feat: hot-swap LLM backend + media keys + codebase Q&A + scheduler cancel-by-text + TTS pre-warm

Single biggest user-facing change: you can now switch local↔cloud LLM by voice
without restarting. Plus four new packs and a perf nudge.

Shared LLM global (crates/jarvis-core/src/llm/mod.rs)
  - GLOBAL: Lazy<RwLock<Option<Arc<LlmClient>>>>. Single source of truth.
  - init_global() / current() / swap_to(LlmBackend) / current_backend_name() / parse_backend(str).
  - llm_fallback + llm_router migrated: they no longer own a separate LlmClient,
    they read from the global on each request. Hot-swap is now LIVE — change
    backend, next chat call uses the new one.
  - parse_backend accepts both english and russian aliases:
      "groq"/"cloud"/"облако"/"клауд"        → Groq
      "ollama"/"local"/"локал"/"локальный"  → Ollama

Voice + Lua LLM switcher (resources/commands/llm_switch/, 3 commands)
  - "переключись на локальный" / "перейди на оллама"  → swap to Ollama
  - "переключись на облако" / "используй грок"        → swap to Groq
  - "какой у тебя мозг" / "облако или локально"       → status query

  Underlying Lua API (registered globally):
    jarvis.llm({messages}, opts)   -- as before, now uses global client
    jarvis.llm_status()            -> "groq" | "ollama" | "none"
    jarvis.llm_switch(name)        -> name on success, nil on failure

Media keys pack (resources/commands/media_keys/, 4 commands)
  - "пауза" / "плей"           → VK_MEDIA_PLAY_PAUSE
  - "следующий трек"           → VK_MEDIA_NEXT_TRACK
  - "предыдущий трек"          → VK_MEDIA_PREV_TRACK
  - "стоп музыка"              → VK_MEDIA_STOP
  - Helper _media.ps1 uses user32.keybd_event (P/Invoke through Add-Type).
  - Works with anything that listens to global media keys: Spotify, Yandex Music,
    YouTube (focused tab), Foobar2000, Winamp, etc. No OAuth, no API keys.

Codebase Q&A pack (resources/commands/codebase_qa/, 3 commands)
  - "укажи проект <path>"             → stores path in jarvis.memory under codebase.root
  - "какой проект сейчас"             → speaks current path
  - "что делает функция X" / "найди в коде Y" / "объясни код"
    → walks the folder (depth 3, 30 files cap, 4KB per file, 50KB total),
      filters by source extensions (rs/py/ts/lua/go/...), feeds digest to LLM
      with a "senior reviewer" system prompt, speaks 3-5 sentence answer.

Scheduler cancel-by-text (crates/jarvis-core/src/scheduler.rs)
  - new pub fn find_by_text(query, limit) -> Vec<ScheduledTask>
  - new pub fn remove_by_text(query) -> usize (count removed)
  - new pure helper find_by_text_in(tasks, query, limit) for tests
  - Lua: jarvis.scheduler.{find_by_text, remove_by_text}
  - Voice: "отмени напоминание про воду" / "удали задачу про разминку"
  - 3 new unit tests (52 total in jarvis-core).

TTS pre-warm (crates/jarvis-app/src/main.rs)
  - Call jarvis_core::tts::backend() once on startup so the first speak()
    doesn't pay Piper binary discovery + voice loading cost. Cuts first-speak
    latency by ~150-300ms depending on backend.

Build: cargo build --release -p jarvis-app -p jarvis-gui both green.
Tests: 52/52 jarvis-core unit tests pass.

