feat(*): make message processing sequential

backend/src/bot/handlers/message/handler.py

@@ -28,6 +28,7 @@ from bot.modules.ai import (
     get_follow_ups,
     stream_response,
 )
+from bot.user_lock import get_user_lock
 from utils import env
 from utils.convex import ConvexClient
 
@@ -256,15 +257,34 @@ async def process_message_from_web(  # noqa: C901, PLR0912, PLR0913, PLR0915
     convex_chat_id: str,
     images_base64: list[str] | None = None,
     images_media_types: list[str] | None = None,
+    pending_generation_id: str | None = None,
 ) -> None:
     user = await convex.query("users:getById", {"userId": convex_user_id})
 
     if not user or not user.get("geminiApiKey"):
         return
 
-    tg_chat_id = user["telegramChatId"].value if user.get("telegramChatId") else None
     is_summarize = text == "/summarize"
 
+    if not is_summarize:
+        user_message_args: dict = {
+            "chatId": convex_chat_id,
+            "role": "user",
+            "content": text,
+            "source": "web",
+        }
+        if images_base64 and images_media_types:
+            user_message_args["imagesBase64"] = images_base64
+            user_message_args["imagesMediaTypes"] = images_media_types
+        await convex.mutation("messages:createFromBackend", user_message_args)
+
+    if pending_generation_id:
+        await convex.mutation(
+            "pendingGenerations:remove", {"id": pending_generation_id}
+        )
+
+    tg_chat_id = user["telegramChatId"].value if user.get("telegramChatId") else None
+
     if tg_chat_id and not is_summarize:
         if images_base64 and images_media_types:
             if len(images_base64) == 1:
@@ -387,7 +407,7 @@ async def process_message_from_web(  # noqa: C901, PLR0912, PLR0913, PLR0915
             await state.flush()
 
         full_history = [*history, {"role": "assistant", "content": final_answer}]
-        follow_up_model = user.get("followUpModel", "gemini-2.5-flash-lite")
+        follow_up_model = user.get("followUpModel", "gemini-3.1-flash-lite-preview")
         follow_up_prompt = user.get("followUpPrompt")
         follow_up_agent = create_follow_up_agent(
             api_key=api_key, model_name=follow_up_model, system_prompt=follow_up_prompt
@@ -485,6 +505,7 @@ async def process_message(  # noqa: C901, PLR0912, PLR0913, PLR0915
     model_name = user.get("model", "gemini-3-pro-preview")
     convex_user_id = user["_id"]
 
+    async with get_user_lock(convex_user_id):
         proxy_config = get_proxy_config(chat_id)
         proxy_state: ProxyStreamingState | None = None
 
@@ -515,7 +536,8 @@ async def process_message(  # noqa: C901, PLR0912, PLR0913, PLR0915
         if inject_connections:
             for conn in inject_connections:
                 db = await convex.query(
-                "inject:getDatabaseById", {"injectDatabaseId": conn["injectDatabaseId"]}
+                    "inject:getDatabaseById",
+                    {"injectDatabaseId": conn["injectDatabaseId"]},
                 )
                 if db and db.get("content"):
                     inject_content += db["content"] + "\n\n"
@@ -558,7 +580,9 @@ async def process_message(  # noqa: C901, PLR0912, PLR0913, PLR0915
         )
 
         agent_deps = (
-        AgentDeps(user_id=convex_user_id, api_key=api_key, rag_db_names=rag_db_names)
+            AgentDeps(
+                user_id=convex_user_id, api_key=api_key, rag_db_names=rag_db_names
+            )
             if rag_db_names
             else None
         )
@@ -571,7 +595,9 @@ async def process_message(  # noqa: C901, PLR0912, PLR0913, PLR0915
                 proxy_config.target_chat_id, "..."
             )
             proxy_state = ProxyStreamingState(
-            proxy_config.proxy_bot, proxy_config.target_chat_id, proxy_processing_msg
+                proxy_config.proxy_bot,
+                proxy_config.target_chat_id,
+                proxy_processing_msg,
             )
 
         try:
@@ -601,13 +627,20 @@ async def process_message(  # noqa: C901, PLR0912, PLR0913, PLR0915
             if proxy_state:
                 await proxy_state.flush()
 
