Modals ---
        class BanModal(discord.ui.Modal, title="Ban User"):
            reason = discord.ui.TextInput(
                label="Reason",
                placeholder="Reason for ban",
                style=discord.TextStyle.paragraph,
                required=False,
                max_length=512,
            )

            def __init__(self, view: "AIModerationCog.QuickActionView"):
                super().__init__()
                self.view = view

            async def on_submit(self, interaction: discord.Interaction):
                if not interaction.user.guild_permissions.ban_members:
                    await interaction.response.send_message(
                        "You lack permission to ban members.", ephemeral=True
                    )
                    return
                if self.view.parent.is_testing_mode(interaction.guild.id):
                    await interaction.response.send_message(
                        f"[TEST MODE] Would ban {self.view.target.mention}.",
                        ephemeral=True,
                    )
                    return
                try:
                    await self.view.target.ban(
                        reason=self.reason.value or "Escalated via mod panel"
                    )
                    await interaction.response.send_message(
                        f"Banned {self.view.target.mention}.", ephemeral=True
                    )
                except Exception as e:  # noqa: BLE001
                    await interaction.response.send_message(
                        f"Failed to ban: {e}", ephemeral=True
                    )
                self.view.disable_all_items()
                if self.view.message:
                    await self.view.message.edit(view=self.view)

        class KickModal(discord.ui.Modal, title="Kick User"):
            reason = discord.ui.TextInput(
                label="Reason",
                placeholder="Reason for kick",
                style=discord.TextStyle.paragraph,
                required=False,
                max_length=512,
            )

            def __init__(self, view: "AIModerationCog.QuickActionView"):
                super().__init__()
                self.view = view

            async def on_submit(self, interaction: discord.Interaction):
                if not interaction.user.guild_permissions.kick_members:
                    await interaction.response.send_message(
                        "You lack permission to kick members.", ephemeral=True
                    )
                    return
                if self.view.parent.is_testing_mode(interaction.guild.id):
                    await interaction.response.send_message(
                        f"[TEST MODE] Would kick {self.view.target.mention}.",
                        ephemeral=True,
                    )
                    return
                try:
                    await self.view.target.kick(
                        reason=self.reason.value or "Escalated via mod panel"
                    )
                    await interaction.response.send_message(
                        f"Kicked {self.view.target.mention}.", ephemeral=True
                    )
                except Exception as e:  # noqa: BLE001
                    await interaction.response.send_message(
                        f"Failed to kick: {e}", ephemeral=True
                    )
                self.view.disable_all_items()
                if self.view.message:
                    await self.view.message.edit(view=self.view)

        class TimeoutModal(discord.ui.Modal, title="Timeout User"):
            duration = discord.ui.TextInput(
                label="Duration",
                placeholder="e.g. 10m, 1h, 1d",
                required=True,
                max_length=10,
            )
            reason = discord.ui.TextInput(
                label="Reason",
                placeholder="Reason for timeout",
                style=discord.TextStyle.paragraph,
                required=False,
                max_length=512,
            )

            def __init__(self, view: "AIModerationCog.QuickActionView"):
                super().__init__()
                self.view = view

            @staticmethod
            def parse_duration(duration_str: str) -> datetime.timedelta | None:
                if not duration_str:
                    return None
                try:
                    amount = int("".join(filter(str.isdigit, duration_str)))
                    unit = "".join(filter(str.isalpha, duration_str)).lower()
                    if unit in {"d", "day", "days"}:
                        return datetime.timedelta(days=amount)
                    if unit in {"h", "hour", "hours"}:
                        return datetime.timedelta(hours=amount)
                    if unit in {"m", "min", "minute", "minutes"}:
                        return datetime.timedelta(minutes=amount)
                    if unit in {"s", "sec", "second", "seconds"}:
                        return datetime.timedelta(seconds=amount)
                except (ValueError, TypeError):
                    return None
                return None

            async def on_submit(self, interaction: discord.Interaction):
                if not interaction.user.guild_permissions.moderate_members:
                    await interaction.response.send_message(
                        "You lack permission to timeout members.", ephemeral=True
                    )
                    return
                if self.view.parent.is_testing_mode(interaction.guild.id):
                    await interaction.response.send_message(
                        f"[TEST MODE] Would timeout {self.view.target.mention} for {self.duration.value}.",
                        ephemeral=True,
                    )
                    return
                delta = self.parse_duration(self.duration.value)
                if not delta or delta > datetime.timedelta(days=28):
                    await interaction.response.send_message(
                        "Invalid duration. Use formats like '10m', '1h', '1d'",
                        ephemeral=True,
                    )
                    return
                try:
                    until = discord.utils.utcnow() + delta
                    await self.view.target.timeout(
                        until, reason=self.reason.value or "Escalated via mod panel"
                    )
                    await interaction.response.send_message(
                        f"Timed out {self.view.target.mention} for {self.duration.value}.",
                        ephemeral=True,
                    )
                except Exception as e:  # noqa: BLE001
                    await interaction.response.send_message(
                        f"Failed to timeout: {e}", ephemeral=True
                    )
                self.view.disable_all_items()
                if self.view.message:
                    await self.view.message.edit(view=self.view)

        @discord.ui.button(label="Escalate Ban", style=discord.ButtonStyle.danger)
        async def escalate(
            self, interaction: discord.Interaction, button: discord.ui.Button
        ):
            if not interaction.user.guild_permissions.ban_members:
                await interaction.response.send_message(
                    "You lack permission to ban members.", ephemeral=True
                )
                return
            self.message = interaction.message
            await interaction.response.send_modal(self.BanModal(self))

        @discord.ui.button(label="Kick", style=discord.ButtonStyle.primary)
        async def kick(
            self, interaction: discord.Interaction, button: discord.ui.Button
        ):
            if not interaction.user.guild_permissions.kick_members:
                await interaction.response.send_message(
                    "You lack permission to kick members.", ephemeral=True
                )
                return
            self.message = interaction.message
            await interaction.response.send_modal(self.KickModal(self))

        @discord.ui.button(label="Timeout", style=discord.ButtonStyle.secondary)
        async def timeout_action(
            self, interaction: discord.Interaction, button: discord.ui.Button
        ):
            if not interaction.user.guild_permissions.moderate_members:
                await interaction.response.send_message(
                    "You lack permission to timeout members.", ephemeral=True
                )
                return
            self.message = interaction.message
            await interaction.response.send_modal(self.TimeoutModal(self))

        @discord.ui.button(label="Ignore", style=discord.ButtonStyle.secondary)
        async def ignore(
            self, interaction: discord.Interaction, button: discord.ui.Button
        ):
            if interaction.user.guild_permissions.manage_messages:
                await interaction.message.delete()
                await interaction.response.send_message(
                    "Notification dismissed.", ephemeral=True
                )
            else:
                await interaction.response.send_message(
                    "No permission to manage messages.", ephemeral=True
                )

    async def cog_load(self):
        """Called when the cog is loaded."""
        print("AIModerationCog cog_load started.")
        if not self.genai_client:
            print("\n" + "=" * 60)
            print(
                "=== WARNING: AIModerationCog - Vertex AI Client not initialized! ==="
            )
            print("=== The Moderation Cog requires a valid Vertex AI setup. ===")
            print(
                f"=== Check PROJECT_ID and LOCATION in gurt.config and GCP authentication. ==="
            )
            print("=" * 60 + "\n")
        else:
            print("AIModerationCog: Vertex AI Client seems to be initialized.")
        print("AIModerationCog cog_load finished.")

    # _load_openrouter_models is no longer needed.

    async def cog_unload(self):
        """Clean up when the cog is unloaded."""
        # The genai.Client doesn't have an explicit close method in the same way aiohttp.ClientSession does.
        # It typically manages its own resources.
        print("AIModerationCog Unloaded.")
        if self.backup_task:
            self.backup_task.cancel()

    async def backup_infractions_periodically(self):
        """Periodically back up the infractions file."""
        await self.bot.wait_until_ready()
        while not self.bot.is_closed():
            timestamp = datetime.datetime.utcnow().strftime("%Y%m%d_%H%M%S")
            backup_path = os.path.join(
                INFRACTION_BACKUP_DIR, f"user_infractions_{timestamp}.json"
            )
            try:
                shutil.copy(USER_INFRACTIONS_PATH, backup_path)
            except Exception as e:  # noqa: BLE001
                print(f"Failed to back up infractions: {e}")
            await asyncio.sleep(24 * 60 * 60)

    async def process_image(self, attachment: discord.Attachment) -> tuple[str, bytes]:
        """
        Process an image attachment and return its base64 encoding.

        Args:
            attachment: The Discord attachment containing the image

        Returns:
            Tuple of (mime_type, image_bytes)
        """
        try:
            # Download the image
            image_bytes = await attachment.read()
            mime_type = (
                attachment.content_type or "image/jpeg"
            )  # Default to jpeg if not specified

            # Return the image bytes and mime type
            return mime_type, image_bytes
        except Exception as e:
            print(f"Error processing image: {e}")
            return None, None

    async def process_gif(self, attachment: discord.Attachment) -> tuple[str, bytes]:
        """Return the raw bytes for a GIF attachment."""
        try:
            gif_bytes = await attachment.read()
            mime_type = attachment.content_type or "image/gif"
            return mime_type, gif_bytes
        except Exception as e:
            print(f"Error processing GIF: {e}")
            return None, None

    async def process_attachment(
        self, attachment: discord.Attachment
    ) -> tuple[str, bytes, str]:
        """
        Process any attachment and return the appropriate image data.

        Args:
            attachment: The Discord attachment

        Returns:
            Tuple of (mime_type, image_bytes, attachment_type)
            attachment_type is one of: 'image', 'gif', 'video', or None if unsupported
        """
        if not attachment:
            return None, None, None

        # Get the file extension
        filename = attachment.filename.lower()
        _, ext = os.path.splitext(filename)

        # Process based on file type
        if ext in self.image_extensions:
            mime_type, image_bytes = await self.process_image(attachment)
            return mime_type, image_bytes, "image"
        elif ext in self.gif_extensions:
            mime_type, image_bytes = await self.process_gif(attachment)
            return mime_type, image_bytes, "gif"
        elif ext in self.video_extensions:
            mime_type, image_bytes = await self.process_video(attachment)
            return mime_type, image_bytes, "video"
        else:
            print(f"Unsupported file type: {ext}")
            return None, None, None

    async def process_video(self, attachment: discord.Attachment) -> tuple[str, bytes]:
        """Return the raw bytes for a video attachment."""
        try:
            video_bytes = await attachment.read()
            mime_type = attachment.content_type or "video/mp4"
            return mime_type, video_bytes
        except Exception as e:
            print(f"Error processing video: {e}")
            return None, None

    async def process_url_attachment(self, url: str) -> tuple[str, bytes, str, str]:
        """Fetch an attachment from a direct link."""
        import aiohttp

        try:
            cleaned_url = url.strip("<>")
            filename = cleaned_url.split("/")[-1].split("?")[0]
            _, ext = os.path.splitext(filename.lower())
            if ext in self.image_extensions:
                attachment_type = "image"
            elif ext in self.gif_extensions:
                attachment_type = "gif"
            elif ext in self.video_extensions:
                attachment_type = "video"
            else:
                return None, None, None, None

            async with aiohttp.ClientSession() as session:
                async with session.get(cleaned_url) as resp:
                    if resp.status != 200:
                        print(
                            f"Failed to fetch URL attachment {cleaned_url}: {resp.status}"
                        )
                        return None, None, None, None
                    data = await resp.read()
                    mime_type = resp.headers.get(
                        "Content-Type", f"image/{ext.lstrip('.')}"
                    )
                    return mime_type, data, attachment_type, filename
        except Exception as e:
            print(f"Error processing URL attachment {url}: {e}")
            return None, None, None, None

    def extract_direct_attachment_urls(self, text: str) -> List[str]:
        """Return a list of direct image/video URLs found in the text."""

        urls = re.findall(r"https?://\S+", text or "")
        allowed_exts = (
            self.image_extensions + self.gif_extensions + self.video_extensions
        )
        results = []
        for u in urls:
            cleaned = u.strip("<>")
            path = cleaned.split("?")[0]
            _, ext = os.path.splitext(path.lower())
            if ext in allowed_exts:
                results.append(cleaned)
        return results

