fix(backend): add async lock to prevent Already borrowed issue

backend/src/bot/handlers/__init__.py

@@ -1,9 +1,14 @@
 from aiogram import Router
 
-from . import apikey, chat, initialize, message, start
+from . import apikey, chat, initialize, message, rag, start
 
 router = Router()
 
 router.include_routers(
-    start.router, initialize.router, apikey.router, chat.router, message.router
+    start.router,
+    initialize.router,
+    apikey.router,
+    chat.router,
+    rag.router,
+    message.router,
 )

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

@@ -20,6 +20,7 @@ from convex import ConvexInt64
 
 from bot.modules.ai import (
     SUMMARIZE_PROMPT,
+    AgentDeps,
     ImageData,
     create_follow_up_agent,
     create_text_agent,
@@ -218,6 +219,18 @@ async def process_message_from_web(  # noqa: C901, PLR0912, PLR0913, PLR0915
     api_key = user["geminiApiKey"]
     model_name = user.get("model", "gemini-3-pro-preview")
 
+    rag_connections = await convex.query(
+        "ragConnections:getActiveForUser", {"userId": convex_user_id}
+    )
+    rag_db_names: list[str] = []
+    if rag_connections:
+        for conn in rag_connections:
+            db = await convex.query(
+                "rag:getDatabaseById", {"ragDatabaseId": conn["ragDatabaseId"]}
+            )
+            if db:
+                rag_db_names.append(db["name"])
+
     assistant_message_id = await convex.mutation(
         "messages:create",
         {
@@ -235,7 +248,16 @@ async def process_message_from_web(  # noqa: C901, PLR0912, PLR0913, PLR0915
 
     system_prompt = SUMMARIZE_PROMPT if is_summarize else user.get("systemPrompt")
     text_agent = create_text_agent(
-        api_key=api_key, model_name=model_name, system_prompt=system_prompt
+        api_key=api_key,
+        model_name=model_name,
+        system_prompt=system_prompt,
+        rag_db_names=rag_db_names if rag_db_names else None,
+    )
+
+    agent_deps = (
+        AgentDeps(user_id=convex_user_id, api_key=api_key, rag_db_names=rag_db_names)
+        if rag_db_names
+        else None
     )
 
     processing_msg = None
@@ -266,7 +288,7 @@ async def process_message_from_web(  # noqa: C901, PLR0912, PLR0913, PLR0915
         chat_images = await fetch_chat_images(convex_chat_id)
 
         final_answer = await stream_response(
-            text_agent, prompt_text, hist, on_chunk, images=chat_images
+            text_agent, prompt_text, hist, on_chunk, images=chat_images, deps=agent_deps
         )
 
         if state:
@@ -354,6 +376,19 @@ async def process_message(
     active_chat_id = user["activeChatId"]
     api_key = user["geminiApiKey"]
     model_name = user.get("model", "gemini-3-pro-preview")
+    convex_user_id = user["_id"]
+
+    rag_connections = await convex.query(
+        "ragConnections:getActiveForUser", {"userId": convex_user_id}
+    )
+    rag_db_names: list[str] = []
+    if rag_connections:
+        for conn in rag_connections:
+            db = await convex.query(
+                "rag:getDatabaseById", {"ragDatabaseId": conn["ragDatabaseId"]}
+            )
+            if db:
+                rag_db_names.append(db["name"])
 
     if not skip_user_message:
         await convex.mutation(
@@ -382,7 +417,16 @@ async def process_message(
     )
 
     text_agent = create_text_agent(
-        api_key=api_key, model_name=model_name, system_prompt=user.get("systemPrompt")
+        api_key=api_key,
+        model_name=model_name,
+        system_prompt=user.get("systemPrompt"),
+        rag_db_names=rag_db_names if rag_db_names else None,
+    )
+
+    agent_deps = (
+        AgentDeps(user_id=convex_user_id, api_key=api_key, rag_db_names=rag_db_names)
+        if rag_db_names
+        else None
     )
 
     processing_msg = await bot.send_message(chat_id, "...")
@@ -401,7 +445,12 @@ async def process_message(
         chat_images = await fetch_chat_images(active_chat_id)
 
         final_answer = await stream_response(
-            text_agent, text, history[:-2], on_chunk, images=chat_images
+            text_agent,
+            text,
+            history[:-2],
+            on_chunk,
+            images=chat_images,
+            deps=agent_deps,
         )
 
         await state.flush()

backend/src/bot/handlers/rag/__init__.py

@@ -0,0 +1,10 @@
+from aiogram import Router
+
+from .collection import router as collection_router
+from .handler import router as command_router
+
+router = Router()
+
+router.include_routers(command_router, collection_router)
+
+__all__ = ["router"]

backend/src/bot/handlers/rag/collection.py

@@ -0,0 +1,94 @@
+import io
+from uuid import uuid4
+
+from aiogram import Bot, F, Router, types
+from aiogram.filters import Filter
+from convex import ConvexInt64
+
+from utils import env
+from utils.convex import ConvexClient
+
+router = Router()
+convex = ConvexClient(env.convex_url)
+
+
+class InRagCollectionMode(Filter):
+    async def __call__(self, message: types.Message) -> bool | dict:
+        if not message.from_user:
+            return False
+
+        user = await convex.query(
+            "users:getByTelegramId", {"telegramId": ConvexInt64(message.from_user.id)}
+        )
+
+        if not user or not user.get("ragCollectionMode"):
+            return False
+
+        return {"rag_user": user, "rag_collection_mode": user["ragCollectionMode"]}
+
+
+in_collection_mode = InRagCollectionMode()
+
+
+@router.message(in_collection_mode, F.text & ~F.text.startswith("/"))
+async def on_text_in_collection_mode(
+    message: types.Message, rag_user: dict, rag_collection_mode: dict
+) -> None:
+    if not message.text:
+        return
+
+    api_key = rag_user.get("geminiApiKey")
+    if not api_key:
+        return
+
+    await convex.action(
+        "rag:addContent",
+        {
+            "userId": rag_user["_id"],
+            "ragDatabaseId": rag_collection_mode["ragDatabaseId"],
+            "apiKey": api_key,
+            "text": message.text,
+            "key": str(uuid4()),
+        },
+    )
+
+    await message.answer("✓ Text added to knowledge base.")
+
+
+@router.message(in_collection_mode, F.document)
+async def on_document_in_collection_mode(
+    message: types.Message, bot: Bot, rag_user: dict, rag_collection_mode: dict
+) -> None:
+    if not message.document:
+        return
+
+    api_key = rag_user.get("geminiApiKey")
+    if not api_key:
+        return
+
+    doc = message.document
+    if not doc.file_name or not doc.file_name.endswith(".txt"):
+        await message.answer("Only .txt files are supported for RAG.")
+        return
+
+    file = await bot.get_file(doc.file_id)
+    if not file.file_path:
+        await message.answer("Failed to download file.")
+        return
+
+    buffer = io.BytesIO()
+    await bot.download_file(file.file_path, buffer)
+    text = buffer.getvalue().decode("utf-8")
+
+    await convex.action(
+        "rag:addContent",
+        {
+            "userId": rag_user["_id"],
+            "ragDatabaseId": rag_collection_mode["ragDatabaseId"],
+            "apiKey": api_key,
+            "text": text,
+            "key": doc.file_name,
+        },
+    )
+
+    await message.answer(f"✓ File '{doc.file_name}' added to knowledge base.")