-        full_history = [*history[:-1], {"role": "assistant", "content": final_answer}]
+            full_history = [
-        follow_up_model = user.get("followUpModel", "gemini-2.5-flash-lite")
+                *history[:-1],
+                {"role": "assistant", "content": final_answer},
+            ]
+            follow_up_model = user.get("followUpModel", "gemini-3.1-flash-lite-preview")
             follow_up_prompt = user.get("followUpPrompt")
             follow_up_agent = create_follow_up_agent(
-            api_key=api_key, model_name=follow_up_model, system_prompt=follow_up_prompt
+                api_key=api_key,
+                model_name=follow_up_model,
+                system_prompt=follow_up_prompt,
+            )
+            follow_ups = await get_follow_ups(
+                follow_up_agent, full_history, chat_images
             )
-        follow_ups = await get_follow_ups(follow_up_agent, full_history, chat_images)
 
             await state.stop_typing()
 
@@ -649,7 +682,9 @@ async def process_message(  # noqa: C901, PLR0912, PLR0913, PLR0915
                 },
             )
             with contextlib.suppress(Exception):
-            await processing_msg.edit_text(html.quote(error_msg[:TELEGRAM_MAX_LENGTH]))
+                await processing_msg.edit_text(
+                    html.quote(error_msg[:TELEGRAM_MAX_LENGTH])
+                )
             if proxy_state:
                 with contextlib.suppress(Exception):
                     await proxy_state.message.edit_text(error_msg[:TELEGRAM_MAX_LENGTH])

backend/src/bot/modules/ai/agent.py

@@ -63,7 +63,7 @@ def create_text_agent(
 
     if rag_db_names:
         full_prompt = f"{base_prompt}{RAG_SYSTEM_ADDITION} {LATEX_INSTRUCTION}"
-        agent: Agent[None, str] = Agent(
+        agent: Agent[AgentDeps, str] = Agent(
             model, instructions=full_prompt, deps_type=AgentDeps
         )
 
@@ -101,13 +101,16 @@ def create_text_agent(
 
 def create_follow_up_agent(
     api_key: str,
-    model_name: str = "gemini-2.5-flash-lite",
+    model_name: str = "gemini-3.1-flash-lite-preview",
     system_prompt: str | None = None,
 ) -> Agent[None, FollowUpOptions]:
     provider = GoogleProvider(api_key=api_key)
     model = GoogleModel(model_name, provider=provider)
     prompt = system_prompt or DEFAULT_FOLLOW_UP
-    return Agent(model, output_type=FollowUpOptions, instructions=prompt)
+    agent: Agent[None, FollowUpOptions] = Agent(  # ty: ignore[invalid-assignment]
+        model, output_type=FollowUpOptions, instructions=prompt
+    )
+    return agent
 
 
 def build_message_history(history: list[dict[str, str]]) -> list[ModelMessage]:

backend/src/bot/modules/ai/prompts.py

@@ -104,6 +104,44 @@ Example output:
 "3. Usually implemented as swapping randomly selected subtrees of parent trees"
 """
 