    # --- AI Moderation Command Group ---
    aimod_group = app_commands.Group(
        name="aimod", description="AI Moderation commands."
    )
    config_subgroup = app_commands.Group(
        name="config",
        description="Configure AI moderation settings.",
        parent=aimod_group,
    )
    infractions_subgroup = app_commands.Group(
        name="infractions", description="Manage user infractions.", parent=aimod_group
    )
    appeal_subgroup = app_commands.Group(
        name="appeal", description="Appeal AI moderation actions.", parent=aimod_group
    )
    model_subgroup = app_commands.Group(
        name="model",
        description="Manage the AI model for moderation.",
        parent=aimod_group,
    )
    debug_subgroup = app_commands.Group(
        name="debug",
        description="Debugging commands for AI moderation.",
        parent=aimod_group,
    )

    @aimod_group.command(
        name="sync",
        description="Reload AI moderation configuration and infractions from disk.",
    )
    @app_commands.checks.has_permissions(administrator=True)
    async def aimod_sync(self, interaction: discord.Interaction):
        """Reload configuration files from disk."""
        try:
            async with aiofiles.open(GUILD_CONFIG_PATH, "r", encoding="utf-8") as f:
                data = await f.read()
                async with CONFIG_LOCK:
                    global GUILD_CONFIG
                    GUILD_CONFIG = json.loads(data)
            async with aiofiles.open(
                USER_INFRACTIONS_PATH, "r", encoding="utf-8"
            ) as f2:
                data2 = await f2.read()
                async with CONFIG_LOCK:
                    global USER_INFRACTIONS
                    USER_INFRACTIONS = json.loads(data2)
            await interaction.response.send_message(
                "Configuration synced from disk.", ephemeral=True
            )
        except Exception as e:  # noqa: BLE001
            await interaction.response.send_message(
                f"Failed to reload configuration: {e}", ephemeral=True
            )

    @config_subgroup.command(
        name="log_channel", description="Set the moderation log channel."
    )
    @app_commands.describe(channel="The text channel to use for moderation logs.")
    @app_commands.checks.has_permissions(administrator=True)
    async def modset_log_channel(
        self, interaction: discord.Interaction, channel: discord.TextChannel
    ):
        await set_guild_config(interaction.guild.id, "MOD_LOG_CHANNEL_ID", channel.id)
        await interaction.response.send_message(
            f"Moderation log channel set to {channel.mention}.", ephemeral=False
        )

    @config_subgroup.command(
        name="suggestions_channel", description="Set the suggestions channel."
    )
    @app_commands.describe(channel="The text channel to use for suggestions.")
    @app_commands.checks.has_permissions(administrator=True)
    async def modset_suggestions_channel(
        self, interaction: discord.Interaction, channel: discord.TextChannel
    ):
        await set_guild_config(
            interaction.guild.id, "SUGGESTIONS_CHANNEL_ID", channel.id
        )
        await interaction.response.send_message(
            f"Suggestions channel set to {channel.mention}.", ephemeral=False
        )

    @config_subgroup.command(
        name="moderator_role", description="Set the moderator role."
    )
    @app_commands.describe(role="The role that identifies moderators.")
    @app_commands.checks.has_permissions(administrator=True)
    async def modset_moderator_role(
        self, interaction: discord.Interaction, role: discord.Role
    ):
        await set_guild_config(interaction.guild.id, "MODERATOR_ROLE_ID", role.id)
        await interaction.response.send_message(
            f"Moderator role set to {role.mention}.", ephemeral=False
        )

    @config_subgroup.command(
        name="suicidal_ping_role",
        description="Set the role to ping for suicidal content.",
    )
    @app_commands.describe(role="The role to ping for urgent suicidal content alerts.")
    @app_commands.checks.has_permissions(administrator=True)
    async def modset_suicidal_ping_role(
        self, interaction: discord.Interaction, role: discord.Role
    ):
        await set_guild_config(interaction.guild.id, "SUICIDAL_PING_ROLE_ID", role.id)
        await interaction.response.send_message(
            f"Suicidal content ping role set to {role.mention}.", ephemeral=False
        )

    @config_subgroup.command(
        name="add_nsfw_channel",
        description="Add a channel to the list of NSFW channels.",
    )
    @app_commands.describe(channel="The text channel to mark as NSFW for the bot.")
    @app_commands.checks.has_permissions(administrator=True)
    async def modset_add_nsfw_channel(
        self, interaction: discord.Interaction, channel: discord.TextChannel
    ):
        guild_id = interaction.guild.id
        nsfw_channels: list[int] = get_guild_config(guild_id, "NSFW_CHANNEL_IDS", [])
        if channel.id not in nsfw_channels:
            nsfw_channels.append(channel.id)
            await set_guild_config(guild_id, "NSFW_CHANNEL_IDS", nsfw_channels)
            await interaction.response.send_message(
                f"{channel.mention} added to NSFW channels list.", ephemeral=False
            )
        else:
            await interaction.response.send_message(
                f"{channel.mention} is already in the NSFW channels list.",
                ephemeral=True,
            )

    @config_subgroup.command(
        name="remove_nsfw_channel",
        description="Remove a channel from the list of NSFW channels.",
    )
    @app_commands.describe(channel="The text channel to remove from the NSFW list.")
    @app_commands.checks.has_permissions(administrator=True)
    async def modset_remove_nsfw_channel(
        self, interaction: discord.Interaction, channel: discord.TextChannel
    ):
        guild_id = interaction.guild.id
        nsfw_channels: list[int] = get_guild_config(guild_id, "NSFW_CHANNEL_IDS", [])
        if channel.id in nsfw_channels:
            nsfw_channels.remove(channel.id)
            await set_guild_config(guild_id, "NSFW_CHANNEL_IDS", nsfw_channels)
            await interaction.response.send_message(
                f"{channel.mention} removed from NSFW channels list.", ephemeral=False
            )
        else:
            await interaction.response.send_message(
                f"{channel.mention} is not in the NSFW channels list.", ephemeral=True
            )

    @config_subgroup.command(
        name="list_nsfw_channels",
        description="List currently configured NSFW channels.",
    )
    @app_commands.checks.has_permissions(administrator=True)
    async def modset_list_nsfw_channels(self, interaction: discord.Interaction):
        guild_id = interaction.guild.id
        nsfw_channel_ids: list[int] = get_guild_config(guild_id, "NSFW_CHANNEL_IDS", [])
        if not nsfw_channel_ids:
            await interaction.response.send_message(
                "No NSFW channels are currently configured.", ephemeral=False
            )
            return

        channel_mentions = []
        for channel_id in nsfw_channel_ids:
            channel_obj = interaction.guild.get_channel(channel_id)
            if channel_obj:
                channel_mentions.append(channel_obj.mention)
            else:
                channel_mentions.append(f"ID:{channel_id} (not found)")

        await interaction.response.send_message(
            f"Configured NSFW channels:\n- " + "\n- ".join(channel_mentions),
            ephemeral=False,
        )

    # Note: The @app_commands.command(name="modenable", ...) and other commands like
    # viewinfractions, clearinfractions, modsetmodel, modgetmodel remain as top-level commands
    # as they were not part of the original "modset" generic command structure.
    # If these also need to be grouped, that would be a separate consideration.

    @config_subgroup.command(
        name="enable",
        description="Enable or disable moderation for this guild (admin only).",
    )
    @app_commands.describe(enabled="Enable moderation (true/false)")
    async def modenable(self, interaction: discord.Interaction, enabled: bool):
        if not interaction.user.guild_permissions.administrator:
            await interaction.response.send_message(
                "You must be an administrator to use this command.", ephemeral=False
            )
            return
        await set_guild_config(interaction.guild.id, "ENABLED", enabled)
        await interaction.response.send_message(
            f"Moderation is now {'enabled' if enabled else 'disabled'} for this guild.",
            ephemeral=False,
        )

    @config_subgroup.command(
        name="event_mode",
        description="Toggle temporary event mode for this guild.",
    )
    @app_commands.describe(enabled="Enable event mode (true/false)")
    async def event_mode(self, interaction: discord.Interaction, enabled: bool):
        if not interaction.user.guild_permissions.administrator:
            await interaction.response.send_message(
                "You must be an administrator to use this command.", ephemeral=False
            )
            return
        await set_guild_config(interaction.guild.id, "EVENT_MODE", enabled)

        await interaction.response.send_message(
            f"Event mode is now {'enabled' if enabled else 'disabled'}.",
            ephemeral=False,
        )

    @config_subgroup.command(
        name="testing_mode",
        description="Enable or disable testing mode (no actions are taken).",
    )
    @app_commands.describe(enabled="Enable testing mode (true/false)")
    async def testing_mode(self, interaction: discord.Interaction, enabled: bool):
        if not interaction.user.guild_permissions.administrator:
            await interaction.response.send_message(
                "You must be an administrator to use this command.", ephemeral=False
            )
            return
        await set_guild_config(interaction.guild.id, "TESTING_MODE", enabled)
        await interaction.response.send_message(
            f"Testing mode is now {'enabled' if enabled else 'disabled'}.",
            ephemeral=False,
        )

    @config_subgroup.command(
        name="update_rules",
        description="Update server rules from the specified channel.",
    )
    @app_commands.describe(channel="The channel containing the server rules.")
    @app_commands.checks.has_permissions(administrator=True)
    async def update_rules(
        self, interaction: discord.Interaction, channel: discord.TextChannel
    ) -> None:
        """Pull the server rules from a channel and update the global config."""
        messages = []
        async for msg in channel.history(
            limit=MAX_RULE_MESSAGES + 1, oldest_first=True
        ):
            if msg.content:
                messages.append(msg.content)
            if len(messages) > MAX_RULE_MESSAGES:
                await interaction.response.send_message(
                    f"Channel has more than {MAX_RULE_MESSAGES} messages."
                    " Please consolidate your rules into fewer messages.",
                    ephemeral=True,
                )
                return

        if not messages:
            await interaction.response.send_message(
                "No messages found in that channel.", ephemeral=True
            )
            return

        rules_text = "\n\n".join(messages).strip()
        aimod_config_module.SERVER_RULES = rules_text
        await interaction.response.send_message(
            f"Server rules updated from {channel.mention}.", ephemeral=False
        )

    @config_subgroup.command(
        name="reset_rules",
        description="Reset server rules to the default hardcoded version.",
    )
    @app_commands.checks.has_permissions(administrator=True)
    async def reset_rules(self, interaction: discord.Interaction) -> None:
        """Reset the server rules to the default string."""
        aimod_config_module.SERVER_RULES = aimod_config_module.DEFAULT_SERVER_RULES
        await interaction.response.send_message(
            "Server rules have been reset to the default.", ephemeral=False
        )

    @config_subgroup.command(
        name="update_instructions",
        description="Update moderation instructions from the specified channel.",
    )
    @app_commands.describe(
        channel="The channel containing the moderation instructions."
    )
    @app_commands.checks.has_permissions(administrator=True)
    async def update_instructions(
        self, interaction: discord.Interaction, channel: discord.TextChannel
    ) -> None:
        """Pull moderation instructions from a channel and update the global config."""
        messages = []
        async for msg in channel.history(
            limit=MAX_RULE_MESSAGES + 1, oldest_first=True
        ):
            if msg.content:
                messages.append(msg.content)
            if len(messages) > MAX_RULE_MESSAGES:
                await interaction.response.send_message(
                    f"Channel has more than {MAX_RULE_MESSAGES} messages."
                    " Please consolidate your instructions into fewer messages.",
                    ephemeral=True,
                )
                return

        if not messages:
            await interaction.response.send_message(
                "No messages found in that channel.", ephemeral=True
            )
            return

        instructions_text = "\n\n".join(messages).strip()
        aimod_config_module.MODERATION_INSTRUCTIONS = instructions_text
        await interaction.response.send_message(
            f"Moderation instructions updated from {channel.mention}.", ephemeral=False
        )

    @config_subgroup.command(
        name="reset_instructions",
        description="Reset moderation instructions to the default version.",
    )
    @app_commands.checks.has_permissions(administrator=True)
    async def reset_instructions(self, interaction: discord.Interaction) -> None:
        """Reset moderation instructions to the default string."""
        aimod_config_module.MODERATION_INSTRUCTIONS = (
            aimod_config_module.DEFAULT_MODERATION_INSTRUCTIONS
        )
        await interaction.response.send_message(
            "Moderation instructions have been reset to the default.", ephemeral=False
        )