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

@@ -0,0 +1,217 @@
+from aiogram import Router, types
+from aiogram.filters import Command
+from convex import ConvexInt64
+
+from utils import env
+from utils.convex import ConvexClient
+
+router = Router()
+convex = ConvexClient(env.convex_url)
+
+
+@router.message(Command("rag"))
+async def on_rag(message: types.Message) -> None:  # noqa: C901, PLR0911
+    if not message.from_user or not message.text:
+        return
+
+    args = message.text.split()[1:]
+
+    if not args:
+        await show_usage(message)
+        return
+
+    user = await convex.query(
+        "users:getByTelegramId", {"telegramId": ConvexInt64(message.from_user.id)}
+    )
+
+    if not user:
+        await message.answer("Use /apikey first to set your Gemini API key.")
+        return
+
+    if not user.get("geminiApiKey"):
+        await message.answer("Use /apikey first to set your Gemini API key.")
+        return
+
+    user_id = user["_id"]
+
+    if args[0] == "list":
+        await list_databases(message, user_id)
+        return
+
+    if args[0] == "save":
+        await save_collection(message, user_id)
+        return
+
+    db_name = args[0]
+
+    if len(args) < 2:  # noqa: PLR2004
+        await show_db_usage(message, db_name)
+        return
+
+    command = args[1]
+
+    if command == "add":
+        await start_collection(message, user_id, db_name)
+    elif command == "connect":
+        await connect_database(message, user_id, db_name)
+    elif command == "disconnect":
+        await disconnect_database(message, user_id, db_name)
+    elif command == "clear":
+        await clear_database(message, user_id, user["geminiApiKey"], db_name)
+    else:
+        await show_db_usage(message, db_name)
+
+
+async def show_usage(message: types.Message) -> None:
+    await message.answer(
+        "<b>RAG Commands:</b>\n\n"
+        "<code>/rag list</code> - List your RAG databases\n"
+        "<code>/rag save</code> - Exit collection mode\n\n"
+        "<code>/rag &lt;name&gt; add</code> - Start adding content\n"
+        "<code>/rag &lt;name&gt; connect</code> - Connect to all chats\n"
+        "<code>/rag &lt;name&gt; disconnect</code> - Disconnect\n"
+        "<code>/rag &lt;name&gt; clear</code> - Delete database",
+        parse_mode="HTML",
+    )
+
+
+async def show_db_usage(message: types.Message, db_name: str) -> None:
+    await message.answer(
+        f"<b>Commands for '{db_name}':</b>\n\n"
+        f"<code>/rag {db_name} add</code> - Start adding content\n"
+        f"<code>/rag {db_name} connect</code> - Connect to all chats\n"
+        f"<code>/rag {db_name} disconnect</code> - Disconnect\n"
+        f"<code>/rag {db_name} clear</code> - Delete database",
+        parse_mode="HTML",
+    )
+
+
+async def list_databases(message: types.Message, user_id: str) -> None:
+    databases = await convex.query("rag:listDatabases", {"userId": user_id})
+    connections = await convex.query(
+        "ragConnections:getActiveForUser", {"userId": user_id}
+    )
+
+    connected_db_ids = {conn["ragDatabaseId"] for conn in connections}
+
+    if not databases:
+        await message.answer(
+            "No RAG databases found.\n\nCreate one with: <code>/rag mydb add</code>",
+            parse_mode="HTML",
+        )
+        return
+
+    lines = ["<b>Your RAG databases:</b>\n"]
+    for db in databases:
+        status = " (connected)" if db["_id"] in connected_db_ids else ""
+        lines.append(f"• {db['name']}{status}")
+
+    await message.answer("\n".join(lines), parse_mode="HTML")
+
+
+async def start_collection(message: types.Message, user_id: str, db_name: str) -> None:
+    collection_mode = await convex.query(
+        "users:getRagCollectionMode", {"userId": user_id}
+    )
+
+    if collection_mode:
+        await message.answer(
+            "Already in collection mode. Use <code>/rag save</code> to exit first.",
+            parse_mode="HTML",
+        )
+        return
+
+    db_id = await convex.mutation(
+        "rag:createDatabase", {"userId": user_id, "name": db_name}
+    )
+
+    await convex.mutation(
+        "users:startRagCollectionMode", {"userId": user_id, "ragDatabaseId": db_id}
+    )
+
+    await message.answer(
+        f"📚 <b>Collection mode started for '{db_name}'</b>\n\n"
+        "Send text messages or .txt files to add content.\n"
+        "Use <code>/rag save</code> when done.",
+        parse_mode="HTML",
+    )
+
+
+async def save_collection(message: types.Message, user_id: str) -> None:
+    collection_mode = await convex.query(
+        "users:getRagCollectionMode", {"userId": user_id}
+    )
+
+    if not collection_mode:
+        await message.answer("Not in collection mode.")
+        return
+
+    db = await convex.query(
+        "rag:getDatabaseById", {"ragDatabaseId": collection_mode["ragDatabaseId"]}
+    )
+    db_name = db["name"] if db else "database"
+
+    await convex.mutation("users:stopRagCollectionMode", {"userId": user_id})
+
+    await message.answer(
+        f"✓ Collection mode ended for '{db_name}'.\n\n"
+        f"Connect it with: <code>/rag {db_name} connect</code>",
+        parse_mode="HTML",
+    )
+
+
+async def connect_database(message: types.Message, user_id: str, db_name: str) -> None:
+    db = await convex.query("rag:getDatabase", {"userId": user_id, "name": db_name})
+
+    if not db:
+        await message.answer(
+            f"Database '{db_name}' not found.\n"
+            f"Create it with: <code>/rag {db_name} add</code>",
+            parse_mode="HTML",
+        )
+        return
+
+    await convex.mutation(
+        "ragConnections:connect",
+        {"userId": user_id, "ragDatabaseId": db["_id"], "isGlobal": True},
+    )
+
+    await message.answer(f"✓ '{db_name}' connected to all your chats.")
+
+
+async def disconnect_database(
+    message: types.Message, user_id: str, db_name: str
+) -> None:
+    db = await convex.query("rag:getDatabase", {"userId": user_id, "name": db_name})
+
+    if not db:
+        await message.answer(f"Database '{db_name}' not found.")
+        return
+
+    result = await convex.mutation(
+        "ragConnections:disconnect", {"userId": user_id, "ragDatabaseId": db["_id"]}
+    )
+
+    if result:
+        await message.answer(f"✓ '{db_name}' disconnected.")
+    else:
+        await message.answer(f"'{db_name}' was not connected.")
+
+
+async def clear_database(
+    message: types.Message, user_id: str, api_key: str, db_name: str
+) -> None:
+    db = await convex.query("rag:getDatabase", {"userId": user_id, "name": db_name})
+
+    if not db:
+        await message.answer(f"Database '{db_name}' not found.")
+        return
+
+    result = await convex.action(
+        "rag:deleteDatabase", {"userId": user_id, "name": db_name, "apiKey": api_key}
+    )
+
+    if result:
+        await message.answer(f"✓ '{db_name}' deleted.")
+    else:
+        await message.answer(f"Failed to delete '{db_name}'.")

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

@@ -1,4 +1,5 @@
 from .agent import (
+    AgentDeps,
     ImageData,
     StreamCallback,
     create_follow_up_agent,
@@ -12,6 +13,7 @@ __all__ = [
     "DEFAULT_FOLLOW_UP",
     "PRESETS",
     "SUMMARIZE_PROMPT",
+    "AgentDeps",
     "ImageData",
     "StreamCallback",
     "create_follow_up_agent",

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

@@ -7,16 +7,22 @@ from pydantic_ai import (
     ModelMessage,
     ModelRequest,
     ModelResponse,
+    RunContext,
     TextPart,
     UserPromptPart,
 )
 from pydantic_ai.models.google import GoogleModel
 from pydantic_ai.providers.google import GoogleProvider
 
+from utils import env
+from utils.convex import ConvexClient
+from utils.logging import logger
+
 from .models import FollowUpOptions
 from .prompts import DEFAULT_FOLLOW_UP
 
 StreamCallback = Callable[[str], Awaitable[None]]
+convex = ConvexClient(env.convex_url)
 
 
 @dataclass
@@ -25,21 +31,70 @@ class ImageData:
     media_type: str
 
 
+@dataclass
+class AgentDeps:
+    user_id: str
+    api_key: str
+    rag_db_names: list[str]
+
+
 LATEX_INSTRUCTION = "For math, use LaTeX: $...$ inline, $$...$$ display."
 
 DEFAULT_SYSTEM_PROMPT = (
     "You are a helpful AI assistant. Provide clear, concise answers."
 )
 
+RAG_SYSTEM_ADDITION = (
+    " You have access to a knowledge base. Use the search_knowledge_base tool "
+    "to find relevant information when the user asks about topics that might "
+    "be covered in the knowledge base."
+)
+
 
 def create_text_agent(
     api_key: str,
     model_name: str = "gemini-3-pro-preview",
     system_prompt: str | None = None,
-) -> Agent[None, str]:
+    rag_db_names: list[str] | None = None,
+) -> Agent[AgentDeps, str] | Agent[None, str]:
     provider = GoogleProvider(api_key=api_key)
     model = GoogleModel(model_name, provider=provider)
     base_prompt = system_prompt or DEFAULT_SYSTEM_PROMPT
+
+    if rag_db_names:
+        full_prompt = f"{base_prompt}{RAG_SYSTEM_ADDITION} {LATEX_INSTRUCTION}"
+        agent: Agent[None, str] = Agent(
+            model, instructions=full_prompt, deps_type=AgentDeps
+        )
+
+        @agent.tool
+        async def search_knowledge_base(ctx: RunContext[AgentDeps], query: str) -> str:
+            """Search the user's knowledge base for relevant information.
+
+            Args:
+                ctx: The run context containing user dependencies.
+                query: The search query to find relevant information.
+
+            Returns:
+                Relevant text from the knowledge base.
+            """
+            logger.info(f"Searching knowledge base for {query}")
+            result = await convex.action(
+                "rag:searchMultiple",
+                {
+                    "userId": ctx.deps.user_id,
+                    "dbNames": ctx.deps.rag_db_names,
+                    "apiKey": ctx.deps.api_key,
+                    "query": query,
+                    "limit": 5,
+                },
+            )
+            if result and result.get("text"):
+                return f"Knowledge base results:\n\n{result['text']}"
+            return "No relevant information found in the knowledge base."
+
+        return agent
+
     full_prompt = f"{base_prompt} {LATEX_INSTRUCTION}"
     return Agent(model, instructions=full_prompt)
 
@@ -68,12 +123,13 @@ def build_message_history(history: list[dict[str, str]]) -> list[ModelMessage]:
 
 
 async def stream_response(  # noqa: PLR0913
-    text_agent: Agent[None, str],
+    text_agent: Agent[AgentDeps, str] | Agent[None, str],
     message: str,
     history: list[dict[str, str]] | None = None,
     on_chunk: StreamCallback | None = None,
     image: ImageData | None = None,
     images: list[ImageData] | None = None,
+    deps: AgentDeps | None = None,
 ) -> str:
     message_history = build_message_history(history) if history else None
 
@@ -88,7 +144,7 @@ async def stream_response(  # noqa: PLR0913
     else:
         prompt = message  # type: ignore[assignment]
 
-    stream = text_agent.run_stream(prompt, message_history=message_history)
+    stream = text_agent.run_stream(prompt, message_history=message_history, deps=deps)
     async with stream as result:
         async for text in result.stream_text():
             if on_chunk:

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

@@ -22,6 +22,39 @@ for example Group A: 1, Group A: 2a, Group B: 2b, etc.
 Or, Theory: 1, Theory: 2a, Practice: 1, etc.
 Only output identifiers that exist in the image."""
 
+
+RAGTHEORY_SYSTEM = """You help answer theoretical exam questions.
+
+When you receive an IMAGE with exam questions:
+1. Identify ALL questions/blanks to fill
+2. For EACH question, use search_knowledge_base to find relevant info
+3. Provide exam-ready answers
+
+OUTPUT FORMAT:
+- Number each answer matching the question number
+- Answer length: match what the question expects
+ (1 sentence, 1-2 sentences, fill blank, list items, etc.)
+- Write answers EXACTLY as they should appear on the exam sheet - ready to copy 1:1
+- Use precise terminology from the course
+- No explanations, no "because", no fluff - just the answer itself
+- For multi-part questions (a, b, c), answer each part separately
+
+LANGUAGE: Match the exam language (usually English for technical terms)
+
+STYLE: Academic, precise, minimal - as if you're writing on paper with limited space
+
+Example input:
+"Stigmergy is ............"
+Example output:
+"1. Stigmergy is indirect communication through environment\
+ modification, e.g. by leaving some marks."
+
+Example input:
+"How is crossing over performed in genetic programming? (one precise sentence)"
+Example output:
+"3. Usually implemented as swapping randomly selected subtrees of parent trees"
+"""
+
 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."
@@ -38,4 +71,7 @@ Summarize VERY briefly:
 
 Max 2-3 sentences. This is for Apple Watch display."""
 