+
+REFERENCE_SYSTEM = """
+You are an Examination Engine for solving problem sets, designed for Apple Watch output.
+
+You operate against context bank:
+
+<EXAM_MATERIALS>
+{theory_database}
+</EXAM_MATERIALS>
+
+*** PROTOCOL: BATCH PROCESSING ***
+
+1. **DETECT ALL** problems in input.
+2. **SOLVE ALL** sequentially in one response.
+3. **ORDER:** follow source numbering. Subparts (a, b, c) stay grouped under parent.
+4. **SEPARATOR:** "---" between problems.
+5. **CONTINUATION:** new page after partial solve → don't repeat solved tasks.
+6. **NO PREAMBLE.** Start directly with **Ex. 1**. No "I see the following problems".
+
+*** SOLVING LOGIC ***
+
+This is a PROBLEM-SOLVING engine, not a theory recall engine.
+Every problem gets a full derivation.
+
+- **Honor EXAM_MATERIALS first.** If they specify a formula source, notation,
+ forbidden method, required step or example - comply.
+- Mirror approach exactly: same notation, structure, justification depth, voice.
+- If no match in materials → infer canonical structure from examples and apply.
+- **Show all reasoning** that examples show.
+ Don't skip steps "because obvious" if examples don't skip them.
+- **Brief justifications welcome** when examples use them
+("by symmetry", "since disjoint", "WLOG"). Match voice.
+
+*** APPLE WATCH FORMATTING (strict) ***
+- Line width: MAX 25-30 chars. Force breaks often.
+- Math: `$$...$$` display, `$...$` inline, standard LaTeX.
+"""
+
 DEFAULT_FOLLOW_UP = (
     "Based on the conversation, suggest 3 short follow-up questions "
     "the user might want to ask. Each option should be under 50 characters."
@@ -124,4 +162,5 @@ PRESETS: dict[str, tuple[str, str]] = {
     "exam": (EXAM_SYSTEM, EXAM_FOLLOW_UP),
     "ragtheory": (RAGTHEORY_SYSTEM, EXAM_FOLLOW_UP),
     "proofs": (PROOFS_SYSTEM, EXAM_FOLLOW_UP),
+    "reference": (REFERENCE_SYSTEM, EXAM_FOLLOW_UP),
 }

backend/src/bot/sync.py

@@ -5,6 +5,7 @@ import time
 from aiogram import Bot
 
 from bot.handlers.message.handler import process_message_from_web
+from bot.user_lock import get_user_lock
 from utils import env
 from utils.collaborative import (
     CollaborativeClient,
@@ -53,6 +54,7 @@ async def start_sync_listener(bot: Bot) -> None:
 
 async def handle_pending_generation(bot: Bot, item: dict, item_id: str) -> None:
     try:
+        async with get_user_lock(item["userId"]):
             await process_message_from_web(
                 convex_user_id=item["userId"],
                 text=item["userMessage"],
@@ -60,6 +62,7 @@ async def handle_pending_generation(bot: Bot, item: dict, item_id: str) -> None:
                 convex_chat_id=item["chatId"],
                 images_base64=item.get("imagesBase64"),
                 images_media_types=item.get("imagesMediaTypes"),
+                pending_generation_id=item_id,
             )
     except Exception as e:  # noqa: BLE001
         logger.error(f"Error processing {item_id}: {e}")

backend/src/bot/user_lock.py

@@ -0,0 +1,11 @@
+import asyncio
+
+_locks: dict[str, asyncio.Lock] = {}
+
+
+def get_user_lock(convex_user_id: str) -> asyncio.Lock:
+    lock = _locks.get(convex_user_id)
+    if lock is None:
+        lock = asyncio.Lock()
+        _locks[convex_user_id] = lock
+    return lock

backend/uv.lock

@@ -154,6 +154,7 @@ source = { editable = "." }
 dependencies = [
     { name = "aiogram" },
     { name = "convex" },
+    { name = "httpx" },
     { name = "pydantic-ai-slim", extra = ["google"] },
     { name = "pydantic-settings" },
     { name = "rich" },
@@ -164,6 +165,7 @@ dependencies = [
 requires-dist = [
     { name = "aiogram", specifier = ">=3.24.0" },
     { name = "convex", specifier = ">=0.7.0" },
+    { name = "httpx", specifier = ">=0.27" },
     { name = "pydantic-ai-slim", extras = ["google"], specifier = ">=1.44.0" },
     { name = "pydantic-settings", specifier = ">=2.12.0" },
     { name = "rich", specifier = ">=14.2.0" },
@@ -179,6 +181,51 @@ wheels = [
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 ]
 
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+version = "2.50.0"
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 [[package]]
-name = "griffe"
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+]
+
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 name = "pydantic"
 version = "2.12.5"
@@ -707,20 +804,20 @@ wheels = [
 
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+version = "1.89.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "genai-prices" },
-    { name = "griffe" },
+    { name = "griffelib" },
     { name = "httpx" },
     { name = "opentelemetry-api" },
     { name = "pydantic" },
     { name = "pydantic-graph" },
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+    { url = "https://files.pythonhosted.org/packages/95/14/d0f7c8f828c460a517531e0df7cfe9e20f4315da8357a9068caaf0193bbb/pydantic_ai_slim-1.89.1-py3-none-any.whl", hash = "sha256:9e7d615a0a3e48993d067901e596e85708e9c8d1f6bef96c20c340385028d465", size = 780314, upload-time = "2026-05-01T19:09:28.843Z" },
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@@ -783,7 +880,7 @@ wheels = [
 