    @infractions_subgroup.command(
        name="view",
        description="View a user's AI moderation infraction history (mod/admin only).",
    )
    @app_commands.describe(user="The user to view infractions for")
    async def viewinfractions(
        self, interaction: discord.Interaction, user: discord.Member
    ):
        # Check if user has permission (admin or moderator role)
        moderator_role_id = get_guild_config(interaction.guild.id, "MODERATOR_ROLE_ID")
        moderator_role = (
            interaction.guild.get_role(moderator_role_id) if moderator_role_id else None
        )

        has_permission = interaction.user.guild_permissions.administrator or (
            moderator_role and moderator_role in interaction.user.roles
        )

        if not has_permission:
            await interaction.response.send_message(
                "You must be an administrator or have the moderator role to use this command.",
                ephemeral=True,
            )
            return

        # Get the user's infraction history
        infractions = get_user_infraction_history(interaction.guild.id, user.id)

        if not infractions:
            await interaction.response.send_message(
                f"{user.mention} has no recorded infractions.", ephemeral=False
            )
            return

        # Create an embed to display the infractions
        embed = discord.Embed(
            title=f"Infraction History for {user.display_name}",
            description=f"User ID: {user.id}",
            color=discord.Color.orange(),
        )

        # Add each infraction to the embed
        for i, infraction in enumerate(infractions, 1):
            timestamp = infraction.get("timestamp", "Unknown date")[:19].replace(
                "T", " "
            )  # Format ISO timestamp
            rule = infraction.get("rule_violated", "Unknown rule")
            action = infraction.get("action_taken", "Unknown action")
            reason = infraction.get("reasoning", "No reason provided")

            # Truncate reason if it's too long
            if len(reason) > 200:
                reason = reason[:197] + "..."

            embed.add_field(
                name=f"Infraction #{i} - {timestamp}",
                value=f"**Rule Violated:** {rule}\n**Action Taken:** {action}\n**Reason:** {reason}",
                inline=False,
            )

        embed.set_footer(text=f"Total infractions: {len(infractions)}")
        embed.timestamp = discord.utils.utcnow()

        await interaction.response.send_message(embed=embed, ephemeral=False)

    @appeal_subgroup.command(
        name="human_review",
        description="Request a human moderator to review your case.",
    )
    @app_commands.describe(
        reason="Explain why you want a human to review the AI decision",
        guild_id="If using in DMs, provide the server ID",
    )
    async def appeal_human_review(
        self,
        interaction: discord.Interaction,
        reason: str,
        guild_id: int | None = None,
    ):
        """Let a user request a manual moderator review."""
        guild = interaction.guild or (
            self.bot.get_guild(guild_id) if guild_id else None
        )
        if not guild:
            await interaction.response.send_message(
                "Invalid or missing guild ID.", ephemeral=True
            )
            return

        log_channel_id = get_guild_config(guild.id, "MOD_LOG_CHANNEL_ID")
        log_channel = self.bot.get_channel(log_channel_id) if log_channel_id else None
        if not log_channel:
            await interaction.response.send_message(
                "Appeals are not enabled for this server.", ephemeral=True
            )
            return

        timestamp = datetime.datetime.utcnow().isoformat()
        await add_user_appeal(
            guild.id, interaction.user.id, "HUMAN_REVIEW", reason, timestamp, ""
        )

        embed = discord.Embed(
            title="Human Review Requested", color=discord.Color.orange()
        )
        embed.add_field(
            name="User",
            value=f"{interaction.user} ({interaction.user.id})",
            inline=False,
        )
        embed.add_field(name="Request", value=reason, inline=False)
        embed.timestamp = discord.utils.utcnow()
        await log_channel.send(embed=embed)

        await interaction.response.send_message(
            "Your request for a human review has been sent.", ephemeral=True
        )

    @infractions_subgroup.command(
        name="clear",
        description="Clear a user's AI moderation infraction history (admin only).",
    )
    @app_commands.describe(user="The user to clear infractions for")
    async def clearinfractions(
        self, interaction: discord.Interaction, user: discord.Member
    ):
        # Check if user has administrator permission
        if not interaction.user.guild_permissions.administrator:
            await interaction.response.send_message(
                "You must be an administrator to use this command.", ephemeral=True
            )
            return

        # Get the user's infraction history
        key = f"{interaction.guild.id}_{user.id}"
        infractions = USER_INFRACTIONS.get(key, [])

        if not infractions:
            await interaction.response.send_message(
                f"{user.mention} has no recorded infractions to clear.", ephemeral=False
            )
            return

        # Clear the user's infractions
        USER_INFRACTIONS[key] = []
        await save_user_infractions()

        await interaction.response.send_message(
            f"Cleared {len(infractions)} infraction(s) for {user.mention}.",
            ephemeral=False,
        )

    @infractions_subgroup.command(
        name="leaderboard",
        description="Show users with the fewest infractions.",
    )
    async def leaderboard(self, interaction: discord.Interaction):
        guild_id = interaction.guild.id
        counts = {}
        for key, infractions in USER_INFRACTIONS.items():
            if key.startswith(f"{guild_id}_"):
                uid = int(key.split("_", 1)[1])
                counts[uid] = len(infractions)
        if not counts:
            await interaction.response.send_message(
                "No infractions recorded for this guild.", ephemeral=True
            )
            return
        sorted_users = sorted(counts.items(), key=lambda x: x[1])[:5]
        lines = []
        for uid, count in sorted_users:
            member = interaction.guild.get_member(uid)
            name = member.display_name if member else f"ID:{uid}"
            lines.append(f"**{name}** - {count} infractions")
        embed = discord.Embed(
            title="Best Behavior Leaderboard",
            description="\n".join(lines),
            color=discord.Color.green(),
        )
        await interaction.response.send_message(embed=embed, ephemeral=False)

    @infractions_subgroup.command(
        name="restore",
        description="Restore infractions from the latest backup (admin only).",
    )
    @app_commands.checks.has_permissions(administrator=True)
    async def restore_infractions(self, interaction: discord.Interaction):
        backups = sorted(os.listdir(INFRACTION_BACKUP_DIR))
        if not backups:
            await interaction.response.send_message("No backups found.", ephemeral=True)
            return
        latest = os.path.join(INFRACTION_BACKUP_DIR, backups[-1])
        try:
            shutil.copy(latest, USER_INFRACTIONS_PATH)
            async with aiofiles.open(USER_INFRACTIONS_PATH, "r", encoding="utf-8") as f:
                data = await f.read()
                async with CONFIG_LOCK:
                    global USER_INFRACTIONS
                    USER_INFRACTIONS = json.loads(data)
            await interaction.response.send_message(
                f"Infractions restored from {backups[-1]}", ephemeral=False
            )
        except Exception as e:  # noqa: BLE001
            await interaction.response.send_message(
                f"Failed to restore infractions: {e}", ephemeral=True
            )

    @appeal_subgroup.command(name="submit", description="Submit a moderation appeal.")
    @app_commands.describe(
        action="The action you are appealing",
        reason="Explain why you believe the action was incorrect",
        guild_id="If using in DMs, provide the server ID",
        message_id="ID of the moderated message you are appealing (optional)",
    )
    async def appeal_submit(
        self,
        interaction: discord.Interaction,
        action: str,
        reason: str,
        guild_id: int | None = None,
        message_id: int | None = None,
    ):
        guild = interaction.guild or (
            self.bot.get_guild(guild_id) if guild_id else None
        )
        if not guild:
            await interaction.response.send_message(
                "Invalid or missing guild ID.", ephemeral=True
            )
            return

        log_channel_id = get_guild_config(guild.id, "MOD_LOG_CHANNEL_ID")
        log_channel = self.bot.get_channel(log_channel_id) if log_channel_id else None
        if not log_channel:
            await interaction.response.send_message(
                "Appeals are not enabled for this server.", ephemeral=True
            )
            return

        infractions = get_user_infraction_history(guild.id, interaction.user.id)
        target_infraction = None
        if message_id:
            for infr in infractions[::-1]:
                if infr.get("message_id") == message_id:
                    target_infraction = infr
                    break
        if not target_infraction and infractions:
            target_infraction = infractions[-1]

        ai_review = await self.run_appeal_ai(
            guild,
            interaction.user,
            action,
            reason,
            target_infraction,
        )
        timestamp = datetime.datetime.utcnow().isoformat()
        ref = target_infraction.get("message_id") if target_infraction else None
        await add_user_appeal(
            guild.id,
            interaction.user.id,
            action,
            reason,
            timestamp,
            ai_review,
            str(ref) if ref else None,
        )

        embed = discord.Embed(title="New Appeal", color=discord.Color.blue())
        embed.add_field(
            name="User",
            value=f"{interaction.user} ({interaction.user.id})",
            inline=False,
        )
        embed.add_field(name="Action", value=action, inline=False)
        if ref:
            embed.add_field(name="Infraction", value=f"Message ID: {ref}", inline=False)
            msg_snip = (
                target_infraction.get("message_content") if target_infraction else None
            )
            if msg_snip:
                embed.add_field(
                    name="Message Snippet",
                    value=f"`{msg_snip}`",
                    inline=False,
                )
            attachments = (
                target_infraction.get("attachments") if target_infraction else None
            )
            if attachments:
                attach_text = "\n".join(attachments)
                if len(attach_text) > 1024:
                    attach_text = attach_text[:1021] + "..."
                embed.add_field(
                    name="Attachments",
                    value=attach_text,
                    inline=False,
                )
        embed.add_field(name="Appeal", value=reason, inline=False)
        embed.add_field(name="AI Review", value=ai_review[:1000], inline=False)
        embed.timestamp = discord.utils.utcnow()
        await log_channel.send(embed=embed)

        await interaction.response.send_message(
            "Your appeal has been submitted.", ephemeral=True
        )

    @appeal_subgroup.command(
        name="list", description="View a user's appeals (mods only)."
    )
    @app_commands.describe(user="The user to view appeals for")
    async def appeal_list(self, interaction: discord.Interaction, user: discord.Member):
        moderator_role_id = get_guild_config(interaction.guild.id, "MODERATOR_ROLE_ID")
        moderator_role = (
            interaction.guild.get_role(moderator_role_id) if moderator_role_id else None
        )
        has_permission = interaction.user.guild_permissions.administrator or (
            moderator_role and moderator_role in interaction.user.roles
        )
        if not has_permission:
            await interaction.response.send_message(
                "You must be an administrator or have the moderator role to use this command.",
                ephemeral=True,
            )
            return

        appeals = get_user_appeals(interaction.guild.id, user.id)
        history = get_user_infraction_history(interaction.guild.id, user.id)
        if not appeals:
            await interaction.response.send_message(
                f"{user.mention} has no appeals.", ephemeral=False
            )
            return

        embed = discord.Embed(
            title=f"Appeals for {user.display_name}", color=discord.Color.blue()
        )
        for i, appeal in enumerate(appeals, 1):
            ts = appeal.get("timestamp", "?")[:19].replace("T", " ")
            summary = appeal.get("appeal_text", "")
            ai_sum = appeal.get("ai_review", "")
            if len(summary) > 150:
                summary = summary[:147] + "..."
            if len(ai_sum) > 150:
                ai_sum = ai_sum[:147] + "..."
            value = f"Action: {appeal.get('action')}\nReason: {summary}\nAI: {ai_sum}"
            ref = appeal.get("infraction_reference")
            if ref:
                value = f"Infraction: {ref}\n" + value
                for infr in history:
                    if str(infr.get("message_id")) == str(ref):
                        msg_snip = infr.get("message_content")
                        if msg_snip:
                            value += f"\nSnippet: {msg_snip}"
                        attachments = infr.get("attachments")
                        if attachments:
                            attach_txt = ", ".join(attachments)
                            if len(attach_txt) > 200:
                                attach_txt = attach_txt[:197] + "..."
                            value += f"\nAttachments: {attach_txt}"
                        reason = infr.get("reasoning")
                        if reason:
                            if len(reason) > 150:
                                reason = reason[:147] + "..."
                            value += f"\nAI Reasoning: {reason}"
                        break
            embed.add_field(name=f"Appeal #{i} - {ts}", value=value, inline=False)
        await interaction.response.send_message(embed=embed, ephemeral=False)