-PRESETS: dict[str, tuple[str, str]] = {"exam": (EXAM_SYSTEM, EXAM_FOLLOW_UP)}
+PRESETS: dict[str, tuple[str, str]] = {
+    "exam": (EXAM_SYSTEM, EXAM_FOLLOW_UP),
+    "ragtheory": (RAGTHEORY_SYSTEM, EXAM_FOLLOW_UP),
+}

backend/src/utils/convex/client.py

@@ -7,14 +7,18 @@ from convex import ConvexClient as SyncConvexClient
 class ConvexClient:
     def __init__(self, url: str) -> None:
         self._client = SyncConvexClient(url)
+        self._lock = asyncio.Lock()
 
     async def query(self, name: str, args: dict[str, Any] | None = None) -> Any:  # noqa: ANN401
+        async with self._lock:
             return await asyncio.to_thread(self._client.query, name, args or {})
 
     async def mutation(self, name: str, args: dict[str, Any] | None = None) -> Any:  # noqa: ANN401
+        async with self._lock:
             return await asyncio.to_thread(self._client.mutation, name, args or {})
 
     async def action(self, name: str, args: dict[str, Any] | None = None) -> Any:  # noqa: ANN401
+        async with self._lock:
             return await asyncio.to_thread(self._client.action, name, args or {})
 
     def subscribe(self, name: str, args: dict[str, Any] | None = None) -> Any:  # noqa: ANN401

backend/src/utils/env.py

@@ -23,10 +23,19 @@ class Settings(BaseSettings):
     log: LogSettings
 
     convex_url: str = Field(validation_alias=AliasChoices("CONVEX_SELF_HOSTED_URL"))
+    convex_http_url: str = Field(
+        default="", validation_alias=AliasChoices("CONVEX_HTTP_URL")
+    )
 
     model_config = SettingsConfigDict(
         case_sensitive=False, env_file=".env", env_nested_delimiter="__", extra="ignore"
     )
 
+    @property
+    def convex_http_base_url(self) -> str:
+        if self.convex_http_url:
+            return self.convex_http_url
+        return self.convex_url.replace("/convex", "/convex-http")
+
 
 env = Settings()  # ty:ignore[missing-argument]

frontend/bun.lock

@@ -5,6 +5,8 @@
     "": {
       "name": "frontend",
       "dependencies": {
+        "@ai-sdk/google": "^3.0.13",
+        "@convex-dev/rag": "^0.7.0",
         "convex": "^1.31.5",
         "convex-svelte": "^0.0.12",
         "marked": "^17.0.1",
@@ -35,6 +37,18 @@
     },
   },
   "packages": {
+    "@ai-sdk/gateway": ["@ai-sdk/gateway@3.0.22", "", { "dependencies": { "@ai-sdk/provider": "3.0.5", "@ai-sdk/provider-utils": "4.0.9", "@vercel/oidc": "3.1.0" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-NgnlY73JNuooACHqUIz5uMOEWvqR1MMVbb2soGLMozLY1fgwEIF5iJFDAGa5/YArlzw2ATVU7zQu7HkR/FUjgA=="],
+
+    "@ai-sdk/google": ["@ai-sdk/google@3.0.13", "", { "dependencies": { "@ai-sdk/provider": "3.0.5", "@ai-sdk/provider-utils": "4.0.9" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-HYCh8miS4FLxOIpjo/BmoFVMO5BuxNpHVVDQkoJotoH8ZSFftkJJGGayIxQT/Lwx9GGvVVCOQ+lCdBBAnkl1sA=="],
+
+    "@ai-sdk/provider": ["@ai-sdk/provider@3.0.5", "", { "dependencies": { "json-schema": "^0.4.0" } }, "sha512-2Xmoq6DBJqmSl80U6V9z5jJSJP7ehaJJQMy2iFUqTay06wdCqTnPVBBQbtEL8RCChenL+q5DC5H5WzU3vV3v8w=="],
+
+    "@ai-sdk/provider-utils": ["@ai-sdk/provider-utils@4.0.9", "", { "dependencies": { "@ai-sdk/provider": "3.0.5", "@standard-schema/spec": "^1.1.0", "eventsource-parser": "^3.0.6" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-bB4r6nfhBOpmoS9mePxjRoCy+LnzP3AfhyMGCkGL4Mn9clVNlqEeKj26zEKEtB6yoSVcT1IQ0Zh9fytwMCDnow=="],
+
+    "@convex-dev/rag": ["@convex-dev/rag@0.7.0", "", { "dependencies": { "ai": "^6.0.0" }, "peerDependencies": { "@convex-dev/workpool": "^0.3.0", "convex": "^1.24.8", "convex-helpers": "^0.1.94" } }, "sha512-hs/py/0SZ+wcKzP8LtN89HQEI2Ts0AXMUb9N3hIr70nQ/T+wBiEOG+3WI91x1JvbkV0ChWYlaiqB1KzoQHYF1A=="],
+
+    "@convex-dev/workpool": ["@convex-dev/workpool@0.3.1", "", { "peerDependencies": { "convex": "^1.24.8", "convex-helpers": "^0.1.94" } }, "sha512-uw4Mi+irhhoYA/KwaMo5wXyYJ7BbxqeaLcCZbst3t1SxPN5488rpnR0OwBcPDCmwcdQjBVHOx+q8S4GUjq0Csg=="],
+
     "@emnapi/core": ["@emnapi/core@1.8.1", "", { "dependencies": { "@emnapi/wasi-threads": "1.1.0", "tslib": "^2.4.0" } }, "sha512-AvT9QFpxK0Zd8J0jopedNm+w/2fIzvtPKPjqyw9jwvBaReTTqPBk9Hixaz7KbjimP+QNz605/XnjFcDAL2pqBg=="],
 
     "@emnapi/runtime": ["@emnapi/runtime@1.8.1", "", { "dependencies": { "tslib": "^2.4.0" } }, "sha512-mehfKSMWjjNol8659Z8KxEMrdSJDDot5SXMq00dM8BN4o+CLNXQ0xH2V7EchNHV4RmbZLmmPdEaXZc5H2FXmDg=="],
@@ -133,6 +147,8 @@
 
     "@napi-rs/wasm-runtime": ["@napi-rs/wasm-runtime@0.2.12", "", { "dependencies": { "@emnapi/core": "^1.4.3", "@emnapi/runtime": "^1.4.3", "@tybys/wasm-util": "^0.10.0" } }, "sha512-ZVWUcfwY4E/yPitQJl481FjFo3K22D6qF0DuFH6Y/nbnE11GY5uguDxZMGXPQ8WQ0128MXQD7TnfHyK4oWoIJQ=="],
 
+    "@opentelemetry/api": ["@opentelemetry/api@1.9.0", "", {}, "sha512-3giAOQvZiH5F9bMlMiv8+GSPMeqg0dbaeo58/0SlA9sxSqZhnUtxzX9/2FzyhS9sWQf5S0GJE0AKBrFqjpeYcg=="],
+
     "@oxc-project/runtime": ["@oxc-project/runtime@0.71.0", "", {}, "sha512-QwoF5WUXIGFQ+hSxWEib4U/aeLoiDN9JlP18MnBgx9LLPRDfn1iICtcow7Jgey6HLH4XFceWXQD5WBJ39dyJcw=="],
 
     "@oxc-project/types": ["@oxc-project/types@0.71.0", "", {}, "sha512-5CwQ4MI+P4MQbjLWXgNurA+igGwu/opNetIE13LBs9+V93R64MLvDKOOLZIXSzEfovU3Zef3q3GjPnMTgJTn2w=="],
@@ -285,12 +301,16 @@
 
     "@typescript-eslint/visitor-keys": ["@typescript-eslint/visitor-keys@8.53.1", "", { "dependencies": { "@typescript-eslint/types": "8.53.1", "eslint-visitor-keys": "^4.2.1" } }, "sha512-oy+wV7xDKFPRyNggmXuZQSBzvoLnpmJs+GhzRhPjrxl2b/jIlyjVokzm47CZCDUdXKr2zd7ZLodPfOBpOPyPlg=="],
 
+    "@vercel/oidc": ["@vercel/oidc@3.1.0", "", {}, "sha512-Fw28YZpRnA3cAHHDlkt7xQHiJ0fcL+NRcIqsocZQUSmbzeIKRpwttJjik5ZGanXP+vlA4SbTg+AbA3bP363l+w=="],
+
     "@xmldom/xmldom": ["@xmldom/xmldom@0.9.8", "", {}, "sha512-p96FSY54r+WJ50FIOsCOjyj/wavs8921hG5+kVMmZgKcvIKxMXHTrjNJvRgWa/zuX3B6t2lijLNFaOyuxUH+2A=="],
 
     "acorn": ["acorn@8.15.0", "", { "bin": { "acorn": "bin/acorn" } }, "sha512-NZyJarBfL7nWwIq+FDL6Zp/yHEhePMNnnJ0y3qfieCrmNvYct8uvtiV41UvlSe6apAfk0fY1FbWx+NwfmpvtTg=="],
 
     "acorn-jsx": ["acorn-jsx@5.3.2", "", { "peerDependencies": { "acorn": "^6.0.0 || ^7.0.0 || ^8.0.0" } }, "sha512-rq9s+JNhf0IChjtDXxllJ7g41oZk5SlXtp0LHwyA5cejwn7vKmKp4pPri6YEePv2PU65sAsegbXtIinmDFDXgQ=="],
 