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-version = "1.44.0"
+version = "1.89.1"
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frontend/src/lib/components/PendingMessageBubble.svelte

@@ -0,0 +1,48 @@
+<script lang="ts">
+	import { processContent } from '$lib/utils/markdown';
+
+	interface Props {
+		content: string;
+		images?: string[];
+		mediaTypes?: string[];
+	}
+
+	let { content, images = [], mediaTypes = [] }: Props = $props();
+</script>
+
+<div
+	class="prose-mini w-full rounded-lg bg-blue-600 px-2.5 py-1.5 text-[11px] leading-relaxed text-white opacity-60"
+>
+	{#if images.length > 0}
+		<div class="mb-1 flex flex-wrap gap-1">
+			{#each images as img, i (i)}
+				<img
+					src={`data:${mediaTypes[i] ?? 'image/jpeg'};base64,${img}`}
+					alt=""
+					class="max-h-16 rounded"
+				/>
+			{/each}
+		</div>
+	{/if}
+	{#if content}
+		<!-- eslint-disable-next-line svelte/no-at-html-tags -->
+		<div>{@html processContent(content)}</div>
+	{/if}
+	<div class="mt-1 flex items-center gap-1 text-[8px] text-blue-100/80">
+		<svg
+			xmlns="http://www.w3.org/2000/svg"
+			class="h-2.5 w-2.5 animate-spin"
+			fill="none"
+			viewBox="0 0 24 24"
+		>
+			<circle cx="12" cy="12" r="10" stroke="currentColor" stroke-width="3" opacity="0.3" />
+			<path
+				d="M12 2a10 10 0 0 1 10 10"
+				stroke="currentColor"
+				stroke-width="3"
+				stroke-linecap="round"
+			/>
+		</svg>
+		<span>в очереди</span>
+	</div>
+</div>

frontend/src/lib/convex/messages.ts

@@ -52,8 +52,48 @@ export const create = mutation({
 		followUpOptions: v.optional(v.array(v.string())),
 		isStreaming: v.optional(v.boolean())
 	},
-	returns: v.id('messages'),
+	returns: v.union(v.id('messages'), v.null()),
 	handler: async (ctx, args) => {
+		const drafts: Array<{ base64: string; mediaType: string; id: Id<'photoDrafts'> }> = [];
+		if (args.photoDraftIds && args.photoDraftIds.length > 0) {
+			for (const draftId of args.photoDraftIds) {
+				const draft = await ctx.db.get(draftId);
+				if (draft) {
+					drafts.push({ base64: draft.base64, mediaType: draft.mediaType, id: draft._id });
+				}
+			}
+		}
+
+		if (args.source === 'web' && args.role === 'user') {
+			const chat = await ctx.db.get(args.chatId);
+			if (chat) {
+				const pendingGenId = await ctx.db.insert('pendingGenerations', {
+					userId: chat.userId,
+					chatId: args.chatId,
+					userMessage: args.content,
+					imagesBase64: drafts.length > 0 ? drafts.map((d) => d.base64) : args.imagesBase64,
+					imagesMediaTypes:
+						drafts.length > 0 ? drafts.map((d) => d.mediaType) : args.imagesMediaTypes,
+					createdAt: Date.now()
+				});
+
+				for (let i = 0; i < drafts.length; i++) {
+					await ctx.db.insert('pendingGenerationImages', {
+						pendingGenerationId: pendingGenId,
+						base64: drafts[i].base64,
+						mediaType: drafts[i].mediaType,
+						order: i
+					});
+				}
+			}
+
+			for (const draft of drafts) {
+				await ctx.db.delete(draft.id);
+			}
+
+			return null;
+		}
+
 		const messageId = await ctx.db.insert('messages', {
 			chatId: args.chatId,
 			role: args.role,
@@ -68,16 +108,6 @@ export const create = mutation({
 			isStreaming: args.isStreaming
 		});
 
