feat(monitoring): multi-model dashboard v2.1 — tabs, per-model records, voice playback + MinIO dual-write

Problem: the dashboard was Jev-centric; NLU/arbiter/fallback DeepSeek, STT
providers and the audio-enhancer were barely visible, and stored texts/voices
had no real access path.

Bot (additive; reply path untouched):
- nlu.result now records latency_ms + the DeepSeek usage tokens
- matching.arbitration/fallback.result fill the model + latency_ms columns
  (payload unchanged; SQL coalesces column/payload so old rows still count)
- storage.py: MinIO dual-write layer — every voice (raw + denoised) and user
  attachment is mirrored fire-and-forget into bucket bot-media; the blocking
  minio SDK runs via asyncio.to_thread (senior-engineer review) so the event
  loop is never stalled; empty MINIO_* env = layer off; bucket auto-created
- requirements: minio>=7.2

Backend (admin-gated, read-only):
- GET /bot-metrics/models — one record per model (jev, deepseek-nlu,
  deepseek-arbiter, deepseek-fallback, audio-enhancer + dynamic per-provider
  STT) with calls/ok-rate/p50/p95/tokens/last-seen + version-drift vs the pin
- GET /bot-metrics/models/{id}/daily — per-model daily calls/fails/tokens/p50
- GET /bot-metrics/stages — every stage tagged with its Persian pipeline
  section (صوت/درک پیام/تطبیق/ابهام و انتخاب/پیش‌نویس)
- /traces now carries input_kind + a 120-char text excerpt (consensus →
  input.text → first STT transcript)
- media serving: POST /media-url mints a short-lived HMAC URL (audio/a tags
  cannot send Authorization); GET /media streams from MinIO bot-media with
  the read-only ./bot/data mount as fallback for pre-MinIO files; hard ref
  validation (voices|attachments only, no .., extension whitelist)
- router exempted from the global Bearer dependency (files.py pattern) —
  every endpoint keeps its own require_role('admin')

Frontend /bot-monitor (RTL, recharts):
- four tabs: نمای کلی / مدل‌ها (records table + per-model expandable daily
  charts: calls/fails, tokens, p50) / بخش‌ها (sections grouped) / پیام‌ها
- message drawer rebuilt: inline <audio controls> for raw + denoised voice,
  download links, every STT transcript + consensus side-by-side, user
  attachments, then the event timeline
- terminology: «ترس» → «پرونده‌ی پیام» with tooltips + a one-line legend

Grafana: bot-observability gains a «کارکرد مدل‌ها» table (stage→model
mapping for legacy rows); the explorer gains a message text column.

Seed: real (tiny) ogg files written + mirrored to MinIO, NLU usage tokens,
column-level model/latency on matching events.

Verified locally: /models returns all 7 records incl. per-STT and NLU tokens;
media 200 via signed URL (MinIO) and 401 without; ../ and .py rejected (400);
disk fallback serves a legacy file; pm-role 403 on every new endpoint;
bucket auto-created with 14 mirrored objects; tsc + vite build clean;
Grafana re-provisions 24 panels.

frontend/src/lib/api.ts

@@ -1654,6 +1654,43 @@ export interface BotTraceRow {
   kind: string;
   status: string;
   events: number;
+  input_kind: "voice" | "text";
+  text_excerpt: string | null;
+}
+export interface BotModelRecord {
+  id: string;
+  name: string;
+  kind: string;
+  stages: string[];
+  calls: number;
+  ok: number;
+  p50: number;
+  p95: number;
+  tokens_in: number;
+  tokens_out: number;
+  last_seen: string | null;
+  versions: string[];
+  drift: boolean;
+  pinned: string | null;
+}
+export interface BotModelDaily {
+  day: string;
+  calls: number;
+  fails: number;
+  p50: number;
+  tokens_in: number;
+  tokens_out: number;
+}
+export interface BotStageRecord {
+  stage: string;
+  stage_fa: string;
+  section: string;
+  n: number;
+  fails: number;
+  p50: number;
+  p95: number;
+  tokens_in: number;
+  tokens_out: number;
 }
 export interface BotTraceDetail {
   trace: {
@@ -1894,5 +1931,15 @@ export const apiV26 = {
     },
     traceDetail: (traceId: string) =>
       getData<BotTraceDetail>(`/bot-metrics/traces/${encodeURIComponent(traceId)}`),
+    models: (days: number) => getData<BotModelRecord[]>(`/bot-metrics/models?days=${days}`),
+    modelDaily: (modelId: string, days: number) =>
+      getData<BotModelDaily[]>(
+        `/bot-metrics/models/${encodeURIComponent(modelId)}/daily?days=${days}`,
+      ),
+    stages: (days: number) => getData<BotStageRecord[]>(`/bot-metrics/stages?days=${days}`),
+    // Short-lived signed URL so <audio>/<a> tags (no Authorization header)
+    // can load the file — minted per file right before rendering.
+    mediaUrl: (ref: string) =>
+      postData<{ url: string; expires_in: number }>("/bot-metrics/media-url", { ref }),
   },
 };