+    "ai": ["ai@6.0.49", "", { "dependencies": { "@ai-sdk/gateway": "3.0.22", "@ai-sdk/provider": "3.0.5", "@ai-sdk/provider-utils": "4.0.9", "@opentelemetry/api": "1.9.0" }, "peerDependencies": { "zod": "^3.25.76 || ^4.1.8" } }, "sha512-LABniBX/0R6Tv+iUK5keUZhZLaZUe4YjP5M2rZ4wAdZ8iKV3EfTAoJxuL1aaWTSJKIilKa9QUEkCgnp89/32bw=="],
+
     "ajv": ["ajv@6.12.6", "", { "dependencies": { "fast-deep-equal": "^3.1.1", "fast-json-stable-stringify": "^2.0.0", "json-schema-traverse": "^0.4.1", "uri-js": "^4.2.2" } }, "sha512-j3fVLgvTo527anyYyJOGTYJbG+vnnQYvE0m5mmkc1TK+nxAppkCLMIL0aZ4dblVCNoGShhm+kzE4ZUykBoMg4g=="],
 
     "ansi-styles": ["ansi-styles@4.3.0", "", { "dependencies": { "color-convert": "^2.0.1" } }, "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg=="],
@@ -325,6 +345,8 @@
 
     "convex": ["convex@1.31.5", "", { "dependencies": { "esbuild": "0.27.0", "prettier": "^3.0.0" }, "peerDependencies": { "@auth0/auth0-react": "^2.0.1", "@clerk/clerk-react": "^4.12.8 || ^5.0.0", "react": "^18.0.0 || ^19.0.0-0 || ^19.0.0" }, "optionalPeers": ["@auth0/auth0-react", "@clerk/clerk-react", "react"], "bin": { "convex": "bin/main.js" } }, "sha512-E1IuJKFwMCHDToNGukBPs6c7RFaarR3t8chLF9n98TM5/Tgmj8lM6l7sKM1aJ3VwqGaB4wbeUAPY8osbCOXBhQ=="],
 
+    "convex-helpers": ["convex-helpers@0.1.111", "", { "peerDependencies": { "@standard-schema/spec": "^1.0.0", "convex": "^1.25.4", "hono": "^4.0.5", "react": "^17.0.2 || ^18.0.0 || ^19.0.0", "typescript": "^5.5", "zod": "^3.25.0 || ^4.0.0" }, "optionalPeers": ["@standard-schema/spec", "hono", "react", "typescript", "zod"], "bin": { "convex-helpers": "bin.cjs" } }, "sha512-0O59Ohi8HVc3+KULxSC6JHsw8cQJyc8gZ7OAfNRVX7T5Wy6LhPx3l8veYN9avKg7UiPlO7m1eBiQMHKclIyXyQ=="],
+
     "convex-svelte": ["convex-svelte@0.0.12", "", { "dependencies": { "esm-env": "^1.2.2", "runed": "^0.31.1" }, "peerDependencies": { "convex": "^1.10.0", "svelte": "^5.0.0" } }, "sha512-sUZoYp4ZsokyvKlbbg1dWYB7MkAjZn4nNG9DnADEt9L6KTKuhhnEIt6fdLj+3GnVBUGDTssm17+7ppzFc4y7Gg=="],
 
     "cookie": ["cookie@0.6.0", "", {}, "sha512-U71cyTamuh1CRNCfpGY6to28lxvNwPG4Guz/EVjgf3Jmzv0vlDp1atT9eS5dDjMYHucpHbWns6Lwf3BKz6svdw=="],
@@ -375,6 +397,8 @@
 
     "esutils": ["esutils@2.0.3", "", {}, "sha512-kVscqXk4OCp68SZ0dkgEKVi6/8ij300KBWTJq32P/dYeWTSwK41WyTxalN1eRmA5Z9UU/LX9D7FWSmV9SAYx6g=="],
 
+    "eventsource-parser": ["eventsource-parser@3.0.6", "", {}, "sha512-Vo1ab+QXPzZ4tCa8SwIHJFaSzy4R6SHf7BY79rFBDf0idraZWAkYrDjDj8uWaSm3S2TK+hJ7/t1CEmZ7jXw+pg=="],
+
     "fast-deep-equal": ["fast-deep-equal@3.1.3", "", {}, "sha512-f3qQ9oQy9j2AhBe/H9VC91wLmKBCCU/gDOnKNAYG5hswO7BLKj09Hc5HYNz9cGI++xlpDCIgDaitVs03ATR84Q=="],
 
     "fast-json-stable-stringify": ["fast-json-stable-stringify@2.1.0", "", {}, "sha512-lhd/wF+Lk98HZoTCtlVraHtfh5XYijIjalXck7saUtuanSDyLMxnHhSXEDJqHxD7msR8D0uCmqlkwjCV8xvwHw=="],
@@ -421,6 +445,8 @@
 
     "json-buffer": ["json-buffer@3.0.1", "", {}, "sha512-4bV5BfR2mqfQTJm+V5tPPdf+ZpuhiIvTuAB5g8kcrXOZpTT/QwwVRWBywX1ozr6lEuPdbHxwaJlm9G6mI2sfSQ=="],
 
+    "json-schema": ["json-schema@0.4.0", "", {}, "sha512-es94M3nTIfsEPisRafak+HDLfHXnKBhV3vU5eqPcS3flIWqcxJWgXHXiey3YrpaNsanY5ei1VoYEbOzijuq9BA=="],
+
     "json-schema-traverse": ["json-schema-traverse@0.4.1", "", {}, "sha512-xbbCH5dCYU5T8LcEhhuh7HJ88HXuW3qsI3Y0zOZFKfZEHcpWiHU/Jxzk629Brsab/mMiHQti9wMP+845RPe3Vg=="],
 
     "json-stable-stringify-without-jsonify": ["json-stable-stringify-without-jsonify@1.0.1", "", {}, "sha512-Bdboy+l7tA3OGW6FjyFHWkP5LuByj1Tk33Ljyq0axyzdk9//JSi2u3fP1QSmd1KNwq6VOKYGlAu87CisVir6Pw=="],
@@ -603,6 +629,8 @@
 
     "zimmerframe": ["zimmerframe@1.1.4", "", {}, "sha512-B58NGBEoc8Y9MWWCQGl/gq9xBCe4IiKM0a2x7GZdQKOW5Exr8S1W24J6OgM1njK8xCRGvAJIL/MxXHf6SkmQKQ=="],
 
+    "zod": ["zod@4.3.6", "", {}, "sha512-rftlrkhHZOcjDwkGlnUtZZkvaPHCsDATp4pGpuOOMDaTdDDXF91wuVDJoWoPsKX/3YPQ5fHuF3STjcYyKr+Qhg=="],
+
     "@eslint-community/eslint-utils/eslint-visitor-keys": ["eslint-visitor-keys@3.4.3", "", {}, "sha512-wpc+LXeiyiisxPlEkUzU6svyS1frIO3Mgxj1fdy7Pm8Ygzguax2N3Fa/D/ag1WqbOprdI+uY6wMUl8/a2G+iag=="],
 
     "@eslint/eslintrc/globals": ["globals@14.0.0", "", {}, "sha512-oahGvuMGQlPw/ivIYBjVSrWAfWLBeku5tpPE2fOPLi+WHffIWbuh2tCjhyQhTBPMf5E9jDEH4FOmTYgYwbKwtQ=="],

frontend/package.json

@@ -36,6 +36,8 @@
 		"vite": "^7.2.6"
 	},
 	"dependencies": {
+		"@ai-sdk/google": "^3.0.13",
+		"@convex-dev/rag": "^0.7.0",
 		"convex": "^1.31.5",
 		"convex-svelte": "^0.0.12",
 		"marked": "^17.0.1",

frontend/src/lib/components/DraftBadge.svelte

@@ -1,6 +1,8 @@
 <script lang="ts">
+	import type { Id } from '$lib/convex/_generated/dataModel';
+
 	interface Photo {
-		base64: string;
+		_id: Id<'photoDrafts'>;
 		mediaType: string;
 	}
 

frontend/src/lib/components/SilentCapture.svelte

@@ -3,9 +3,10 @@
 
 	interface Props {
 		oncapture: (base64: string, mediaType: string, thumbnailBase64: string) => void;
+		onunpair?: () => void;
 	}
 
-	let { oncapture }: Props = $props();
+	let { oncapture, onunpair }: Props = $props();
 
 	let videoElement: HTMLVideoElement | null = $state(null);
 	let stream: MediaStream | null = $state(null);
@@ -123,4 +124,12 @@
 <div class="fixed inset-0 z-40 bg-black">
 	<video bind:this={videoElement} autoplay playsinline muted class="h-full w-full object-cover"
 	></video>
+	{#if onunpair}
+		<button
+			onclick={onunpair}
+			class="absolute top-4 left-4 z-10 rounded-full bg-red-600/80 px-3 py-1.5 text-xs text-white"
+		>
+			unpair
+		</button>
+	{/if}
 </div>

frontend/src/lib/convex-polling.svelte.ts

@@ -3,7 +3,7 @@ import { getContext, setContext } from 'svelte';
 import type { FunctionReference, FunctionArgs, FunctionReturnType } from 'convex/server';
 
 const POLLING_CONTEXT_KEY = 'convex-polling';
-const POLL_INTERVAL = 500;
+const POLL_INTERVAL = 1000;
 
 type PollingContext = {
 	client: ConvexHttpClient;
@@ -47,7 +47,11 @@ export function usePollingMutation<Mutation extends FunctionReference<'mutation'
 export function usePollingQuery<Query extends FunctionReference<'query'>>(
 	query: Query,
 	argsGetter: () => FunctionArgs<Query> | 'skip'
-): { data: FunctionReturnType<Query> | undefined; error: Error | null; isLoading: boolean } {
+): {
+	data: FunctionReturnType<Query> | undefined;
+	error: Error | null;
+	isLoading: boolean;
+} {
 	const client = usePollingClient();
 