    @appeal_subgroup.command(
        name="testcases",
        description="Run sample appeals through the AI review system (admin only).",
    )
    async def appeal_testcases(self, interaction: discord.Interaction):
        """Run a few hardcoded appeal scenarios through the AI with context."""
        if not interaction.user.guild_permissions.administrator:
            await interaction.response.send_message(
                "You must be an administrator to use this command.",
                ephemeral=True,
            )
            return

        await interaction.response.defer(thinking=True, ephemeral=True)

        scenarios = [
            ("WARN", "I was excited and sent many messages quickly."),
            ("MUTE", "I only quoted a meme and it was taken as harassment."),
            ("BAN", "I posted NSFW art but believed it was allowed."),
        ]
        results: list[tuple[str, str]] = []
        for idx, (action, text) in enumerate(scenarios, 1):
            dummy_infraction = {
                "message_id": 1000 + idx,
                "channel_id": interaction.channel.id,
                "message_content": f"Example offending message {idx}",
                "attachments": [],
                "reasoning": "Automated moderation reasoning sample",
            }
            result = await self.run_appeal_ai(
                interaction.guild, interaction.user, action, text, dummy_infraction
            )
            results.append((action, result))

        embed = discord.Embed(
            title="Appeal AI Test Results", color=discord.Color.green()
        )
        for action, result in results:
            field_text = result if result else "No response"
            if len(field_text) > 1000:
                field_text = field_text[:997] + "..."
            embed.add_field(name=action, value=field_text, inline=False)

        await interaction.followup.send(embed=embed, ephemeral=True)

    @model_subgroup.command(
        name="set", description="Change the AI model used for moderation (admin only)."
    )
    @app_commands.describe(
        model="The Vertex AI model to use (e.g., 'gemini-1.5-flash-001', 'gemini-1.0-pro')"
    )
    async def modsetmodel(self, interaction: discord.Interaction, model: str):
        # Check if user has administrator permission
        if not interaction.user.guild_permissions.administrator:
            await interaction.response.send_message(
                "You must be an administrator to use this command.", ephemeral=True
            )
            return

        # Validate the model name (basic validation for Vertex AI)
        # Vertex AI models usually don't have "/" like OpenRouter, but can have "-" and numbers.
        # Example: gemini-1.5-flash-001
        if not model or len(model) < 5:  # Basic check
            await interaction.response.send_message(
                "Invalid model format. Please provide a valid Vertex AI model ID (e.g., 'gemini-1.5-flash-001').",
                ephemeral=False,
            )
            return

        # Save the model to guild configuration
        guild_id = interaction.guild.id
        await set_guild_config(guild_id, "AI_MODEL", model)

        # Note: There's no global model variable to update here like OPENROUTER_MODEL.
        # The cog will use the guild-specific config or the DEFAULT_VERTEX_AI_MODEL.

        await interaction.response.send_message(
            f"AI moderation model updated to `{model}` for this guild.", ephemeral=False
        )

    # @modsetmodel.autocomplete('model') # Autocomplete removed as OpenRouter models are not used.
    # async def modsetmodel_autocomplete(...): # This function is now removed.

    @model_subgroup.command(
        name="get", description="View the current AI model used for moderation."
    )
    async def modgetmodel(self, interaction: discord.Interaction):
        # Get the model from guild config, fall back to global default
        guild_id = interaction.guild.id
        model_used = get_guild_config(guild_id, "AI_MODEL", DEFAULT_VERTEX_AI_MODEL)

        # Create an embed to display the model information
        embed = discord.Embed(
            title="AI Moderation Model",
            description=f"The current AI model used for moderation in this server is:",
            color=discord.Color.blue(),
        )
        embed.add_field(name="Model In Use", value=f"`{model_used}`", inline=False)
        embed.add_field(
            name="Default Model", value=f"`{DEFAULT_VERTEX_AI_MODEL}`", inline=False
        )
        embed.set_footer(text="Use /aimod model set to change the model")

        await interaction.response.send_message(embed=embed, ephemeral=False)

    # --- Helper Function to Safely Extract Text from Vertex AI Response ---
    def _get_response_text(
        self, response: Optional[types.GenerateContentResponse]
    ) -> Optional[str]:
        """
        Safely extracts the text content from the first text part of a GenerateContentResponse.
        Handles potential errors and lack of text parts gracefully.
        (Adapted from teto_cog.py)
        """
        if not response:
            print("[AIModerationCog._get_response_text] Received None response object.")
            return None

        if (
            hasattr(response, "text") and response.text
        ):  # Some simpler responses might have .text directly
            print(
                "[AIModerationCog._get_response_text] Found text directly in response.text attribute."
            )
            return response.text

        if not response.candidates:
            print(
                f"[AIModerationCog._get_response_text] Response object has no candidates. Response: {response}"
            )
            return None

        try:
            candidate = response.candidates[0]
            if not hasattr(candidate, "content") or not candidate.content:
                print(
                    f"[AIModerationCog._get_response_text] Candidate 0 has no 'content'. Candidate: {candidate}"
                )
                return None
            if not hasattr(candidate.content, "parts") or not candidate.content.parts:
                print(
                    f"[AIModerationCog._get_response_text] Candidate 0 content has no 'parts' or parts list is empty. types.Content: {candidate.content}"
                )
                return None

            for i, part in enumerate(candidate.content.parts):
                if hasattr(part, "text") and part.text is not None:
                    if isinstance(part.text, str) and part.text.strip():
                        print(
                            f"[AIModerationCog._get_response_text] Found non-empty text in part {i}."
                        )
                        return part.text
                    else:
                        print(
                            f"[AIModerationCog._get_response_text] types.Part {i} has 'text' attribute, but it's empty or not a string: {part.text!r}"
                        )
            print(
                f"[AIModerationCog._get_response_text] No usable text part found in candidate 0 after iterating through all parts."
            )
            return None

        except (AttributeError, IndexError, TypeError) as e:
            print(
                f"[AIModerationCog._get_response_text] Error accessing response structure: {type(e).__name__}: {e}"
            )
            print(f"Problematic response object: {response}")
            return None
        except Exception as e:
            print(
                f"[AIModerationCog._get_response_text] Unexpected error extracting text: {e}"
            )
            print(f"Response object during error: {response}")
            return None

    async def query_vertex_ai(
        self,
        message: discord.Message,
        message_content: str,
        user_history: str,
        image_data_list: Optional[List[Tuple[str, bytes, str, str]]] = None,
    ):
        """
        Sends the message content, user history, and additional context to Google Vertex AI for analysis.
        Optionally includes image data for visual content moderation.

        Args:
            message: The original discord.Message object.
            message_content: The text content of the message.
            user_history: A string summarizing the user's past infractions.
            image_data_list: Optional list of tuples (mime_type, image_bytes, attachment_type, filename) for image moderation.

        Returns:
            A dictionary containing the AI's decision, or None if an error occurs.
        """
        print(
            f"query_vertex_ai called. Vertex AI client available: {self.genai_client is not None}"
        )
        if not self.genai_client:
            print("Error: Vertex AI Client is not available. Cannot query API.")
            return None

        # Construct the prompt for the AI model (system prompt is largely the same)
        system_prompt_text = (
            "You are an AI moderation assistant for a Discord server.\n"
            "Your primary function is to analyze message content and attached media based STRICTLY on the server rules provided below, using all available context.\n\n"
            "Server Rules:\n"
            "---\n"
            f"{SERVER_RULES}\n"
            "---\n\n"
            "Context Provided:\n"
            "        You will receive the following information to aid your analysis:\n"
            '- User\'s Server Role: (e.g., "Server Owner", "Admin", "Moderator", "Member").\n'
            "- Channel Category: The name of the category the channel belongs to.\n"
            "- Channel Age-Restricted/NSFW (Discord Setting): Boolean (true/false).\n"
            "- Replied-to Message: If the current message is a reply, the content of the original message will be provided. This is crucial for understanding direct interactions.\n"
            "- Recent Channel History: The last few messages in the channel to understand the flow of conversation.\n"
            "        - Attached Media: If the message contains image, GIF, or video attachments, they will be provided directly in the content array for analysis.\n\n"
            "Instructions:\n"
            '1. Review the "Message Content" and any attached media against EACH rule, considering ALL provided context (User Role, Channel Info, Replied-to Message, Recent Channel History).\n'
            '   - The "Channel Age-Restricted/NSFW (Discord Setting)" is the definitive indicator for NSFW content by Discord.\n'
            '   - The "Channel Category" provides general context.\n'
            '   - **"Replied-to Message" and "Recent Channel History" are vital for understanding banter, jokes, and ongoing discussions. A statement that seems offensive in isolation might be acceptable within the flow of conversation or as a direct reply.**\n'
            "   - If images, GIFs, or videos are attached, analyze ALL of them for rule violations.\n"
            "   - Pay special attention to images that may contain NSFW content, pornography, gore, or other prohibited visual content.\n"
            "   - **Do not attempt to guess or estimate the ages of characters or people in images.** Only act on explicit textual context indicating they are minors.\n"
            "   - If multiple attachments are present, a violation in ANY of them should be flagged.\n"
            f"{aimod_config_module.MODERATION_INSTRUCTIONS}\n"
            "3. Respond ONLY with a single JSON object containing the following keys:\n"
            '    - "reasoning": string (A concise explanation for your decision, referencing the specific rule and content).\n'
            '    - "violation": boolean (true if any rule is violated, false otherwise)\n'
            '    - "rule_violated": string (The number of the rule violated, e.g., "1", "5A", "None". If multiple rules are violated, state the MOST SEVERE one, prioritizing 5 > 5A > 3 > 2 > 1. Ignore any rules about AI-generated pornography.)\n'
            '    - "action": string (Suggest ONE action from: "IGNORE", "WARN", "DELETE", "TIMEOUT_SHORT", "TIMEOUT_MEDIUM", "TIMEOUT_LONG", "KICK", "BAN", "NOTIFY_MODS", "SUICIDAL".\n'
            '    - "notify_mods_message": optional string (If the suggested action is "NOTIFY_MODS", provide an optional brief message here for the moderators, e.g., "User\'s message is slightly ambiguous, human review needed.").\n'
            "       Consider the user's infraction history. If the user has prior infractions for similar or escalating behavior, suggest a more severe action than if it were a first-time offense for a minor rule.\n"
            "       Progressive Discipline Guide (unless overridden by severity):\n"
            '         - First minor offense: "WARN" (and "DELETE" if content is removable like Rule 1/4).\n'
            '         - Second minor offense / First moderate offense: "TIMEOUT_SHORT" (e.g., 10 minutes).\n'
            '       - Repeated moderate offenses: "TIMEOUT_MEDIUM" (e.g., 1 hour).\n'
            '       - Multiple/severe offenses: "TIMEOUT_LONG" (e.g., 1 day), "KICK", or "BAN".\n'
            '      - Use "BAN" on a user\'s **first infraction only in extremely severe cases** such as posting gore or unmistakable real-life CSAM involving minors. If the content appears animated or ambiguous, do **not** immediately ban; a timeout or moderator review is more appropriate.\n'
            "      Spamming:\n"
            '        - If a user continuously sends very long messages that are off-topic, repetitive, or appear to be meaningless spam (e.g., character floods, nonsensical text), suggest "TIMEOUT_MEDIUM" or "TIMEOUT_LONG" depending on severity and history, even if the content itself doesn\'t violate other specific rules. This is to maintain chat readability.\n'
            "       Rule Severity Guidelines (use your judgment):\n"
            "         - Consider the severity of each rule violation on its own merits.\n"
            "         - Consider the user's history of past infractions when determining appropriate action.\n"
            "         - Consider the context of the message and channel when evaluating violations.\n"
            "         - You have full discretion to determine the most appropriate action for any violation.\n"
            "       Suicidal Content:\n"
            '         If the message content expresses **clear, direct, and serious suicidal ideation, intent, planning, or recent attempts** (e.g., \'I am going to end my life and have a plan\', \'I survived my attempt last night\', \'I wish I hadn\'t woken up after trying\'), ALWAYS use "SUICIDAL" as the action, and set "violation" to true, with "rule_violated" as "Suicidal Content".\n'
            "         For casual, edgy, hyperbolic, or ambiguous statements like 'imma kms', 'just kill me now', 'I want to die (lol)', or phrases that are clearly part of edgy humor/banter rather than a genuine cry for help, you should lean towards \"IGNORE\" or \"NOTIFY_MODS\" if there's slight ambiguity but no clear serious intent. **Do NOT flag 'imma kms' as \"SUICIDAL\" unless there is very strong supporting context indicating genuine, immediate, and serious intent.**\n"
            '       If unsure but suspicious, or if the situation is complex: "NOTIFY_MODS".\n'
            '       Default action for minor first-time rule violations should be "WARN" or "DELETE" (if applicable).\n'
            '       Do not suggest "KICK" or "BAN" lightly; reserve for severe or repeated major offenses.\n'
            "       Timeout durations: TIMEOUT_SHORT (approx 10 mins), TIMEOUT_MEDIUM (approx 1 hour), TIMEOUT_LONG (approx 1 day to 1 week).\n"
            "       The system will handle the exact timeout duration; you just suggest the category.)\n\n"
            "Example Response (Text Violation):\n"
            '{{\n  "reasoning": "The message content clearly depicts IRL non-consensual sexual content involving minors, violating rule 5A.",\n  "violation": true,\n  "rule_violated": "5A",\n  "action": "BAN"\n}}\n\n'
            "Example Response (Image Violation):\n"
            '{{\n  "reasoning": "Attachment #2 contains explicit pornographic imagery in a non-NSFW channel, violating rule 1.",\n  "violation": true,\n  "rule_violated": "1",\n  "action": "DELETE"\n}}\n\n'
            "Example Response (Multiple Attachments Violation):\n"
            '{{\n  "reasoning": "While the text content is fine, attachment #3 contains IRL pornography, violating rule 5A.",\n  "violation": true,\n  "rule_violated": "5A",\n  "action": "WARN"\n}}\n\n'
            "Example Response (No Violation):\n"
            '{{\n  "reasoning": "The message and all attached images are respectful and contain no prohibited content.",\n  "violation": false,\n  "rule_violated": "None",\n  "action": "IGNORE"\n}}\n\n'
            "Example Response (Suicidal Content):\n"
            '{{\n  "reasoning": "The user\'s message \'I want to end my life\' indicates clear suicidal intent.",\n  "violation": true,\n  "rule_violated": "Suicidal Content",\n  "action": "SUICIDAL"\n}}\n\n'
            "Example Response (Notify Mods):\n"
            '{{\n  "reasoning": "The message contains potentially sensitive content that requires human review.",\n  "violation": true,\n  "rule_violated": "Review Required",\n  "action": "NOTIFY_MODS",\n  "notify_mods_message": "Content is borderline, please review."\n}}'
        )