-		const drafts: Array<{ base64: string; mediaType: string; id: Id<'photoDrafts'> }> = [];
-		if (args.photoDraftIds && args.photoDraftIds.length > 0) {
-			for (const draftId of args.photoDraftIds) {
-				const draft = await ctx.db.get(draftId);
-				if (draft) {
-					drafts.push({ base64: draft.base64, mediaType: draft.mediaType, id: draft._id });
-				}
-			}
-		}
-
 		for (let i = 0; i < drafts.length; i++) {
 			await ctx.db.insert('messageImages', {
 				messageId,
@@ -87,27 +117,6 @@ export const create = mutation({
 			});
 		}
 
-		if (args.source === 'web' && args.role === 'user') {
-			const chat = await ctx.db.get(args.chatId);
-			if (chat) {
-				const pendingGenId = await ctx.db.insert('pendingGenerations', {
-					userId: chat.userId,
-					chatId: args.chatId,
-					userMessage: args.content,
-					createdAt: Date.now()
-				});
-
-				for (let i = 0; i < drafts.length; i++) {
-					await ctx.db.insert('pendingGenerationImages', {
-						pendingGenerationId: pendingGenId,
-						base64: drafts[i].base64,
-						mediaType: drafts[i].mediaType,
-						order: i
-					});
-				}
-			}
-		}
-
 		for (const draft of drafts) {
 			await ctx.db.delete(draft.id);
 		}
@@ -116,6 +125,31 @@ export const create = mutation({
 	}
 });
 
+export const createFromBackend = mutation({
+	args: {
+		chatId: v.id('chats'),
+		role: v.union(v.literal('user'), v.literal('assistant')),
+		content: v.string(),
+		source: v.union(v.literal('telegram'), v.literal('web')),
+		imagesBase64: v.optional(v.array(v.string())),
+		imagesMediaTypes: v.optional(v.array(v.string())),
+		isStreaming: v.optional(v.boolean())
+	},
+	returns: v.id('messages'),
+	handler: async (ctx, args) => {
+		return await ctx.db.insert('messages', {
+			chatId: args.chatId,
+			role: args.role,
+			content: args.content,
+			source: args.source,
+			imagesBase64: args.imagesBase64,
+			imagesMediaTypes: args.imagesMediaTypes,
+			createdAt: Date.now(),
+			isStreaming: args.isStreaming
+		});
+	}
+});
+
 export const update = mutation({
 	args: {
 		messageId: v.id('messages'),

frontend/src/lib/convex/pendingGenerations.ts

@@ -40,6 +40,50 @@ export const list = query({
 	}
 });
 
+export const listByChat = query({
+	args: { chatId: v.id('chats') },
+	returns: v.array(
+		v.object({
+			_id: v.id('pendingGenerations'),
+			_creationTime: v.number(),
+			userMessage: v.string(),
+			imagesBase64: v.optional(v.array(v.string())),
+			imagesMediaTypes: v.optional(v.array(v.string())),
+			createdAt: v.number()
+		})
+	),
+	handler: async (ctx, args) => {
+		const pending = await ctx.db
+			.query('pendingGenerations')
+			.withIndex('by_chat_id', (q) => q.eq('chatId', args.chatId))
+			.order('asc')
+			.collect();
+
+		const result = [];
+		for (const p of pending) {
+			const images = await ctx.db
+				.query('pendingGenerationImages')
+				.withIndex('by_pending_generation_id', (q) => q.eq('pendingGenerationId', p._id))
+				.collect();
+
+			const sortedImages = images.sort((a, b) => a.order - b.order);
+
+			result.push({
+				_id: p._id,
+				_creationTime: p._creationTime,
+				userMessage: p.userMessage,
+				imagesBase64:
+					sortedImages.length > 0 ? sortedImages.map((img) => img.base64) : p.imagesBase64,
+				imagesMediaTypes:
+					sortedImages.length > 0 ? sortedImages.map((img) => img.mediaType) : p.imagesMediaTypes,
+				createdAt: p.createdAt
+			});
+		}
+
+		return result;
+	}
+});
+
 export const create = mutation({
 	args: {
 		userId: v.id('users'),
@@ -61,6 +105,10 @@ export const remove = mutation({
 	args: { id: v.id('pendingGenerations') },
 	returns: v.null(),
 	handler: async (ctx, args) => {
+		const existing = await ctx.db.get(args.id);
+		if (!existing) {
+			return null;
+		}
 		const images = await ctx.db
 			.query('pendingGenerationImages')
 			.withIndex('by_pending_generation_id', (q) => q.eq('pendingGenerationId', args.id))