 	// eslint-disable-next-line prefer-const

frontend/src/lib/convex/_generated/api.d.ts

@@ -10,11 +10,14 @@
 
 import type * as chats from "../chats.js";
 import type * as devicePairings from "../devicePairings.js";
+import type * as http from "../http.js";
 import type * as messages from "../messages.js";
 import type * as pairingRequests from "../pairingRequests.js";
 import type * as pendingGenerations from "../pendingGenerations.js";
 import type * as photoDrafts from "../photoDrafts.js";
 import type * as photoRequests from "../photoRequests.js";
+import type * as rag from "../rag.js";
+import type * as ragConnections from "../ragConnections.js";
 import type * as users from "../users.js";
 
 import type {
@@ -26,11 +29,14 @@ import type {
 declare const fullApi: ApiFromModules<{
   chats: typeof chats;
   devicePairings: typeof devicePairings;
+  http: typeof http;
   messages: typeof messages;
   pairingRequests: typeof pairingRequests;
   pendingGenerations: typeof pendingGenerations;
   photoDrafts: typeof photoDrafts;
   photoRequests: typeof photoRequests;
+  rag: typeof rag;
+  ragConnections: typeof ragConnections;
   users: typeof users;
 }>;
 
@@ -60,4 +66,401 @@ export declare const internal: FilterApi<
   FunctionReference<any, "internal">
 >;
 
-export declare const components: {};
+export declare const components: {
+  rag: {
+    chunks: {
+      insert: FunctionReference<
+        "mutation",
+        "internal",
+        {
+          chunks: Array<{
+            content: { metadata?: Record<string, any>; text: string };
+            embedding: Array<number>;
+            searchableText?: string;
+          }>;
+          entryId: string;
+          startOrder: number;
+        },
+        { status: "pending" | "ready" | "replaced" }
+      >;
+      list: FunctionReference<
+        "query",
+        "internal",
+        {
+          entryId: string;
+          order: "desc" | "asc";
+          paginationOpts: {
+            cursor: string | null;
+            endCursor?: string | null;
+            id?: number;
+            maximumBytesRead?: number;
+            maximumRowsRead?: number;
+            numItems: number;
+          };
+        },
+        {
+          continueCursor: string;
+          isDone: boolean;
+          page: Array<{
+            metadata?: Record<string, any>;
+            order: number;
+            state: "pending" | "ready" | "replaced";
+            text: string;
+          }>;
+          pageStatus?: "SplitRecommended" | "SplitRequired" | null;
+          splitCursor?: string | null;
+        }
+      >;
+      replaceChunksPage: FunctionReference<
+        "mutation",
+        "internal",
+        { entryId: string; startOrder: number },
+        { nextStartOrder: number; status: "pending" | "ready" | "replaced" }
+      >;
+    };
+    entries: {
+      add: FunctionReference<
+        "mutation",
+        "internal",
+        {
+          allChunks?: Array<{
+            content: { metadata?: Record<string, any>; text: string };
+            embedding: Array<number>;
+            searchableText?: string;
+          }>;
+          entry: {
+            contentHash?: string;
+            filterValues: Array<{ name: string; value: any }>;
+            importance: number;
+            key?: string;
+            metadata?: Record<string, any>;
+            namespaceId: string;
+            title?: string;
+          };
+          onComplete?: string;
+        },
+        {
+          created: boolean;
+          entryId: string;
+          status: "pending" | "ready" | "replaced";
+        }
+      >;
+      addAsync: FunctionReference<
+        "mutation",
+        "internal",
+        {
+          chunker: string;
+          entry: {
+            contentHash?: string;
+            filterValues: Array<{ name: string; value: any }>;
+            importance: number;
+            key?: string;
+            metadata?: Record<string, any>;
+            namespaceId: string;
+            title?: string;
+          };
+          onComplete?: string;
+        },
+        { created: boolean; entryId: string; status: "pending" | "ready" }
+      >;
+      deleteAsync: FunctionReference<
+        "mutation",
+        "internal",
+        { entryId: string; startOrder: number },
+        null
+      >;
+      deleteByKeyAsync: FunctionReference<
+        "mutation",
+        "internal",
+        { beforeVersion?: number; key: string; namespaceId: string },
+        null
+      >;
+      deleteByKeySync: FunctionReference<
+        "action",
+        "internal",
+        { key: string; namespaceId: string },
+        null
+      >;
+      deleteSync: FunctionReference<
+        "action",
+        "internal",
+        { entryId: string },
+        null
+      >;
+      findByContentHash: FunctionReference<
+        "query",
+        "internal",
+        {
+          contentHash: string;
+          dimension: number;
+          filterNames: Array<string>;
+          key: string;
+          modelId: string;
+          namespace: string;
+        },
+        {
+          contentHash?: string;
+          entryId: string;
+          filterValues: Array<{ name: string; value: any }>;
+          importance: number;
+          key?: string;
+          metadata?: Record<string, any>;
+          replacedAt?: number;
+          status: "pending" | "ready" | "replaced";
+          title?: string;
+        } | null
+      >;
+      get: FunctionReference<
+        "query",
+        "internal",
+        { entryId: string },
+        {
+          contentHash?: string;
+          entryId: string;
+          filterValues: Array<{ name: string; value: any }>;
+          importance: number;
+          key?: string;
+          metadata?: Record<string, any>;
+          replacedAt?: number;
+          status: "pending" | "ready" | "replaced";
+          title?: string;
+        } | null
+      >;
+      list: FunctionReference<
+        "query",
+        "internal",
+        {
+          namespaceId?: string;
+          order?: "desc" | "asc";
+          paginationOpts: {
+            cursor: string | null;
+            endCursor?: string | null;
+            id?: number;
+            maximumBytesRead?: number;
+            maximumRowsRead?: number;
+            numItems: number;
+          };
+          status: "pending" | "ready" | "replaced";
+        },
+        {
+          continueCursor: string;
+          isDone: boolean;
+          page: Array<{
+            contentHash?: string;
+            entryId: string;
+            filterValues: Array<{ name: string; value: any }>;
+            importance: number;
+            key?: string;
+            metadata?: Record<string, any>;
+            replacedAt?: number;
+            status: "pending" | "ready" | "replaced";
+            title?: string;
+          }>;
+          pageStatus?: "SplitRecommended" | "SplitRequired" | null;
+          splitCursor?: string | null;
+        }
+      >;
+      promoteToReady: FunctionReference<
+        "mutation",
+        "internal",
+        { entryId: string },
+        {
+          replacedEntry: {
+            contentHash?: string;
+            entryId: string;
+            filterValues: Array<{ name: string; value: any }>;
+            importance: number;
+            key?: string;
+            metadata?: Record<string, any>;
+            replacedAt?: number;
+            status: "pending" | "ready" | "replaced";
+            title?: string;
+          } | null;
+        }
+      >;
+    };
+    namespaces: {
+      deleteNamespace: FunctionReference<
+        "mutation",
+        "internal",
+        { namespaceId: string },
+        {
+          deletedNamespace: null | {
+            createdAt: number;
+            dimension: number;
+            filterNames: Array<string>;
+            modelId: string;
+            namespace: string;
+            namespaceId: string;
+            status: "pending" | "ready" | "replaced";
+            version: number;
+          };
+        }
+      >;
+      deleteNamespaceSync: FunctionReference<
+        "action",
+        "internal",
+        { namespaceId: string },
+        null
+      >;
+      get: FunctionReference<
+        "query",
+        "internal",
+        {
+          dimension: number;
+          filterNames: Array<string>;
+          modelId: string;
+          namespace: string;
+        },
+        null | {
+          createdAt: number;
+          dimension: number;
+          filterNames: Array<string>;
+          modelId: string;
+          namespace: string;
+          namespaceId: string;
+          status: "pending" | "ready" | "replaced";
+          version: number;
+        }
+      >;
+      getOrCreate: FunctionReference<
+        "mutation",
+        "internal",
+        {
+          dimension: number;
+          filterNames: Array<string>;
+          modelId: string;
+          namespace: string;
+          onComplete?: string;
+          status: "pending" | "ready";
+        },
+        { namespaceId: string; status: "pending" | "ready" }
+      >;
+      list: FunctionReference<
+        "query",
+        "internal",
+        {
+          paginationOpts: {
+            cursor: string | null;
+            endCursor?: string | null;
+            id?: number;
+            maximumBytesRead?: number;
+            maximumRowsRead?: number;
+            numItems: number;
+          };
+          status: "pending" | "ready" | "replaced";
+        },
+        {
+          continueCursor: string;
+          isDone: boolean;
+          page: Array<{
+            createdAt: number;
+            dimension: number;
+            filterNames: Array<string>;
+            modelId: string;
+            namespace: string;
+            namespaceId: string;
+            status: "pending" | "ready" | "replaced";
+            version: number;
+          }>;
+          pageStatus?: "SplitRecommended" | "SplitRequired" | null;
+          splitCursor?: string | null;
+        }
+      >;
+      listNamespaceVersions: FunctionReference<
+        "query",
+        "internal",
+        {
+          namespace: string;
+          paginationOpts: {
+            cursor: string | null;
+            endCursor?: string | null;
+            id?: number;
+            maximumBytesRead?: number;
+            maximumRowsRead?: number;
+            numItems: number;
+          };
+        },
+        {
+          continueCursor: string;
+          isDone: boolean;
+          page: Array<{
+            createdAt: number;
+            dimension: number;
+            filterNames: Array<string>;
+            modelId: string;
+            namespace: string;
+            namespaceId: string;
+            status: "pending" | "ready" | "replaced";
+            version: number;
+          }>;
+          pageStatus?: "SplitRecommended" | "SplitRequired" | null;
+          splitCursor?: string | null;
+        }
+      >;
+      lookup: FunctionReference<
+        "query",
+        "internal",
+        {
+          dimension: number;
+          filterNames: Array<string>;
+          modelId: string;
+          namespace: string;
+        },
+        null | string
+      >;
+      promoteToReady: FunctionReference<
+        "mutation",
+        "internal",
+        { namespaceId: string },
+        {
+          replacedNamespace: null | {
+            createdAt: number;
+            dimension: number;
+            filterNames: Array<string>;
+            modelId: string;
+            namespace: string;
+            namespaceId: string;
+            status: "pending" | "ready" | "replaced";
+            version: number;
+          };
+        }
+      >;
+    };
+    search: {
+      search: FunctionReference<
+        "action",
+        "internal",
+        {
+          chunkContext?: { after: number; before: number };
+          embedding: Array<number>;
+          filters: Array<{ name: string; value: any }>;
+          limit: number;
+          modelId: string;
+          namespace: string;
+          vectorScoreThreshold?: number;
+        },
+        {
+          entries: Array<{
+            contentHash?: string;
+            entryId: string;
+            filterValues: Array<{ name: string; value: any }>;
+            importance: number;
+            key?: string;
+            metadata?: Record<string, any>;
+            replacedAt?: number;
+            status: "pending" | "ready" | "replaced";
+            title?: string;
+          }>;
+          results: Array<{
+            content: Array<{ metadata?: Record<string, any>; text: string }>;
+            entryId: string;
+            order: number;
+            score: number;
+            startOrder: number;
+          }>;
+        }
+      >;
+    };
+  };
+};