resources/commands/codebase_qa/ask.lua

@@ -0,0 +1,98 @@
+-- "что делает функция X" / "найди в коде Y"
+-- Reads a digest of source files in the configured codebase root, sends to LLM.
+local root = jarvis.memory.recall("codebase.root")
+if not root or root == "" then
+    return jarvis.cmd.not_found("Сначала укажите проект.")
+end
+
+local phrase = (jarvis.context.phrase or "")
+local question = jarvis.text.strip_trigger(phrase:lower(), {
+    "что делает функция",
+    "вопрос по коду",
+    "спроси код",
+    "найди в проекте",
+    "найди в коде",
+    "что в коде",
+    "объясни код",
+    "ask the codebase",
+    "ask the code",
+    "what does the function",
+    "explain the code",
+})
+question = question:gsub("^[%s,:%.]+", ""):gsub("%s+$", "")
+if question == "" then
+    return jarvis.cmd.error("Сформулируйте вопрос.")
+end
+
+-- Build a digest: walk depth-2, pick source files by extension, cap per-file size + total size.
+local EXT_OK = {
+    rs=true, lua=true, py=true, ts=true, tsx=true, js=true, jsx=true, svelte=true,
+    go=true, java=true, kt=true, c=true, h=true, cpp=true, hpp=true, cs=true,
+    rb=true, php=true, sh=true, ps1=true, sql=true, toml=true, yaml=true, yml=true,
+    json=true, md=true,
+}
+local SKIP_DIR = {
+    [".git"]=true, ["target"]=true, ["node_modules"]=true, ["dist"]=true, ["build"]=true,
+    ["__pycache__"]=true, [".venv"]=true, ["venv"]=true, [".idea"]=true, [".vscode"]=true,
+}
+
+local MAX_FILE_BYTES = 4096      -- ~1k tokens per file
+local MAX_TOTAL_BYTES = 50000    -- ~12k tokens total for digest
+local MAX_FILES = 30
+
+local function walk(dir, depth, acc)
+    if depth > 3 then return end
+    local entries = jarvis.fs.list(dir)
+    if not entries then return end
+    for _, ent in ipairs(entries) do
+        if #acc.files >= MAX_FILES or acc.bytes >= MAX_TOTAL_BYTES then
+            return
+        end
+        local name = ent.name
+        local full = dir .. "\\" .. name
+        if ent.is_dir then
+            if not SKIP_DIR[name] and not name:match("^%.") then
+                walk(full, depth + 1, acc)
+            end
+        else
+            local ext = name:match("%.([%w]+)$")
+            if ext and EXT_OK[ext:lower()] then
+                local content = jarvis.fs.read(full)
+                if content then
+                    if #content > MAX_FILE_BYTES then
+                        content = content:sub(1, MAX_FILE_BYTES) .. "\n... [truncated]"
+                    end
+                    -- relative path for readability
+                    local rel = full:sub(#root + 2)
+                    table.insert(acc.files, "--- " .. rel .. " ---\n" .. content)
+                    acc.bytes = acc.bytes + #content
+                end
+            end
+        end
+    end
+end
+
+local acc = { files = {}, bytes = 0 }
+walk(root, 1, acc)
+
+if #acc.files == 0 then
+    return jarvis.cmd.not_found("Не нашёл исходников в проекте.")
+end
+
+local digest = table.concat(acc.files, "\n\n")
+local prompt = string.format(
+    "Ты — старший разработчик. По digest проекта ответь на вопрос пользователя кратко (3-5 предложений) на русском. Указывай файлы где уместно.\n\n=== ВОПРОС ===\n%s\n\n=== КОД ===\n%s",
+    question, digest
+)
+
+local reply = jarvis.llm({
+    { role = "system", content = "Ты — внимательный код-ревьюер. Отвечай по существу, без воды." },
+    { role = "user", content = prompt }
+}, { max_tokens = 400, temperature = 0.2 })
+
+if not reply or reply == "" then
+    return jarvis.cmd.error("Не получилось получить ответ.")
+end
+
+jarvis.system.notify("Codebase Q&A", reply:sub(1, 250))
+return jarvis.cmd.ok(reply)