frontend/src/lib/convex/schema.ts

@@ -65,7 +65,7 @@ export default defineSchema({
 		imagesBase64: v.optional(v.array(v.string())),
 		imagesMediaTypes: v.optional(v.array(v.string())),
 		createdAt: v.number()
-	}),
+	}).index('by_chat_id', ['chatId']),
 
 	pendingGenerationImages: defineTable({
 		pendingGenerationId: v.id('pendingGenerations'),

frontend/src/routes/[mnemonic]/+page.svelte

@@ -12,6 +12,7 @@
 	import { api } from '$lib/convex/_generated/api';
 	import type { Id } from '$lib/convex/_generated/dataModel';
 	import ChatMessage from '$lib/components/ChatMessage.svelte';
+	import PendingMessageBubble from '$lib/components/PendingMessageBubble.svelte';
 	import ChatInput from '$lib/components/ChatInput.svelte';
 	import FollowUpButtons from '$lib/components/FollowUpButtons.svelte';
 	import StealthOverlay from '$lib/components/StealthOverlay.svelte';
@@ -117,7 +118,16 @@
 		: null;
 	const messagesQuery = $derived(usePolling ? messagesQueryPoll! : messagesQueryWs!);
 
+	const pendingQueryWs = usePolling
+		? null
+		: useQuery(api.pendingGenerations.listByChat, () => (chatId ? { chatId } : 'skip'));
+	const pendingQueryPoll = usePolling
+		? usePollingQuery(api.pendingGenerations.listByChat, () => (chatId ? { chatId } : 'skip'))
+		: null;
+	const pendingQuery = $derived(usePolling ? pendingQueryPoll! : pendingQueryWs!);
+
 	let messages = $derived(messagesQuery.data ?? []);
+	let pendingMessages = $derived(pendingQuery.data ?? []);
 	let lastMessage = $derived(messages[messages.length - 1]);
 	let followUpOptions = $derived(
 		lastMessage?.role === 'assistant' && lastMessage.followUpOptions
@@ -263,12 +273,19 @@
 
 	let prevMessageCount = 0;
 	let prevLastMessageId: string | undefined;
+	let prevPendingCount = 0;
 
 	$effect(() => {
 		const count = messages.length;
 		const lastId = lastMessage?._id;
-		if (count > prevMessageCount || (lastId && lastId !== prevLastMessageId)) {
+		const pendingCount = pendingMessages.length;
+		if (
+			count > prevMessageCount ||
+			pendingCount > prevPendingCount ||
+			(lastId && lastId !== prevLastMessageId)
+		) {
 			prevMessageCount = count;
+			prevPendingCount = pendingCount;
 			prevLastMessageId = lastId;
 			window.scrollTo(0, document.body.scrollHeight);
 		}
@@ -577,7 +594,7 @@
 	{:else}
 		<div class="space-y-1">
 			{#each messages as message, i (message._id)}
-				{#if i === messages.length - 1}
+				{#if i === messages.length - 1 && pendingMessages.length === 0}
 					<div bind:this={lastMessageElement}>
 						<ChatMessage
 							role={message.role}
@@ -593,6 +610,23 @@
 					/>
 				{/if}
 			{/each}
+			{#each pendingMessages as p, i (p._id)}
+				{#if i === pendingMessages.length - 1}
+					<div bind:this={lastMessageElement}>
+						<PendingMessageBubble
+							content={p.userMessage}
+							images={p.imagesBase64 ?? []}
+							mediaTypes={p.imagesMediaTypes ?? []}
+						/>
+					</div>
+				{:else}
+					<PendingMessageBubble
+						content={p.userMessage}
+						images={p.imagesBase64 ?? []}
+						mediaTypes={p.imagesMediaTypes ?? []}
+					/>
+				{/if}
+			{/each}
 		</div>
 
 		{#if followUpOptions.length > 0}