frontend/src/lib/convex/chats.ts

@@ -80,7 +80,13 @@ export const getWithUser = query({
 				followUpPrompt: v.optional(v.string()),
 				model: v.string(),
 				followUpModel: v.optional(v.string()),
-				activeChatId: v.optional(v.id('chats'))
+				activeChatId: v.optional(v.id('chats')),
+				ragCollectionMode: v.optional(
+					v.object({
+						ragDatabaseId: v.id('ragDatabases'),
+						activeSince: v.number()
+					})
+				)
 			})
 		}),
 		v.null()

frontend/src/lib/convex/convex.config.ts

@@ -0,0 +1,7 @@
+import { defineApp } from 'convex/server';
+import rag from '@convex-dev/rag/convex.config';
+
+const app = defineApp();
+app.use(rag);
+
+export default app;

frontend/src/lib/convex/http.ts

@@ -0,0 +1,43 @@
+import { httpRouter } from 'convex/server';
+import { httpAction } from './_generated/server';
+import { api } from './_generated/api';
+import type { Id } from './_generated/dataModel';
+
+const http = httpRouter();
+
+http.route({
+	path: '/rag/search',
+	method: 'POST',
+	handler: httpAction(async (ctx, req) => {
+		const body = await req.json();
+		const { userId, dbNames, query, apiKey, limit } = body as {
+			userId: string;
+			dbNames: string[];
+			query: string;
+			apiKey: string;
+			limit?: number;
+		};
+
+		if (!userId || !dbNames || !query || !apiKey) {
+			return new Response(JSON.stringify({ error: 'Missing required fields' }), {
+				status: 400,
+				headers: { 'Content-Type': 'application/json' }
+			});
+		}
+
+		const result = await ctx.runAction(api.rag.searchMultiple, {
+			userId: userId as Id<'users'>,
+			dbNames,
+			apiKey,
+			query,
+			limit
+		});
+
+		return new Response(JSON.stringify(result), {
+			status: 200,
+			headers: { 'Content-Type': 'application/json' }
+		});
+	})
+});
+
+export default http;

frontend/src/lib/convex/messages.ts

@@ -11,10 +11,6 @@ export const listByChat = query({
 			chatId: v.id('chats'),
 			role: v.union(v.literal('user'), v.literal('assistant')),
 			content: v.string(),
-			imageBase64: v.optional(v.string()),
-			imageMediaType: v.optional(v.string()),
-			imagesBase64: v.optional(v.array(v.string())),
-			imagesMediaTypes: v.optional(v.array(v.string())),
 			followUpOptions: v.optional(v.array(v.string())),
 			source: v.union(v.literal('telegram'), v.literal('web')),
 			createdAt: v.number(),
@@ -22,11 +18,23 @@ export const listByChat = query({
 		})
 	),
 	handler: async (ctx, args) => {
-		return await ctx.db
+		const messages = await ctx.db
 			.query('messages')
 			.withIndex('by_chat_id_and_created_at', (q) => q.eq('chatId', args.chatId))
 			.order('asc')
 			.collect();
+
+		return messages.map((m) => ({
+			_id: m._id,
+			_creationTime: m._creationTime,
+			chatId: m.chatId,
+			role: m.role,
+			content: m.content,
+			followUpOptions: m.followUpOptions,
+			source: m.source,
+			createdAt: m.createdAt,
+			isStreaming: m.isStreaming
+		}));
 	}
 });
 

frontend/src/lib/convex/photoDrafts.ts

@@ -12,7 +12,6 @@ export const get = query({
 		photos: v.array(
 			v.object({
 				_id: v.id('photoDrafts'),
-				base64: v.string(),
 				mediaType: v.string()
 			})
 		)
@@ -28,7 +27,6 @@ export const get = query({
 		return {
 			photos: drafts.map((d) => ({
 				_id: d._id,
-				base64: d.base64,
 				mediaType: d.mediaType
 			}))
 		};

frontend/src/lib/convex/photoRequests.ts

@@ -21,6 +21,20 @@ const photoRequestValidator = v.object({
 	createdAt: v.number()
 });
 
+const photoRequestLightValidator = v.object({
+	_id: v.id('photoRequests'),
+	status: v.union(
+		v.literal('pending'),
+		v.literal('countdown'),
+		v.literal('capture_now'),
+		v.literal('captured'),
+		v.literal('accepted'),
+		v.literal('rejected')
+	),
+	photoMediaType: v.optional(v.string()),
+	thumbnailBase64: v.optional(v.string())
+});
+
 export const create = mutation({
 	args: {
 		chatId: v.id('chats'),
@@ -29,6 +43,17 @@ export const create = mutation({
 	},
 	returns: v.id('photoRequests'),
 	handler: async (ctx, args) => {
+		const oldRequests = await ctx.db
+			.query('photoRequests')
+			.withIndex('by_chat_id', (q) => q.eq('chatId', args.chatId))
+			.take(20);
+
+		for (const req of oldRequests) {
+			if (req.status === 'pending' || req.status === 'countdown' || req.status === 'capture_now') {
+				await ctx.db.patch(req._id, { status: 'rejected' });
+			}
+		}
+
 		return await ctx.db.insert('photoRequests', {
 			chatId: args.chatId,
 			requesterId: args.requesterId,
@@ -55,15 +80,20 @@ export const submitPhoto = mutation({
 		photoMediaType: v.string(),
 		thumbnailBase64: v.optional(v.string())
 	},
-	returns: v.null(),
+	returns: v.boolean(),
 	handler: async (ctx, args) => {
+		const req = await ctx.db.get(args.requestId);
+		if (!req || req.status !== 'capture_now') {
+			return false;
+		}
+
 		await ctx.db.patch(args.requestId, {
 			status: 'captured',
 			photoBase64: args.photoBase64,
 			photoMediaType: args.photoMediaType,
 			thumbnailBase64: args.thumbnailBase64
 		});
-		return null;
+		return true;
 	}
 });
 
@@ -78,24 +108,39 @@ export const markAccepted = mutation({
 
 export const markRejected = mutation({
 	args: { requestId: v.id('photoRequests') },
-	returns: v.null(),
+	returns: v.boolean(),
 	handler: async (ctx, args) => {
-		await ctx.db.patch(args.requestId, { status: 'rejected' });
+		const req = await ctx.db.get(args.requestId);
-		return null;
+		if (!req || req.status === 'accepted' || req.status === 'rejected') {
+			return false;
 		}
+		await ctx.db.patch(req._id, { status: 'rejected' });
+		return true;
+	}
+});
+
+const captureNowLightValidator = v.object({
+	_id: v.id('photoRequests'),
+	status: v.literal('capture_now')
 });
 
 export const getCaptureNowRequest = query({
 	args: { chatId: v.id('chats'), deviceId: v.optional(v.string()) },
-	returns: v.union(photoRequestValidator, v.null()),
+	returns: v.union(captureNowLightValidator, v.null()),
 	handler: async (ctx, args) => {
+		const now = Date.now();
+		const maxAge = 60 * 1000;
+
 		const requests = await ctx.db
 			.query('photoRequests')
 			.withIndex('by_chat_id', (q) => q.eq('chatId', args.chatId))
 			.order('desc')
 			.take(50);
 
-		return requests.find((r) => r.status === 'capture_now') ?? null;
+		const found = requests.find((r) => r.status === 'capture_now' && now - r.createdAt < maxAge);
+		if (!found) return null;
+
+		return { _id: found._id, status: 'capture_now' as const };
 	}
 });
 
@@ -115,22 +160,99 @@ export const getActiveForCapture = query({
 
 export const getMyActiveRequest = query({
 	args: { chatId: v.id('chats'), deviceId: v.optional(v.string()) },
-	returns: v.union(photoRequestValidator, v.null()),
+	returns: v.union(photoRequestLightValidator, v.null()),
 	handler: async (ctx, args) => {
 		const requests = await ctx.db
 			.query('photoRequests')
 			.withIndex('by_chat_id', (q) => q.eq('chatId', args.chatId))
+			.order('desc')
 			.take(100);
 
 		if (!args.deviceId) return null;
 