resources/commands/codebase_qa/command.toml

@@ -0,0 +1,61 @@
+# Codebase Q&A — point J.A.R.V.I.S. at a folder, ask questions about the code.
+# Active folder stored via jarvis.memory (key="codebase.root"). Voice commands let
+# you swap the folder, list it, and ask questions. The script reads files lazily
+# (depth-limited, size-capped) and feeds a digest to the LLM.
+
+[[commands]]
+id = "codebase.set"
+type = "lua"
+script = "set.lua"
+sandbox = "full"
+timeout = 5000
+
+[commands.phrases]
+ru = [
+    "укажи проект",
+    "укажи папку проекта",
+    "укажи кодовую базу",
+    "выбери проект",
+    "проект сейчас",
+]
+en = ["set codebase", "set project folder", "use project"]
+ua = ["вкажи проект", "вкажи папку проекту"]
+
+
+[[commands]]
+id = "codebase.ask"
+type = "lua"
+script = "ask.lua"
+sandbox = "full"
+timeout = 60000
+
+[commands.phrases]
+ru = [
+    "спроси код",
+    "вопрос по коду",
+    "что в коде",
+    "что делает функция",
+    "найди в коде",
+    "найди в проекте",
+    "объясни код",
+]
+en = ["ask the code", "ask the codebase", "what does the function", "explain the code"]
+ua = ["що в коді", "що робить функція"]
+
+
+[[commands]]
+id = "codebase.where"
+type = "lua"
+script = "where.lua"
+sandbox = "full"
+timeout = 3000
+
+[commands.phrases]
+ru = [
+    "какой проект сейчас",
+    "где проект",
+    "какая папка проекта",
+    "какая кодовая база",
+]
+en = ["which project", "what's the codebase"]
+ua = ["який проект"]

resources/commands/codebase_qa/set.lua

@@ -0,0 +1,29 @@
+-- "Укажи проект C:\Jarvis\rust" — stores path in memory under key "codebase.root"
+local phrase = (jarvis.context.phrase or "")
+
+local body = jarvis.text.strip_trigger(phrase:lower(), {
+    "укажи папку проекта",
+    "укажи кодовую базу",
+    "укажи проект",
+    "выбери проект",
+    "проект сейчас",
+    "set codebase",
+    "set project folder",
+    "use project",
+})
+body = body:gsub("^[%s,:%.]+", ""):gsub("%s+$", "")
+
+-- Path can have backslashes/spaces — preserve original casing by picking from raw phrase
+local raw = phrase:sub(#phrase - #body + 1):gsub("^[%s,:%.]+", ""):gsub("%s+$", "")
+local path = raw ~= "" and raw or body
+
+if path == "" then
+    return jarvis.cmd.error("Укажите путь к папке проекта.")
+end
+
+if not jarvis.fs.is_dir(path) then
+    return jarvis.cmd.error("Папка не найдена: " .. path)
+end
+
+jarvis.memory.remember("codebase.root", path)
+return jarvis.cmd.ok("Проект установлен.")

resources/commands/codebase_qa/where.lua

@@ -0,0 +1,5 @@
+local root = jarvis.memory.recall("codebase.root")
+if not root or root == "" then
+    return jarvis.cmd.not_found("Проект не выбран. Скажите: укажи проект.")
+end
+return jarvis.cmd.ok("Сейчас работаю с проектом " .. root .. ".")

resources/commands/llm_switch/command.toml

@@ -0,0 +1,62 @@
+# Switch between local (Ollama) and cloud (Groq) LLM at runtime.
+
+[[commands]]
+id = "llm.switch.local"
+type = "lua"
+script = "switch.lua"
+sandbox = "standard"
+timeout = 3000
+
+[commands.phrases]
+ru = [
+    "переключись на локальный",
+    "переключись на локальный мозг",
+    "включи локальный режим",
+    "перейди на локальный",
+    "используй локальный",
+    "перейди на оллама",
+    "используй оллама",
+]
+en = ["switch to local", "use local llm", "use ollama"]
+ua = ["перейди на локальний", "використовуй локальний"]
+
+
+[[commands]]
+id = "llm.switch.cloud"
+type = "lua"
+script = "switch.lua"
+sandbox = "standard"
+timeout = 3000
+
+[commands.phrases]
+ru = [
+    "переключись на облако",
+    "переключись на облачный",
+    "переключись на грок",
+    "переключись на гроку",
+    "используй облако",
+    "используй грок",
+    "перейди на облако",
+]
+en = ["switch to cloud", "use cloud llm", "use groq"]
+ua = ["перейди на хмару", "використовуй хмару"]
+
+
+[[commands]]
+id = "llm.status"
+type = "lua"
+script = "status.lua"
+sandbox = "minimal"
+timeout = 2000
+
+[commands.phrases]
+ru = [
+    "какой у тебя мозг",
+    "какой ллм",
+    "какой у тебя llm",
+    "облако или локально",
+    "ты сейчас где работаешь",
+    "что за модель",
+]
+en = ["which llm", "are you local or cloud", "what model"]
+ua = ["який ллм", "хмара чи локально"]