        member = message.author  # This is a discord.Member object
        server_role_str = "Unprivileged Member"  # Default

        if member == await message.guild.fetch_member(message.guild.owner_id):
            server_role_str = "Server Owner"
        elif member.guild_permissions.administrator:
            server_role_str = "Admin"
        else:
            perms = member.guild_permissions
            if (
                perms.manage_messages
                or perms.kick_members
                or perms.ban_members
                or perms.moderate_members
            ):
                server_role_str = "Moderator"

        print(f"role: {server_role_str}")

        # --- Fetch Replied-to Message ---
        replied_to_message_content = "N/A (Not a reply)"
        if message.reference and message.reference.message_id:
            try:
                replied_to_msg = await message.channel.fetch_message(
                    message.reference.message_id
                )
                replied_to_message_content = f"User '{replied_to_msg.author.name}' said: \"{replied_to_msg.content[:200]}\""
                if len(replied_to_msg.content) > 200:
                    replied_to_message_content += "..."
            except discord.NotFound:
                replied_to_message_content = "N/A (Replied-to message not found)"
            except discord.Forbidden:
                replied_to_message_content = (
                    "N/A (Cannot fetch replied-to message - permissions)"
                )
            except Exception as e:
                replied_to_message_content = (
                    f"N/A (Error fetching replied-to message: {e})"
                )

        # --- Fetch Recent Channel History ---
        recent_channel_history_str = "N/A (Could not fetch history)"
        try:
            history_messages = []
            # Fetch last 11 messages (current + 10 previous). We'll filter out the current one
            async for prev_msg in message.channel.history(limit=11, before=message):
                if (
                    prev_msg.id != message.id
                ):  # Ensure we don't include the current message itself
                    author_name = (
                        prev_msg.author.name + " (BOT)"
                        if prev_msg.author.bot
                        else prev_msg.author.name
                    )
                    history_messages.append(
                        f"- {author_name}: \"{prev_msg.content[:150]}{'...' if len(prev_msg.content) > 150 else ''}\" (ID: {prev_msg.id})"
                    )
            if history_messages:
                # Reverse to show oldest first in the snippet, then take the last 10.
                recent_channel_history_str = "\n".join(
                    list(reversed(history_messages))[:10]
                )
            else:
                recent_channel_history_str = (
                    "No recent messages before this one in the channel."
                )
        except discord.Forbidden:
            recent_channel_history_str = (
                "N/A (Cannot fetch channel history - permissions)"
            )
        except Exception as e:
            recent_channel_history_str = f"N/A (Error fetching channel history: {e})"

        # Prepare user prompt content list with proper OpenRouter format
        user_prompt_content_list = []

        # Add the text context first
        user_context_text = f"""User Infraction History (for {message.author.name}, ID: {message.author.id}):
---
{user_history if user_history else "No prior infractions recorded for this user in this guild."}
---

Current Message Context:
- Author: {message.author.name} (ID: {message.author.id})
- Server Role: {server_role_str}
- Channel: #{message.channel.name} (ID: {message.channel.id})
- Channel Category: {message.channel.category.name if message.channel.category else "No Category"}
- Channel Age-Restricted/NSFW (Discord Setting): {message.channel.is_nsfw()}
---
Replied-to Message:
{replied_to_message_content}
---
Recent Channel History (last up to 10 messages before this one):
{recent_channel_history_str}
---
Message Content to Analyze:
"{message_content}"

Now, analyze the message content and any attached media based on the server rules and ALL the context provided above.
Follow the JSON output format specified in the system prompt.
CRITICAL: Do NOT output anything other than the required JSON response.
"""
        # Add the text content first
        user_prompt_content_list.append({"type": "text", "text": user_context_text})

        # Add images in the proper OpenRouter format
        if image_data_list and len(image_data_list) > 0:
            try:
                for i, (mime_type, image_bytes, attachment_type, filename) in enumerate(
                    image_data_list
                ):
                    try:
                        # Encode image to base64
                        base64_image = base64.b64encode(image_bytes).decode("utf-8")
                        # Create data URL
                        image_data_url = f"data:{mime_type};base64,{base64_image}"

                        # Add image in OpenRouter format
                        user_prompt_content_list.append(
                            {"type": "image_url", "image_url": {"url": image_data_url}}
                        )

                        print(
                            f"Added attachment #{i+1}: {filename} ({attachment_type}) to the prompt"
                        )
                    except Exception as e:
                        print(
                            f"Error encoding image data for attachment {filename}: {e}"
                        )
            except Exception as e:
                print(f"Error processing image data: {e}")
                # Add a text note about the error
                user_prompt_content_list.append(
                    {
                        "type": "text",
                        "text": f"Note: There were {len(image_data_list)} attached images, but they could not be processed for analysis.",
                    }
                )

        # Get guild-specific model if configured, otherwise use default
        member = message.author
        server_role_str = "Unprivileged Member"
        if member == await message.guild.fetch_member(message.guild.owner_id):
            server_role_str = "Server Owner"
        elif member.guild_permissions.administrator:
            server_role_str = "Admin"
        else:
            perms = member.guild_permissions
            if (
                perms.manage_messages
                or perms.kick_members
                or perms.ban_members
                or perms.moderate_members
            ):
                server_role_str = "Moderator"

        replied_to_message_content = "N/A (Not a reply)"
        if message.reference and message.reference.message_id:
            try:
                replied_to_msg = await message.channel.fetch_message(
                    message.reference.message_id
                )
                replied_to_message_content = f"User '{replied_to_msg.author.name}' said: \"{replied_to_msg.content[:200]}{'...' if len(replied_to_msg.content) > 200 else ''}\""
            except Exception as e:
                replied_to_message_content = f"N/A (Error fetching replied-to: {e})"

        recent_channel_history_str = "N/A (Could not fetch history)"
        try:
            history_messages = [
                f"- {prev_msg.author.name}{' (BOT)' if prev_msg.author.bot else ''}: \"{prev_msg.content[:150]}{'...' if len(prev_msg.content) > 150 else ''}\" (ID: {prev_msg.id})"
                async for prev_msg in message.channel.history(limit=11, before=message)
                if prev_msg.id != message.id
            ]
            recent_channel_history_str = (
                "\n".join(list(reversed(history_messages))[:10])
                if history_messages
                else "No recent messages."
            )
        except Exception as e:
            recent_channel_history_str = f"N/A (Error fetching history: {e})"

        user_context_text = f"""User Infraction History (for {message.author.name}, ID: {message.author.id}):
---
{user_history if user_history else "No prior infractions recorded for this user in this guild."}
---

Current Message Context:
- Author: {message.author.name} (ID: {message.author.id})
- Server Role: {server_role_str}
- Channel: #{message.channel.name} (ID: {message.channel.id})
- Channel Category: {message.channel.category.name if message.channel.category else "No Category"}
- Channel Age-Restricted/NSFW (Discord Setting): {message.channel.is_nsfw()}
---
Replied-to Message:
{replied_to_message_content}
---
Recent Channel History (last up to 10 messages before this one):
{recent_channel_history_str}
---
Message Content to Analyze:
"{message_content}"

Now, analyze the message content and any attached media based on the server rules and ALL the context provided above.
Follow the JSON output format specified in the system prompt.
CRITICAL: Do NOT output anything other than the required JSON response.
"""
        # Prepare parts for Vertex AI
        vertex_parts: List[Any] = [types.Part(text=user_context_text)]
        if image_data_list:
            for mime_type, image_bytes, attachment_type, filename in image_data_list:
                try:
                    # Vertex AI directly supports common image and video MIME types.
                    # Ensure mime_type is one of the supported ones by Vertex, e.g., image/png or video/mp4.
                    supported_image_mimes = [
                        "image/png",
                        "image/jpeg",
                        "image/webp",
                        "image/heic",
                        "image/heif",
                        "image/gif",
                    ]
                    supported_video_mimes = [
                        "video/mp4",
                        "video/webm",
                        "video/quicktime",
                        "video/x-msvideo",
                        "video/x-matroska",
                        "video/x-flv",
                    ]
                    clean_mime_type = mime_type.split(";")[0].lower()

                    if (
                        clean_mime_type in supported_image_mimes
                        or clean_mime_type in supported_video_mimes
                    ):
                        vertex_parts.append(
                            types.Part(
                                inline_data=types.Blob(
                                    data=image_bytes,
                                    mime_type=clean_mime_type,
                                )
                            )
                        )
                        print(
                            f"Added attachment {filename} ({attachment_type}) with MIME {clean_mime_type} to Vertex prompt"
                        )
                    else:
                        print(
                            f"Skipping attachment {filename} due to unsupported MIME type for Vertex: {mime_type}"
                        )
                        vertex_parts.append(
                            types.Part(
                                text=f"[System Note: Attachment '{filename}' of type '{mime_type}' was not processed as it's not directly supported for vision by the current model configuration.]"
                            )
                        )
                except Exception as e:
                    print(f"Error processing attachment {filename} for Vertex AI: {e}")
                    vertex_parts.append(
                        types.Part(
                            text=f"[System Note: Error processing attachment '{filename}'.]"
                        )
                    )

        # Get guild-specific model if configured, otherwise use default
        guild_id = message.guild.id
        model_id_to_use = get_guild_config(
            guild_id, "AI_MODEL", DEFAULT_VERTEX_AI_MODEL
        )
        # Vertex model path is usually like "publishers/google/models/gemini-1.5-flash-001"
        # If model_id_to_use is just "gemini-1.5-flash-001", prepend "publishers/google/models/"
        if not model_id_to_use.startswith("publishers/google/models/"):
            model_path = f"publishers/google/models/{model_id_to_use}"
        else:
            model_path = model_id_to_use

        thinking_config = types.ThinkingConfig(thinking_budget=0)

        generation_config = types.GenerateContentConfig(
            temperature=0.2,
            max_output_tokens=2000,  # Ensure enough for JSON
            safety_settings=STANDARD_SAFETY_SETTINGS,
            thinking_config=thinking_config,
        )

        # Construct contents for Vertex AI API
        # System prompt is handled by the model's configuration or as the first message if not directly supported in GenerateContentConfig.
        # For Vertex AI with `genai.Client`, system prompt is often part of the model's configuration or the first message.
        # The `genai.GenerativeModel` has `system_instruction`.
        # Here, we'll build the `contents` list.
        # The system prompt is part of the model's understanding, and the user prompt contains the task.
        # For multi-turn, history is added to `contents`. Here, it's a single-turn request.

        request_contents = [
            # System prompt can be the first message if not using system_instruction in model
            # types.Content(role="system", parts=[types.Part(text=system_prompt_text)]), # This is one way
            # Or, rely on the model's pre-set system prompt and just send user data.
            # For this moderation task, the detailed instructions are better sent as part of the user turn
            # or a specific system instruction if the client/model supports it well.
            # Let's include the system prompt as the first part of the user message for clarity with current structure.
            # The `system_prompt_text` is already defined and will be the primary text part.
            # The `user_context_text` is what we constructed.
            # The `vertex_parts` contains the `user_context_text` and any image data.
            types.Content(role="user", parts=vertex_parts)
        ]

        try:
            print(f"Querying Vertex AI model {model_path}...")