-		return (
+		const found = requests.find(
-			requests.find(
 			(r) =>
 				r.requesterId === args.deviceId &&
 				(r.status === 'countdown' || r.status === 'capture_now' || r.status === 'captured')
-			) ?? null
 		);
+
+		if (!found) return null;
+
+		return {
+			_id: found._id,
+			status: found.status,
+			photoMediaType: found.photoMediaType,
+			thumbnailBase64: found.thumbnailBase64
+		};
+	}
+});
+
+export const getPhotoData = query({
+	args: { requestId: v.id('photoRequests') },
+	returns: v.union(
+		v.object({
+			photoBase64: v.string(),
+			photoMediaType: v.string(),
+			thumbnailBase64: v.optional(v.string())
+		}),
+		v.null()
+	),
+	handler: async (ctx, args) => {
+		const req = await ctx.db.get(args.requestId);
+		if (!req || !req.photoBase64 || !req.photoMediaType) return null;
+
+		return {
+			photoBase64: req.photoBase64,
+			photoMediaType: req.photoMediaType,
+			thumbnailBase64: req.thumbnailBase64
+		};
+	}
+});
+
+export const getPhotoPreview = query({
+	args: { requestId: v.id('photoRequests') },
+	returns: v.union(
+		v.object({
+			thumbnailBase64: v.string(),
+			photoMediaType: v.string()
+		}),
+		v.null()
+	),
+	handler: async (ctx, args) => {
+		const req = await ctx.db.get(args.requestId);
+		if (!req || !req.photoMediaType) return null;
+
+		return {
+			thumbnailBase64: req.thumbnailBase64 || req.photoBase64 || '',
+			photoMediaType: req.photoMediaType
+		};
+	}
+});
+
+export const acceptPhotoToDraft = mutation({
+	args: {
+		requestId: v.id('photoRequests'),
+		chatId: v.id('chats'),
+		deviceId: v.string()
+	},
+	returns: v.id('photoDrafts'),
+	handler: async (ctx, args) => {
+		const req = await ctx.db.get(args.requestId);
+		if (!req || !req.photoBase64 || !req.photoMediaType) {
+			throw new Error('Photo request not found or has no photo');
+		}
+
+		const draftId = await ctx.db.insert('photoDrafts', {
+			chatId: args.chatId,
+			deviceId: args.deviceId,
+			base64: req.photoBase64,
+			mediaType: req.photoMediaType,
+			createdAt: Date.now()
+		});
+
+		await ctx.db.patch(args.requestId, { status: 'accepted' });
+
+		return draftId;
 	}
 });
 

frontend/src/lib/convex/rag.ts

@@ -0,0 +1,252 @@
+import { createGoogleGenerativeAI } from '@ai-sdk/google';
+import { RAG } from '@convex-dev/rag';
+import { v } from 'convex/values';
+import { api, components } from './_generated/api';
+import { action, mutation, query } from './_generated/server';
+
+function createRagInstance(apiKey: string) {
+	const google = createGoogleGenerativeAI({ apiKey });
+	return new RAG(components.rag, {
+		textEmbeddingModel: google.embedding('text-embedding-004'),
+		embeddingDimension: 768
+	});
+}
+
+function buildNamespace(userId: string, dbName: string): string {
+	return `user_${userId}/${dbName}`;
+}
+
+export const createDatabase = mutation({
+	args: { userId: v.id('users'), name: v.string() },
+	returns: v.id('ragDatabases'),
+	handler: async (ctx, args) => {
+		const existing = await ctx.db
+			.query('ragDatabases')
+			.withIndex('by_user_id_and_name', (q) => q.eq('userId', args.userId).eq('name', args.name))
+			.unique();
+
+		if (existing) {
+			return existing._id;
+		}
+
+		return await ctx.db.insert('ragDatabases', {
+			userId: args.userId,
+			name: args.name,
+			createdAt: Date.now()
+		});
+	}
+});
+
+export const getDatabase = query({
+	args: { userId: v.id('users'), name: v.string() },
+	returns: v.union(
+		v.object({
+			_id: v.id('ragDatabases'),
+			_creationTime: v.number(),
+			userId: v.id('users'),
+			name: v.string(),
+			createdAt: v.number()
+		}),
+		v.null()
+	),
+	handler: async (ctx, args) => {
+		return await ctx.db
+			.query('ragDatabases')
+			.withIndex('by_user_id_and_name', (q) => q.eq('userId', args.userId).eq('name', args.name))
+			.unique();
+	}
+});
+
+export const getDatabaseById = query({
+	args: { ragDatabaseId: v.id('ragDatabases') },
+	returns: v.union(
+		v.object({
+			_id: v.id('ragDatabases'),
+			_creationTime: v.number(),
+			userId: v.id('users'),
+			name: v.string(),
+			createdAt: v.number()
+		}),
+		v.null()
+	),
+	handler: async (ctx, args) => {
+		return await ctx.db.get(args.ragDatabaseId);
+	}
+});
+
+export const listDatabases = query({
+	args: { userId: v.id('users') },
+	returns: v.array(
+		v.object({
+			_id: v.id('ragDatabases'),
+			_creationTime: v.number(),
+			userId: v.id('users'),
+			name: v.string(),
+			createdAt: v.number()
+		})
+	),
+	handler: async (ctx, args) => {
+		return await ctx.db
+			.query('ragDatabases')
+			.withIndex('by_user_id', (q) => q.eq('userId', args.userId))
+			.collect();
+	}
+});
+
+export const deleteDatabase = action({
+	args: { userId: v.id('users'), name: v.string(), apiKey: v.string() },
+	returns: v.boolean(),
+	handler: async (ctx, args) => {
+		const db = await ctx.runQuery(api.rag.getDatabase, {
+			userId: args.userId,
+			name: args.name
+		});
+
+		if (!db) {
+			return false;
+		}
+
+		const connections = await ctx.runQuery(api.ragConnections.getByRagDatabaseId, {
+			ragDatabaseId: db._id
+		});
+
+		for (const conn of connections) {
+			await ctx.runMutation(api.ragConnections.deleteConnection, {
+				connectionId: conn._id
+			});
+		}
+
+		await ctx.runMutation(api.rag.deleteDatabaseRecord, {
+			ragDatabaseId: db._id
+		});
+
+		return true;
+	}
+});
+
+export const deleteDatabaseRecord = mutation({
+	args: { ragDatabaseId: v.id('ragDatabases') },
+	returns: v.null(),
+	handler: async (ctx, args) => {
+		await ctx.db.delete(args.ragDatabaseId);
+		return null;
+	}
+});
+
+export const addContent = action({
+	args: {
+		userId: v.id('users'),
+		ragDatabaseId: v.id('ragDatabases'),
+		apiKey: v.string(),
+		text: v.string(),
+		key: v.optional(v.string())
+	},
+	returns: v.null(),
+	handler: async (ctx, args) => {
+		const db = await ctx.runQuery(api.rag.getDatabaseById, {
+			ragDatabaseId: args.ragDatabaseId
+		});
+
+		if (!db) {
+			throw new Error('RAG database not found');
+		}
+
+		const rag = createRagInstance(args.apiKey);
+		const namespace = buildNamespace(args.userId, db.name);
+
+		await rag.add(ctx, {
+			namespace,
+			text: args.text,
+			key: args.key
+		});
+
+		return null;
+	}
+});
+
+export const search = action({
+	args: {
+		userId: v.id('users'),
+		dbName: v.string(),
+		apiKey: v.string(),
+		query: v.string(),
+		limit: v.optional(v.number())
+	},
+	returns: v.object({
+		text: v.string(),
+		results: v.array(
+			v.object({
+				text: v.string(),
+				score: v.number()
+			})
+		)
+	}),
+	handler: async (ctx, args) => {
+		const rag = createRagInstance(args.apiKey);
+		const namespace = buildNamespace(args.userId, args.dbName);
+
+		const { results, text } = await rag.search(ctx, {
+			namespace,
+			query: args.query,
+			limit: args.limit ?? 5
+		});
+
+		return {
+			text: text ?? '',
+			results: results.map((r) => ({
+				text: r.content.map((c) => c.text).join('\n'),
+				score: r.score
+			}))
+		};
+	}
+});
+
+export const searchMultiple = action({
+	args: {
+		userId: v.id('users'),
+		dbNames: v.array(v.string()),
+		apiKey: v.string(),
+		query: v.string(),
+		limit: v.optional(v.number())
+	},
+	returns: v.object({
+		text: v.string(),
+		results: v.array(
+			v.object({
+				text: v.string(),
+				score: v.number(),
+				dbName: v.string()
+			})
+		)
+	}),
+	handler: async (ctx, args) => {
+		const rag = createRagInstance(args.apiKey);
+		const allResults: Array<{ text: string; score: number; dbName: string }> = [];
+
+		for (const dbName of args.dbNames) {
+			const namespace = buildNamespace(args.userId, dbName);
+			const { results } = await rag.search(ctx, {
+				namespace,
+				query: args.query,
+				limit: args.limit ?? 5
+			});
+
+			for (const r of results) {
+				allResults.push({
+					text: r.content.map((c) => c.text).join('\n'),
+					score: r.score,
+					dbName
+				});
+			}
+		}
+
+		allResults.sort((a, b) => b.score - a.score);
+		const topResults = allResults.slice(0, args.limit ?? 5);
+		const combinedText = topResults.map((r) => r.text).join('\n\n---\n\n');
+
+		return {
+			text: combinedText,
+			results: topResults
+		};
+	}
+});

frontend/src/lib/convex/ragConnections.ts

@@ -0,0 +1,102 @@
+import { v } from 'convex/values';
+import { mutation, query } from './_generated/server';
+
+export const connect = mutation({
+	args: {
+		userId: v.id('users'),
+		ragDatabaseId: v.id('ragDatabases'),
+		isGlobal: v.optional(v.boolean())
+	},
+	returns: v.id('ragConnections'),
+	handler: async (ctx, args) => {
+		const existing = await ctx.db
+			.query('ragConnections')
+			.withIndex('by_user_id_and_rag_database_id', (q) =>
+				q.eq('userId', args.userId).eq('ragDatabaseId', args.ragDatabaseId)
+			)
+			.unique();
+
+		if (existing) {
+			return existing._id;
+		}
+
+		return await ctx.db.insert('ragConnections', {
+			userId: args.userId,
+			ragDatabaseId: args.ragDatabaseId,
+			isGlobal: args.isGlobal ?? true,
+			createdAt: Date.now()
+		});
+	}
+});
+
+export const disconnect = mutation({
+	args: {
+		userId: v.id('users'),
+		ragDatabaseId: v.id('ragDatabases')
+	},
+	returns: v.boolean(),
+	handler: async (ctx, args) => {
+		const existing = await ctx.db
+			.query('ragConnections')
+			.withIndex('by_user_id_and_rag_database_id', (q) =>
+				q.eq('userId', args.userId).eq('ragDatabaseId', args.ragDatabaseId)
+			)
+			.unique();
+
+		if (!existing) {
+			return false;
+		}
+
+		await ctx.db.delete(existing._id);
+		return true;
+	}
+});
+
+export const getActiveForUser = query({
+	args: { userId: v.id('users') },
+	returns: v.array(
+		v.object({
+			_id: v.id('ragConnections'),
+			_creationTime: v.number(),
+			userId: v.id('users'),
+			ragDatabaseId: v.id('ragDatabases'),
+			isGlobal: v.boolean(),
+			createdAt: v.number()
+		})
+	),
+	handler: async (ctx, args) => {
+		return await ctx.db
+			.query('ragConnections')
+			.withIndex('by_user_id', (q) => q.eq('userId', args.userId))
+			.collect();
+	}
+});
+
+export const getByRagDatabaseId = query({
+	args: { ragDatabaseId: v.id('ragDatabases') },
+	returns: v.array(
+		v.object({
+			_id: v.id('ragConnections'),
+			_creationTime: v.number(),
+			userId: v.id('users'),
+			ragDatabaseId: v.id('ragDatabases'),
+			isGlobal: v.boolean(),
+			createdAt: v.number()
+		})
+	),
+	handler: async (ctx, args) => {
+		return await ctx.db
+			.query('ragConnections')
+			.withIndex('by_rag_database_id', (q) => q.eq('ragDatabaseId', args.ragDatabaseId))
+			.collect();
+	}
+});
+
+export const deleteConnection = mutation({
+	args: { connectionId: v.id('ragConnections') },
+	returns: v.null(),
+	handler: async (ctx, args) => {
+		await ctx.db.delete(args.connectionId);
+		return null;
+	}
+});