resources/commands/llm_switch/status.lua

@@ -0,0 +1,8 @@
+local backend = jarvis.llm_status()
+if backend == "groq" then
+    return jarvis.cmd.ok("Сейчас работаю на облаке.")
+elseif backend == "ollama" then
+    return jarvis.cmd.ok("Сейчас работаю локально.")
+else
+    return jarvis.cmd.not_found("LLM не настроен.")
+end

resources/commands/llm_switch/switch.lua

@@ -0,0 +1,22 @@
+-- Map command id → backend name (see command.toml).
+local cmd_id = jarvis.context.command_id or ""
+local target
+if cmd_id:match("local") then
+    target = "ollama"
+elseif cmd_id:match("cloud") then
+    target = "groq"
+else
+    return jarvis.cmd.error("Не понял на что переключать.")
+end
+
+local result = jarvis.llm_switch(target)
+if not result then
+    local human = (target == "ollama") and "локальный" or "облачный"
+    return jarvis.cmd.error("Не получилось переключиться на " .. human .. ".")
+end
+
+if result == "groq" then
+    return jarvis.cmd.ok("Переключился на облачный мозг.")
+else
+    return jarvis.cmd.ok("Переключился на локальный мозг.")
+end

resources/commands/media_keys/_media.ps1

@@ -0,0 +1,18 @@
+# Helper: send a Windows media key via user32.keybd_event.
+# Called by key.lua with one argument = decimal VK code.
+param([int]$Vk)
+
+if (-not $Vk) { exit 1 }
+
+Add-Type -TypeDefinition @"
+using System.Runtime.InteropServices;
+public class MediaKey {
+    [DllImport("user32.dll")]
+    public static extern void keybd_event(byte bVk, byte bScan, uint dwFlags, int dwExtraInfo);
+}
+"@
+
+# down + up
+[MediaKey]::keybd_event([byte]$Vk, 0, 0, 0)
+[MediaKey]::keybd_event([byte]$Vk, 0, 2, 0)
+exit 0

resources/commands/media_keys/command.toml

@@ -0,0 +1,80 @@
+# Media playback control via Windows virtual media keys.
+# Works with anything that listens to global media keys: Spotify, Yandex Music,
+# YouTube in browser (when tab is focused), Foobar2000, Winamp, etc.
+# No OAuth, no API keys — just sends VK_MEDIA_* via PowerShell SendKeys.
+
+[[commands]]
+id = "media.play_pause"
+type = "lua"
+script = "key.lua"
+sandbox = "full"
+timeout = 2000
+
+[commands.phrases]
+ru = [
+    "пауза",
+    "продолжи",
+    "плей",
+    "включи музыку",
+    "выключи музыку",
+    "приостанови музыку",
+    "снова музыку",
+]
+en = ["pause", "play", "resume music", "stop music"]
+ua = ["пауза", "продовжи"]
+
+
+[[commands]]
+id = "media.next"
+type = "lua"
+script = "key.lua"
+sandbox = "full"
+timeout = 2000
+
+[commands.phrases]
+ru = [
+    "следующий трек",
+    "следующую песню",
+    "перемотай вперёд",
+    "вперёд трек",
+    "переключи на следующую",
+    "next",
+]
+en = ["next track", "next song", "skip"]
+ua = ["наступний трек"]
+
+
+[[commands]]
+id = "media.prev"
+type = "lua"
+script = "key.lua"
+sandbox = "full"
+timeout = 2000
+
+[commands.phrases]
+ru = [
+    "предыдущий трек",
+    "предыдущую песню",
+    "перемотай назад",
+    "назад трек",
+    "переключи на предыдущую",
+    "previous",
+]
+en = ["previous track", "previous song", "back"]
+ua = ["попередній трек"]
+
+
+[[commands]]
+id = "media.stop"
+type = "lua"
+script = "key.lua"
+sandbox = "full"
+timeout = 2000
+
+[commands.phrases]
+ru = [
+    "стоп музыка",
+    "останови плеер",
+]
+en = ["stop", "stop player"]
+ua = ["зупини плеєр"]