            # Prepare the generation config with system instruction
            # The existing 'generation_config' (lines 1063-1072) already has temperature, max_tokens, safety_settings.
            # We need to add system_instruction to it.
            final_generation_config = types.GenerateContentConfig(
                temperature=generation_config.temperature,  # from existing config
                max_output_tokens=generation_config.max_output_tokens,  # from existing config
                safety_settings=generation_config.safety_settings,  # from existing config
                system_instruction=types.Content(
                    role="system", parts=[types.Part(text=system_prompt_text)]
                ),
                thinking_config=generation_config.thinking_config,  # from existing config
                # response_mime_type="application/json", # Consider if model supports this for forcing JSON
            )

            client = get_genai_client_for_model(model_id_to_use)
            response = await client.aio.models.generate_content(
                model=model_path,  # Correctly formatted model path
                contents=request_contents,  # User's message with context and images
                config=final_generation_config,  # Pass the config with system_instruction
            )

            ai_response_content = self._get_response_text(response)

            print(response.usage_metadata)  # Print usage metadata for debugging

            if not ai_response_content:
                print("Error: AI response content is empty or could not be extracted.")
                # Log safety ratings if available
                if (
                    response
                    and response.candidates
                    and response.candidates[0].safety_ratings
                ):
                    ratings = ", ".join(
                        [
                            f"{r.category.name}: {r.probability.name}"
                            for r in response.candidates[0].safety_ratings
                        ]
                    )
                    print(f"Safety Ratings: {ratings}")
                if (
                    response
                    and response.candidates
                    and response.candidates[0].finish_reason
                ):
                    print(f"Finish Reason: {response.candidates[0].finish_reason.name}")
                return None

            # Attempt to parse the JSON response from the AI
            try:
                # Clean potential markdown code blocks
                if ai_response_content.startswith("```json"):
                    ai_response_content = ai_response_content.strip("```json\n").strip(
                        "`\n "
                    )
                elif ai_response_content.startswith("```"):
                    ai_response_content = ai_response_content.strip("```\n").strip(
                        "`\n "
                    )

                ai_decision = json.loads(ai_response_content)

                # Basic validation of the parsed JSON structure
                if (
                    not isinstance(ai_decision, dict)
                    or not all(
                        k in ai_decision
                        for k in ["violation", "rule_violated", "reasoning", "action"]
                    )
                    or not isinstance(ai_decision.get("violation"), bool)
                ):
                    print(
                        f"Error: AI response missing expected keys or 'violation' is not bool. Response: {ai_response_content}"
                    )
                    return None

                print(f"AI Analysis Received: {ai_decision}")
                return ai_decision

            except json.JSONDecodeError as e:
                print(
                    f"Error: Could not decode JSON response from AI: {e}. Response: {ai_response_content}"
                )
                return None
            except Exception as e:  # Catch other parsing errors
                print(
                    f"Error parsing AI response structure: {e}. Response: {ai_response_content}"
                )
                return None

        except google_exceptions.GoogleAPICallError as e:
            print(f"Error calling Vertex AI API: {e}")
            return None
        except Exception as e:
            print(
                f"An unexpected error occurred during Vertex AI query for message {message.id}: {e}"
            )
            return None

    async def handle_violation(
        self,
        message: discord.Message,
        ai_decision: dict,
        notify_mods_message: str = None,
        link_urls: list[str] | None = None,
    ):
        """
        Takes action based on the AI's violation decision.
        Also transmits action info via HTTP POST with API key header.
        """
        import datetime
        import aiohttp

        rule_violated = ai_decision.get("rule_violated", "Unknown")
        reasoning = ai_decision.get("reasoning", "No reasoning provided.")
        action = ai_decision.get(
            "action", "NOTIFY_MODS"
        ).upper()  # Default to notify mods
        guild_id = message.guild.id  # Get guild_id once
        user_id = message.author.id  # Get user_id once

        moderator_role_id = get_guild_config(guild_id, "MODERATOR_ROLE_ID")
        moderator_role = (
            message.guild.get_role(moderator_role_id) if moderator_role_id else None
        )
        mod_ping = (
            moderator_role.mention
            if moderator_role
            else f"Moderators (Role ID {moderator_role_id} not found)"
        )

        current_timestamp_iso = datetime.datetime.now(datetime.timezone.utc).isoformat()

        # Get the model from guild config, fall back to global default
        model_used = get_guild_config(guild_id, "AI_MODEL", DEFAULT_VERTEX_AI_MODEL)

        # --- Adjust action for first-time offenses ---
        user_history_list = get_user_infraction_history(guild_id, user_id)
        if action == "BAN" and not user_history_list:
            combined_text = f"{rule_violated} {reasoning}".lower()
            severe = False
            if "gore" in combined_text:
                severe = True
            elif "csam" in combined_text:
                severe = True
            elif (
                "pedophilia" in combined_text
                or "child" in combined_text
                or "5a" in combined_text
                or "5" in combined_text
            ):
                real_indicators = [
                    "real",
                    "real-life",
                    "real life",
                    "irl",
                    "photo",
                    "photograph",
                    "video",
                ]
                if any(indicator in combined_text for indicator in real_indicators):
                    severe = True
            if not severe:
                print(
                    "Downgrading BAN to TIMEOUT_LONG due to first offense and lack of severe content."
                )
                action = "TIMEOUT_LONG"

        # --- Prepare Notification ---
        notification_embed = discord.Embed(
            title="🚨 Rule Violation Detected 🚨",
            description=f"AI analysis detected a violation of server rules.",
            color=discord.Color.red(),
        )
        notification_embed.add_field(
            name="User",
            value=f"{message.author.mention} (`{message.author.id}`)",
            inline=False,
        )
        notification_embed.add_field(
            name="Channel", value=message.channel.mention, inline=False
        )
        notification_embed.add_field(
            name="Rule Violated", value=f"**Rule {rule_violated}**", inline=True
        )
        notification_embed.add_field(
            name="AI Suggested Action", value=f"`{action}`", inline=True
        )
        notification_embed.add_field(
            name="AI Reasoning", value=f"_{reasoning}_", inline=False
        )
        notification_embed.add_field(
            name="Message Link",
            value=f"[Jump to Message]({message.jump_url})",
            inline=False,
        )
        # Log message content and attachments for audit purposes
        msg_content = message.content if message.content else "*No text content*"
        notification_embed.add_field(
            name="Message Content", value=msg_content[:1024], inline=False
        )

        # Add attachment information if present
        if message.attachments:
            attachment_info = []
            for i, attachment in enumerate(message.attachments):
                attachment_info.append(
                    f"{i+1}. {attachment.filename} ({attachment.content_type}) - [Link]({attachment.url})"
                )
            attachment_text = "\n".join(attachment_info)
            notification_embed.add_field(
                name="Attachments", value=attachment_text[:1024], inline=False
            )

            # Add the first image as a thumbnail if it's an image type
            for attachment in message.attachments:
                if any(
                    attachment.filename.lower().endswith(ext)
                    for ext in self.image_extensions
                    + self.gif_extensions
                    + self.video_extensions
                ):
                    notification_embed.set_thumbnail(url=attachment.url)
                    break
        # Use the model_used variable that was defined earlier
        notification_embed.set_footer(
            text=f"AI Model: {model_used}. Learnhelp AI Moderation."
        )
        notification_embed.timestamp = (
            discord.utils.utcnow()
        )  # Using discord.utils.utcnow() which is still supported

        action_taken_message = ""  # To append to the notification
        testing_mode = get_guild_config(guild_id, "TESTING_MODE", False)
        if testing_mode:
            action_taken_message = (
                f"[TEST MODE] Would have taken action `{action}`. No changes made."
            )
            notification_embed.color = discord.Color.greyple()
            log_channel_id = get_guild_config(message.guild.id, "MOD_LOG_CHANNEL_ID")
            log_channel = (
                self.bot.get_channel(log_channel_id)
                if log_channel_id
                else message.channel
            )
            if action == "SUICIDAL":
                suicidal_role_id = get_guild_config(
                    message.guild.id, "SUICIDAL_PING_ROLE_ID"
                )
                suicidal_role = (
                    message.guild.get_role(suicidal_role_id)
                    if suicidal_role_id
                    else None
                )
                ping_target = (
                    suicidal_role.mention
                    if suicidal_role
                    else f"Role ID {suicidal_role_id} (Suicidal Content)"
                )
                if not suicidal_role:
                    print(f"ERROR: Suicidal ping role ID {suicidal_role_id} not found.")
                final_message = f"{ping_target}\n{action_taken_message}"
            else:
                suggestions_id = get_guild_config(
                    message.guild.id, "SUGGESTIONS_CHANNEL_ID"
                )
                suggestion_note = (
                    f"\nPlease review <#{suggestions_id}> for rule updates."
                    if suggestions_id
                    else ""
                )
                final_message = f"{mod_ping}\n{action_taken_message}{suggestion_note}"
            await log_channel.send(
                content=final_message,
                embed=notification_embed,
                view=self.QuickActionView(self, message.author),
            )
            return