frontend/src/lib/convex/schema.ts

@@ -10,7 +10,13 @@ export default defineSchema({
 		followUpPrompt: v.optional(v.string()),
 		model: v.string(),
 		followUpModel: v.optional(v.string()),
-		activeChatId: v.optional(v.id('chats'))
+		activeChatId: v.optional(v.id('chats')),
+		ragCollectionMode: v.optional(
+			v.object({
+				ragDatabaseId: v.id('ragDatabases'),
+				activeSince: v.number()
+			})
+		)
 	}).index('by_telegram_id', ['telegramId']),
 
 	chats: defineTable({
@@ -98,5 +104,23 @@ export default defineSchema({
 		base64: v.string(),
 		mediaType: v.string(),
 		createdAt: v.number()
-	}).index('by_chat_id_and_device_id', ['chatId', 'deviceId'])
+	}).index('by_chat_id_and_device_id', ['chatId', 'deviceId']),
+
+	ragDatabases: defineTable({
+		userId: v.id('users'),
+		name: v.string(),
+		createdAt: v.number()
+	})
+		.index('by_user_id', ['userId'])
+		.index('by_user_id_and_name', ['userId', 'name']),
+
+	ragConnections: defineTable({
+		userId: v.id('users'),
+		ragDatabaseId: v.id('ragDatabases'),
+		isGlobal: v.boolean(),
+		createdAt: v.number()
+	})
+		.index('by_user_id', ['userId'])
+		.index('by_user_id_and_rag_database_id', ['userId', 'ragDatabaseId'])
+		.index('by_rag_database_id', ['ragDatabaseId'])
 });

frontend/src/lib/convex/users.ts

@@ -16,7 +16,13 @@ export const getById = query({
 			followUpPrompt: v.optional(v.string()),
 			model: v.string(),
 			followUpModel: v.optional(v.string()),
-			activeChatId: v.optional(v.id('chats'))
+			activeChatId: v.optional(v.id('chats')),
+			ragCollectionMode: v.optional(
+				v.object({
+					ragDatabaseId: v.id('ragDatabases'),
+					activeSince: v.number()
+				})
+			)
 		}),
 		v.null()
 	),
@@ -38,7 +44,13 @@ export const getByTelegramId = query({
 			followUpPrompt: v.optional(v.string()),
 			model: v.string(),
 			followUpModel: v.optional(v.string()),
-			activeChatId: v.optional(v.id('chats'))
+			activeChatId: v.optional(v.id('chats')),
+			ragCollectionMode: v.optional(
+				v.object({
+					ragDatabaseId: v.id('ragDatabases'),
+					activeSince: v.number()
+				})
+			)
 		}),
 		v.null()
 	),
@@ -127,3 +139,41 @@ export const setActiveChat = mutation({
 		return null;
 	}
 });
+
+export const startRagCollectionMode = mutation({
+	args: { userId: v.id('users'), ragDatabaseId: v.id('ragDatabases') },
+	returns: v.null(),
+	handler: async (ctx, args) => {
+		await ctx.db.patch(args.userId, {
+			ragCollectionMode: {
+				ragDatabaseId: args.ragDatabaseId,
+				activeSince: Date.now()
+			}
+		});
+		return null;
+	}
+});
+
+export const stopRagCollectionMode = mutation({
+	args: { userId: v.id('users') },
+	returns: v.null(),
+	handler: async (ctx, args) => {
+		await ctx.db.patch(args.userId, { ragCollectionMode: undefined });
+		return null;
+	}
+});
+
+export const getRagCollectionMode = query({
+	args: { userId: v.id('users') },
+	returns: v.union(
+		v.object({
+			ragDatabaseId: v.id('ragDatabases'),
+			activeSince: v.number()
+		}),
+		v.null()
+	),
+	handler: async (ctx, args) => {
+		const user = await ctx.db.get(args.userId);
+		return user?.ragCollectionMode ?? null;
+	}
+});

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

@@ -4,7 +4,11 @@
 	import { getContext, onMount } from 'svelte';
 	import { SvelteSet } from 'svelte/reactivity';
 	import { useQuery, useConvexClient } from 'convex-svelte';
-	import { usePollingQuery, usePollingMutation } from '$lib/convex-polling.svelte';
+	import {
+		usePollingQuery,
+		usePollingMutation,
+		usePollingClient
+	} from '$lib/convex-polling.svelte';
 	import { api } from '$lib/convex/_generated/api';
 	import type { Id } from '$lib/convex/_generated/dataModel';
 	import ChatMessage from '$lib/components/ChatMessage.svelte';
@@ -30,7 +34,6 @@
 	let activeRequestId: Id<'photoRequests'> | null = $state(null);
 	let previewPhoto: {
 		thumbnail: string;
-		fullBase64: string;
 		mediaType: string;
 		requestId: Id<'photoRequests'>;
 	} | null = $state(null);
@@ -206,17 +209,24 @@
 
 	$effect(() => {
 		const req = myActiveRequest.data;
-		if (req?.status === 'captured' && req.photoBase64 && req.photoMediaType) {
+		if (req?.status === 'captured' && req.photoMediaType) {
 			if (shownPreviewIds.has(req._id)) return;
 			shownPreviewIds.add(req._id);
+
+			const client = pollingClient ?? clientWs;
+			if (client) {
+				client.query(api.photoRequests.getPhotoPreview, { requestId: req._id }).then((data) => {
+					if (data) {
 						previewPhoto = {
-				thumbnail: req.thumbnailBase64 || req.photoBase64,
+							thumbnail: data.thumbnailBase64,
-				fullBase64: req.photoBase64,
+							mediaType: data.photoMediaType,
-				mediaType: req.photoMediaType,
 							requestId: req._id
 						};
 					}
 				});
+			}
+		}
+	});
 
 	let prevMessageCount = 0;
 	let prevLastMessageId: string | undefined;
@@ -232,6 +242,7 @@
 	});
 
 	const clientWs = usePolling ? null : useConvexClient();
+	const pollingClient = usePolling ? usePollingClient() : null;
 	const createMessagePoll = usePolling ? usePollingMutation(api.messages.create) : null;
 	const registerDevicePoll = usePolling ? usePollingMutation(api.devicePairings.register) : null;
 	const heartbeatPoll = usePolling ? usePollingMutation(api.devicePairings.heartbeat) : null;
@@ -246,8 +257,10 @@
 		? usePollingMutation(api.photoRequests.markCaptureNow)
 		: null;
 	const submitPhotoPoll = usePolling ? usePollingMutation(api.photoRequests.submitPhoto) : null;
-	const markAcceptedPoll = usePolling ? usePollingMutation(api.photoRequests.markAccepted) : null;
 	const markRejectedPoll = usePolling ? usePollingMutation(api.photoRequests.markRejected) : null;
+	const acceptPhotoToDraftPoll = usePolling
+		? usePollingMutation(api.photoRequests.acceptPhotoToDraft)
+		: null;
 
 	$effect(() => {
 		if (!chatId || !deviceId) return;
@@ -467,21 +480,16 @@
 	function handlePreviewAccept() {
 		if (!previewPhoto || !chatId) return;
 
-		const photo = { base64: previewPhoto.fullBase64, mediaType: previewPhoto.mediaType };
 		const reqId = previewPhoto.requestId;
 		previewPhoto = null;
 
-		if (usePolling && addPhotoPoll && markAcceptedPoll) {
+		if (usePolling && acceptPhotoToDraftPoll) {
-			addPhotoPoll({ chatId, deviceId, photo });
+			acceptPhotoToDraftPoll({ requestId: reqId, chatId, deviceId });
-			markAcceptedPoll({ requestId: reqId });
 		} else if (clientWs) {
-			clientWs.mutation(api.photoDrafts.addPhoto, {
+			clientWs.mutation(api.photoRequests.acceptPhotoToDraft, {
+				requestId: reqId,
 				chatId,
-				deviceId,
+				deviceId
-				photo
-			});
-			clientWs.mutation(api.photoRequests.markAccepted, {
-				requestId: reqId
 			});
 		}
 	}
@@ -661,6 +669,10 @@
 	{/if}
 
 	{#if hasCamera && isPaired}
-		<SilentCapture bind:this={silentCaptureRef} oncapture={handleSilentCapture} />
+		<SilentCapture
+			bind:this={silentCaptureRef}
+			oncapture={handleSilentCapture}
+			onunpair={handleUnpair}
+		/>
 	{/if}
 </div>

frontend/vite.config.ts

@@ -4,5 +4,5 @@ import { defineConfig } from 'vite';
 
 export default defineConfig({
 	plugins: [tailwindcss(), sveltekit()],
-	server: { allowedHosts: ['porter-davidson-fibre-handhelds.trycloudflare.com'] }
+	server: { allowedHosts: ['parameters-detection-adware-christ.trycloudflare.com'] }
 });