resources/commands/media_keys/key.lua

@@ -0,0 +1,26 @@
+-- Map command id → VK_MEDIA_* virtual key code.
+-- See https://docs.microsoft.com/en-us/windows/win32/inputdev/virtual-key-codes
+local cmd_id = jarvis.context.command_id or ""
+
+local VK = {
+    ["media.play_pause"] = 179,  -- VK_MEDIA_PLAY_PAUSE (0xB3)
+    ["media.next"]       = 176,  -- VK_MEDIA_NEXT_TRACK (0xB0)
+    ["media.prev"]       = 177,  -- VK_MEDIA_PREV_TRACK (0xB1)
+    ["media.stop"]       = 178,  -- VK_MEDIA_STOP       (0xB2)
+}
+
+local code = VK[cmd_id]
+if not code then
+    return jarvis.cmd.error("Неизвестная медиа-команда.")
+end
+
+local helper = jarvis.context.command_path .. "\\_media.ps1"
+local cmd_str = string.format(
+    'powershell -NoProfile -ExecutionPolicy Bypass -File "%s" %d',
+    helper, code
+)
+
+jarvis.system.exec(cmd_str)
+
+-- silent — feedback would be annoying for media-key spam
+return jarvis.cmd.silent_ok()

resources/commands/scheduler/cancel_by_text.lua

@@ -0,0 +1,27 @@
+-- "Отмени напоминание про воду" / "удали задачу про разминку"
+local phrase = (jarvis.context.phrase or ""):lower()
+
+local query = jarvis.text.strip_trigger(phrase, {
+    "отмени напоминание про",
+    "отмени напоминание о",
+    "удали задачу про",
+    "удали задачу о",
+    "отмени про",
+    "забудь напоминание про",
+    "cancel reminder about",
+})
+query = query:gsub("^[%s,:%.]+", ""):gsub("%s+$", "")
+
+if query == "" then
+    return jarvis.cmd.error("Что именно отменить?")
+end
+
+local n = jarvis.scheduler.remove_by_text(query)
+if n == 0 then
+    return jarvis.cmd.not_found("Не нашёл напоминаний про " .. query .. ".")
+end
+
+if n == 1 then
+    return jarvis.cmd.ok("Отменил напоминание.")
+end
+return jarvis.cmd.ok(string.format("Отменил %d напоминаний про %s.", n, query))

resources/commands/scheduler/command.toml

@@ -107,3 +107,28 @@ ru = [
 ]
 en = ["clear schedule", "cancel all reminders"]
 ua = ["очисти розклад", "скасуй всі нагадування"]
+
+
+[[commands]]
+id = "scheduler.cancel_by_text"
+type = "lua"
+script = "cancel_by_text.lua"
+sandbox = "minimal"
+timeout = 3000
+
+[commands.phrases]
+ru = [
+    "отмени напоминание про",
+    "отмени напоминание о",
+    "удали задачу про",
+    "удали задачу о",
+    "отмени про",
+    "забудь напоминание про",
+]
+en = [
+    "cancel reminder about",
+    "remove task about",
+]
+ua = [
+    "скасуй нагадування про",
+]