        # --- Perform Actions ---
        try:
            if action == "BAN":
                action_taken_message = (
                    f"Action Taken: User **BANNED** and message deleted."
                )
                notification_embed.color = discord.Color.dark_red()
                try:
                    await message.delete()
                except discord.NotFound:
                    print("Message already deleted before banning.")
                except discord.Forbidden:
                    print(
                        f"WARNING: Missing permissions to delete message before banning user {message.author}."
                    )
                    action_taken_message += (
                        " (Failed to delete message - check permissions)"
                    )
                ban_reason = f"AI Mod: Rule {rule_violated}. Reason: {reasoning}"
                await message.guild.ban(
                    message.author, reason=ban_reason, delete_message_days=1
                )
                print(
                    f"BANNED user {message.author} for violating rule {rule_violated}."
                )
                await add_user_infraction(
                    guild_id,
                    user_id,
                    rule_violated,
                    "BAN",
                    reasoning,
                    current_timestamp_iso,
                    message.id,
                    message.channel.id,
                    message.content[:100] if message.content else "",
                    [a.url for a in message.attachments] + (link_urls or []),
                )

            elif action == "KICK":
                action_taken_message = (
                    f"Action Taken: User **KICKED** and message deleted."
                )
                notification_embed.color = discord.Color.from_rgb(
                    255, 127, 0
                )  # Dark Orange
                try:
                    await message.delete()
                except discord.NotFound:
                    print("Message already deleted before kicking.")
                except discord.Forbidden:
                    print(
                        f"WARNING: Missing permissions to delete message before kicking user {message.author}."
                    )
                    action_taken_message += (
                        " (Failed to delete message - check permissions)"
                    )
                kick_reason = f"AI Mod: Rule {rule_violated}. Reason: {reasoning}"
                await message.author.kick(reason=kick_reason)
                print(
                    f"KICKED user {message.author} for violating rule {rule_violated}."
                )
                await add_user_infraction(
                    guild_id,
                    user_id,
                    rule_violated,
                    "KICK",
                    reasoning,
                    current_timestamp_iso,
                    message.id,
                    message.channel.id,
                    message.content[:100] if message.content else "",
                    [a.url for a in message.attachments] + (link_urls or []),
                )

            elif action.startswith("TIMEOUT"):
                duration_seconds = 0
                duration_readable = ""
                if action == "TIMEOUT_SHORT":
                    duration_seconds = 10 * 60  # 10 minutes
                    duration_readable = "10 minutes"
                elif action == "TIMEOUT_MEDIUM":
                    duration_seconds = 60 * 60  # 1 hour
                    duration_readable = "1 hour"
                elif action == "TIMEOUT_LONG":
                    duration_seconds = 24 * 60 * 60  # 1 day
                    duration_readable = "1 day"

                if duration_seconds > 0:
                    action_taken_message = f"Action Taken: User **TIMED OUT for {duration_readable}** and message deleted."
                    notification_embed.color = discord.Color.blue()
                    try:
                        await message.delete()
                    except discord.NotFound:
                        print(
                            f"Message already deleted before timeout for {message.author}."
                        )
                    except discord.Forbidden:
                        print(
                            f"WARNING: Missing permissions to delete message before timeout for {message.author}."
                        )
                        action_taken_message += (
                            " (Failed to delete message - check permissions)"
                        )

                    timeout_reason = (
                        f"AI Mod: Rule {rule_violated}. Reason: {reasoning}"
                    )
                    # discord.py timeout takes a timedelta object
                    await message.author.timeout(
                        discord.utils.utcnow()
                        + datetime.timedelta(seconds=duration_seconds),
                        reason=timeout_reason,
                    )
                    print(
                        f"TIMED OUT user {message.author} for {duration_readable} for violating rule {rule_violated}."
                    )
                    await add_user_infraction(
                        guild_id,
                        user_id,
                        rule_violated,
                        action,
                        reasoning,
                        current_timestamp_iso,
                        message.id,
                        message.channel.id,
                        message.content[:100] if message.content else "",
                        [a.url for a in message.attachments] + (link_urls or []),
                    )
                else:
                    action_taken_message = (
                        "Action Taken: **Unknown timeout duration, notifying mods.**"
                    )
                    action = (
                        "NOTIFY_MODS"  # Fallback if timeout duration is not recognized
                    )
                    print(
                        f"Unknown timeout duration for action {action}. Defaulting to NOTIFY_MODS."
                    )

            elif action == "DELETE":
                action_taken_message = f"Action Taken: Message **DELETED**."
                await message.delete()
                print(
                    f"DELETED message from {message.author} for violating rule {rule_violated}."
                )
                # Typically, a simple delete isn't a formal infraction unless it's part of a WARN.
                # If you want to log deletes as infractions, add:
                # add_user_infraction(guild_id, user_id, rule_violated, "DELETE", reasoning, current_timestamp_iso)

            elif action == "WARN":
                action_taken_message = (
                    f"Action Taken: Message **DELETED** (AI suggested WARN)."
                )
                notification_embed.color = discord.Color.orange()
                await message.delete()  # Warnings usually involve deleting the offending message
                print(
                    f"DELETED message from {message.author} (AI suggested WARN for rule {rule_violated})."
                )
                try:
                    dm_channel = await message.author.create_dm()
                    warn_embed = discord.Embed(
                        title="⚠️ Moderation Warning",
                        description=(
                            f"Your recent message in **{message.guild.name}** was removed for violating **Rule {rule_violated}**."
                        ),
                        color=discord.Color.orange(),
                    )
                    if message.content:
                        warn_embed.add_field(
                            name="Message Content",
                            value=message.content[:1024],
                            inline=False,
                        )
                    warn_embed.add_field(name="Reason", value=reasoning, inline=False)
                    warn_embed.set_footer(
                        text="Please review the server rules. This is a formal warning."
                    )
                    await dm_channel.send(embed=warn_embed)
                    action_taken_message += " User notified via DM with warning."
                except discord.Forbidden:
                    print(
                        f"Could not DM warning to {message.author} (DMs likely disabled)."
                    )
                    action_taken_message += " (Could not DM user for warning)."
                except Exception as e:
                    print(f"Error sending warning DM to {message.author}: {e}")
                    action_taken_message += " (Error sending warning DM)."
                await add_user_infraction(
                    guild_id,
                    user_id,
                    rule_violated,
                    "WARN",
                    reasoning,
                    current_timestamp_iso,
                    message.id,
                    message.channel.id,
                    message.content[:100] if message.content else "",
                    [a.url for a in message.attachments] + (link_urls or []),
                )

            elif action == "NOTIFY_MODS":
                action_taken_message = "Action Taken: **Moderator review requested.**"
                notification_embed.color = discord.Color.gold()
                print(
                    f"Notifying moderators about potential violation (Rule {rule_violated}) by {message.author}."
                )
                # NOTIFY_MODS itself isn't an infraction on the user, but a request for human review.
                # If mods take action, they would log it manually or via a mod command.
                if notify_mods_message:
                    notification_embed.add_field(
                        name="Additional Mod Message",
                        value=notify_mods_message,
                        inline=False,
                    )

            elif action == "SUICIDAL":
                action_taken_message = (
                    "Action Taken: **User DMed resources, relevant role notified.**"
                )
                # No infraction is typically logged for "SUICIDAL" as it's a support action.
                notification_embed.title = "🚨 Suicidal Content Detected 🚨"
                notification_embed.color = (
                    discord.Color.dark_purple()
                )  # A distinct color
                notification_embed.description = "AI analysis detected content indicating potential suicidal ideation."
                print(
                    f"SUICIDAL content detected from {message.author}. DMing resources and notifying role."
                )
                # DM the user with help resources
                try:
                    dm_channel = await message.author.create_dm()
                    await dm_channel.send(SUICIDAL_HELP_RESOURCES)
                    action_taken_message += " User successfully DMed."
                except discord.Forbidden:
                    print(
                        f"Could not DM suicidal help resources to {message.author} (DMs likely disabled)."
                    )
                    action_taken_message += " (Could not DM user - DMs disabled)."
                except Exception as e:
                    print(
                        f"Error sending suicidal help resources DM to {message.author}: {e}"
                    )
                    action_taken_message += f" (Error DMing user: {e})."
                # The message itself is usually not deleted for suicidal content, to allow for intervention.
                # If deletion is desired, add: await message.delete() here.

            else:  # Includes "IGNORE" or unexpected actions
                if ai_decision.get(
                    "violation"
                ):  # If violation is true but action is IGNORE
                    action_taken_message = "Action Taken: **None** (AI suggested IGNORE despite flagging violation - Review Recommended)."
                    notification_embed.color = discord.Color.light_grey()
                    print(
                        f"AI flagged violation ({rule_violated}) but suggested IGNORE for message by {message.author}. Notifying mods for review."
                    )
                else:
                    # This case shouldn't be reached if called correctly, but handle defensively
                    print(
                        f"No action taken for message by {message.author} (AI Action: {action}, Violation: False)"
                    )
                    return  # Don't notify if no violation and action is IGNORE

            # --- Send Notification to Moderators/Relevant Role ---
            log_channel_id = get_guild_config(message.guild.id, "MOD_LOG_CHANNEL_ID")
            log_channel = (
                self.bot.get_channel(log_channel_id) if log_channel_id else None
            )
            if not log_channel:
                print(
                    f"ERROR: Moderation log channel (ID: {log_channel_id}) not found or not configured. Defaulting to message channel."
                )
                log_channel = message.channel
                if not log_channel:
                    print(
                        f"ERROR: Could not find even the original message channel {message.channel.id} to send notification."
                    )
                    return

            if action == "SUICIDAL":
                suicidal_role_id = get_guild_config(
                    message.guild.id, "SUICIDAL_PING_ROLE_ID"
                )
                suicidal_role = (
                    message.guild.get_role(suicidal_role_id)
                    if suicidal_role_id
                    else None
                )
                ping_target = (
                    suicidal_role.mention
                    if suicidal_role
                    else f"Role ID {suicidal_role_id} (Suicidal Content)"
                )
                if not suicidal_role:
                    print(f"ERROR: Suicidal ping role ID {suicidal_role_id} not found.")
                final_message = f"{ping_target}\n{action_taken_message}"
                await log_channel.send(
                    content=final_message,
                    embed=notification_embed,
                    view=self.QuickActionView(self, message.author),
                )
            elif moderator_role:  # For other violations
                suggestions_id = get_guild_config(
                    message.guild.id, "SUGGESTIONS_CHANNEL_ID"
                )
                suggestion_note = (
                    f"\nPlease review <#{suggestions_id}> for rule updates."
                    if suggestions_id
                    else ""
                )
                final_message = f"{mod_ping}\n{action_taken_message}{suggestion_note}"
                await log_channel.send(
                    content=final_message,
                    embed=notification_embed,
                    view=self.QuickActionView(self, message.author),
                )
            else:  # Fallback if moderator role is also not found for non-suicidal actions
                print(
                    f"ERROR: Moderator role ID {moderator_role_id} not found for action {action}."
                )

        except discord.Forbidden as e:
            print(
                f"ERROR: Missing Permissions to perform action '{action}' for rule {rule_violated}. Details: {e}"
            )
            # Try to notify mods about the failure
            if moderator_role:
                try:
                    await message.channel.send(
                        f"{mod_ping} **PERMISSION ERROR!** Could not perform action `{action}` on message by {message.author.mention} "
                        f"for violating Rule {rule_violated}. Please check bot permissions.\n"
                        f"Reasoning: _{reasoning}_\nMessage Link: {message.jump_url}"
                    )
                except discord.Forbidden:
                    print(
                        "FATAL: Bot lacks permission to send messages, even error notifications."
                    )
        except discord.NotFound:
            print(
                f"Message {message.id} was likely already deleted when trying to perform action '{action}'."
            )
        except Exception as e:
            print(
                f"An unexpected error occurred during action execution for message {message.id}: {e}"
            )
            # Try to notify mods about the unexpected error
            if moderator_role:
                try:
                    await message.channel.send(
                        f"{mod_ping} **UNEXPECTED ERROR!** An error occurred while handling rule violation "
                        f"for {message.author.mention}. Please check bot logs.\n"
                        f"Rule: {rule_violated}, Action Attempted: {action}\nMessage Link: {message.jump_url}"
                    )
                except discord.Forbidden:
                    print(
                        "FATAL: Bot lacks permission to send messages, even error notifications."
                    )

    async def run_appeal_ai(
        self,
        guild: discord.Guild,
        member: discord.User,
        action: str,
        appeal_text: str,
        infraction: dict | None = None,
    ) -> str:
        """Run the appeal text through the higher tier AI model."""
        if not self.genai_client:
            return "AI review unavailable."

        history = get_user_infraction_history(guild.id, member.id)
        history_text = json.dumps(history, indent=2) if history else "None"

        system_prompt = (
            "You are reviewing a user's appeal of a moderation action. "
            "Think very extensively about the appeal, the provided history, and the server rules. "
            "Return a short verdict (UPHOLD or OVERTURN) and your reasoning in plain text."
        )

        context_lines = []
        if infraction:
            channel_name = guild.get_channel(infraction.get("channel_id", 0))
            channel_display = (
                channel_name.name if channel_name else str(infraction.get("channel_id"))
            )
            context_lines.append(f"Original Channel: {channel_display}")
            msg_content = infraction.get("message_content")
            if msg_content:
                context_lines.append(f"Message Snippet: {msg_content}")
            attachments = infraction.get("attachments")
            if attachments:
                context_lines.append(f"Attachments: {attachments}")
            reasoning = infraction.get("reasoning")
            if reasoning:
                context_lines.append(f"AI Reasoning: {reasoning}")

        user_prompt = (
            f"Server Rules:\n{SERVER_RULES}\n\n"
            f"User History:\n{history_text}\n\n"
            + ("\n".join(context_lines) + "\n\n" if context_lines else "")
            + f"Action Appealed: {action}\n"
            f"Appeal Text: {appeal_text}"
        )

        generation_config = types.GenerateContentConfig(
            temperature=0.2,
            max_output_tokens=8192,
            safety_settings=STANDARD_SAFETY_SETTINGS,
            thinking_config=types.ThinkingConfig(
                thinking_budget=APPEAL_AI_THINKING_BUDGET
            ),
            system_instruction=types.Content(
                role="system", parts=[types.Part(text=system_prompt)]
            ),
        )

        try:
            client = get_genai_client_for_model(APPEAL_AI_MODEL)
            response = await client.aio.models.generate_content(
                model=f"publishers/google/models/{APPEAL_AI_MODEL}",
                contents=[
                    types.Content(role="user", parts=[types.Part(text=user_prompt)])
                ],
                config=generation_config,
            )
            result = self._get_response_text(response)
            return result or "AI review failed to produce output."
        except Exception as e:  # noqa: BLE001
            print(f"Appeal AI error: {e}")
            return "AI review encountered an error."

    async def _moderate_message(
        self, message: discord.Message, event_name: str
    ) -> None:
        """Run moderation checks on a message."""
        print(f"{event_name} triggered for message ID: {message.id}")
        # --- Basic Checks ---
        # Ignore messages from bots (including self)
        if message.author.bot:
            print(f"Ignoring message {message.id} from bot.")
            return
        link_urls: list[str] = []
        embed_urls = [embed.url for embed in message.embeds if embed.url]
        link_urls = (
            self.extract_direct_attachment_urls(" ".join(embed_urls))
            if embed_urls
            else []
        )
        # Ignore messages without content, attachments, or direct attachment links
        if not message.content and not message.attachments and not link_urls:
            print(f"Ignoring message {message.id} with no content or attachments.")
            return
        # Ignore DMs
        if not message.guild:
            print(f"Ignoring message {message.id} from DM.")
            return
        # Check if moderation is enabled for this guild
        if not get_guild_config(message.guild.id, "ENABLED", False):
            print(
                f"Moderation disabled for guild {message.guild.id}. Ignoring message {message.id}."
            )
            return
        if get_guild_config(message.guild.id, "EVENT_MODE", False):
            print(
                f"Event mode enabled for guild {message.guild.id}. Ignoring message {message.id}."
            )
            return

        # --- Suicidal Content Check ---
        # Suicidal keyword check removed; handled by OpenRouter AI moderation.

        # --- Prepare for AI Analysis ---
        message_content = message.content

        # Check for attachments
        image_data_list = []
        if message.attachments:
            # Process all attachments
            for attachment in message.attachments:
                mime_type, image_bytes, attachment_type = await self.process_attachment(
                    attachment
                )
                if mime_type and image_bytes and attachment_type:
                    image_data_list.append(
                        (mime_type, image_bytes, attachment_type, attachment.filename)
                    )
                    print(
                        f"Processed attachment: {attachment.filename} as {attachment_type}"
                    )

            # Log the number of attachments processed
            if image_data_list:
                print(
                    f"Processed {len(image_data_list)} attachments for message {message.id}"
                )

        # Check for direct link attachments in the message content
        if link_urls:
            processed_links = 0
            for url in link_urls:
                mime_type, image_bytes, attachment_type, filename = (
                    await self.process_url_attachment(url)
                )
                if mime_type and image_bytes and attachment_type:
                    image_data_list.append(
                        (mime_type, image_bytes, attachment_type, filename)
                    )
                    processed_links += 1
                    print(
                        f"Processed linked attachment: {filename} as {attachment_type}"
                    )

            if processed_links > 0:
                print(
                    f"Processed {processed_links} linked attachments for message {message.id}"
                )

        # Only proceed with AI analysis if there's text to analyze or attachments
        if not message_content and not image_data_list:
            print(
                f"Ignoring message {message.id} with no content or valid attachments."
            )
            return

        # NSFW channel check removed - AI will handle this context

        # --- Call AI for Analysis (All Rules) ---
        # Check if the Vertex AI client is available
        if not self.genai_client:
            print(
                f"Skipping AI analysis for message {message.id}: Vertex AI client is not initialized."
            )
            return

        # Prepare user history for the AI
        infractions = get_user_infraction_history(message.guild.id, message.author.id)
        history_summary_parts = []
        if infractions:
            for infr in infractions:
                history_summary_parts.append(
                    f"- Action: {infr.get('action_taken', 'N/A')} for Rule {infr.get('rule_violated', 'N/A')} on {infr.get('timestamp', 'N/A')[:10]}. Reason: {infr.get('reasoning', 'N/A')[:50]}..."
                )
        user_history_summary = (
            "\n".join(history_summary_parts)
            if history_summary_parts
            else "No prior infractions recorded."
        )

        # Limit history summary length to prevent excessively long prompts
        max_history_len = 500
        if len(user_history_summary) > max_history_len:
            user_history_summary = user_history_summary[: max_history_len - 3] + "..."

        print(
            f"Analyzing message {message.id} from {message.author} in #{message.channel.name} with history..."
        )
        if image_data_list:
            attachment_types = [data[2] for data in image_data_list]
            print(
                f"Including {len(image_data_list)} attachments in analysis: {', '.join(attachment_types)}"
            )
        ai_decision = await self.query_vertex_ai(
            message, message_content, user_history_summary, image_data_list
        )

        # --- Process AI Decision ---
        if not ai_decision:
            print(f"Failed to get valid AI decision for message {message.id}.")
            # Optionally notify mods about AI failure if it happens often
            # Store the failure attempt for debugging
            self.last_ai_decisions.append(
                {
                    "message_id": message.id,
                    "author_name": str(message.author),
                    "author_id": message.author.id,
                    "message_content_snippet": (
                        message.content[:100] + "..."
                        if len(message.content) > 100
                        else message.content
                    ),
                    "timestamp": datetime.datetime.now(
                        datetime.timezone.utc
                    ).isoformat(),
                    "ai_decision": {
                        "error": "Failed to get valid AI decision",
                        "raw_response": None,
                    },  # Simplified error logging
                }
            )
            return  # Stop if AI fails or returns invalid data

        # Store the AI decision regardless of violation status
        self.last_ai_decisions.append(
            {
                "message_id": message.id,
                "author_name": str(message.author),
                "author_id": message.author.id,
                "message_content_snippet": (
                    message.content[:100] + "..."
                    if len(message.content) > 100
                    else message.content
                ),
                "timestamp": datetime.datetime.now(datetime.timezone.utc).isoformat(),
                "ai_decision": ai_decision,
            }
        )

        # Check if the AI flagged a violation
        if ai_decision.get("violation"):
            # Handle the violation based on AI decision without overrides
            # Pass notify_mods_message if the action is NOTIFY_MODS
            notify_mods_message = (
                ai_decision.get("notify_mods_message")
                if ai_decision.get("action") == "NOTIFY_MODS"
                else None
            )
            await self.handle_violation(
                message, ai_decision, notify_mods_message, link_urls
            )
        else:
            # AI found no violation
            print(
                f"AI analysis complete for message {message.id}. No violation detected."
            )

    @commands.Cog.listener(name="on_message")
    async def message_listener(self, message: discord.Message) -> None:
        """Trigger moderation when a new message is sent."""
        await self._moderate_message(message, "on_message")

    @commands.Cog.listener(name="on_message_edit")
    async def message_edit_listener(
        self, before: discord.Message, after: discord.Message
    ) -> None:
        """Trigger moderation when a message is edited."""
        await self._moderate_message(after, "on_message_edit")

    @debug_subgroup.command(
        name="last_decisions",
        description="View the last 5 AI moderation decisions (admin only).",
    )
    @app_commands.checks.has_permissions(administrator=True)
    async def aidebug_last_decisions(self, interaction: discord.Interaction):
        if not self.last_ai_decisions:
            await interaction.response.send_message(
                "No AI decisions have been recorded yet.", ephemeral=True
            )
            return

        embed = discord.Embed(
            title="Last 5 AI Moderation Decisions", color=discord.Color.purple()
        )
        embed.timestamp = discord.utils.utcnow()

        for i, record in enumerate(
            reversed(list(self.last_ai_decisions))
        ):  # Show newest first
            decision_info = record.get("ai_decision", {})
            violation = decision_info.get("violation", "N/A")
            rule_violated = decision_info.get("rule_violated", "N/A")
            reasoning = decision_info.get("reasoning", "N/A")
            action = decision_info.get("action", "N/A")
            error_msg = decision_info.get("error")

            field_value = (
                f"**Author:** {record.get('author_name', 'N/A')} ({record.get('author_id', 'N/A')})\n"
                f"**Message ID:** {record.get('message_id', 'N/A')}\n"
                f"**Content Snippet:** ```{record.get('message_content_snippet', 'N/A')}```\n"
                f"**Timestamp:** {record.get('timestamp', 'N/A')[:19].replace('T', ' ')}\n"
            )
            if error_msg:
                field_value += f"**Status:** <font color='red'>Error during processing: {error_msg}</font>\n"
            else:
                field_value += (
                    f"**Violation:** {violation}\n"
                    f"**Rule Violated:** {rule_violated}\n"
                    f"**Action:** {action}\n"
                    f"**Reasoning:** ```{reasoning}```\n"
                )

            # Truncate field_value if it's too long for an embed field
            if len(field_value) > 1024:
                field_value = field_value[:1020] + "..."

            embed.add_field(
                name=f"Decision #{len(self.last_ai_decisions) - i}",
                value=field_value,
                inline=False,
            )
            if (
                len(embed.fields) >= 5
            ):  # Limit to 5 fields in one embed for very long entries, or send multiple embeds
                break

        if not embed.fields:  # Should not happen if self.last_ai_decisions is not empty
            await interaction.response.send_message(
                "Could not format AI decisions.", ephemeral=True
            )
            return

        await interaction.followup.send(embed=embed, ephemeral=True)

    @aidebug_last_decisions.error
    async def aidebug_last_decisions_error(
        self, interaction: discord.Interaction, error: app_commands.AppCommandError
    ):
        if isinstance(error, app_commands.MissingPermissions):
            await interaction.response.send_message(
                "You must be an administrator to use this command.", ephemeral=True
            )
        else:
            await interaction.response.send_message(
                f"An error occurred: {error}", ephemeral=True
            )
            print(f"Error in aidebug_last_decisions command: {error}")

    @debug_subgroup.command(
        name="appeal_tests",
        description="Run sample appeals through the AI reviewer (admin only).",
    )
    @app_commands.checks.has_permissions(administrator=True)
    async def aidebug_appeal_tests(self, interaction: discord.Interaction):
        """Run a few hardcoded appeals through the appeal AI for testing."""
        await interaction.response.defer(thinking=True, ephemeral=True)
        scenarios = [
            ("WARN", "I was excited and sent many messages quickly."),
            ("MUTE", "I only quoted a meme and it was taken as harassment."),
            ("BAN", "I posted NSFW art but believed it was allowed."),
        ]

        results = []
        guild = interaction.guild
        for idx, (action, text) in enumerate(scenarios, 1):
            dummy_infraction = {
                "message_id": 2000 + idx,
                "channel_id": interaction.channel.id,
                "message_content": f"Test offending message {idx}",
                "attachments": [],
                "reasoning": "Initial moderation reasoning sample",
            }
            review = await self.run_appeal_ai(
                guild, interaction.user, action, text, dummy_infraction
            )
            results.append((action, text, review))

        embed = discord.Embed(
            title="Appeal AI Test Results", color=discord.Color.green()
        )
        embed.timestamp = discord.utils.utcnow()

        for idx, (action, text, review) in enumerate(results, 1):
            value = (
                f"**Action:** {action}\n**Appeal:** {text}\n**AI Verdict:** {review}"
            )
            if len(value) > 1024:
                value = value[:1020] + "..."
            embed.add_field(name=f"Scenario {idx}", value=value, inline=False)

        await interaction.followup.send(embed=embed, ephemeral=True)


# Setup function required by discord.py to load the cog
async def setup(bot: commands.Bot):
    """Loads the AIModerationCog."""
    # The API key is now fetched in cog_load, so we don't need to check here.
    await bot.add_cog(AIModerationCog(bot))
    print("AIModerationCog has been loaded.")