Feat: Vulkan/RADV-Engine + vocab-gepruefte Spec-Drafts + Provisioning/Sync

Engine-Cutover ROCm/HIP -> Vulkan/RADV (gfx1151): +12-22% tg auf MoE (llama-bench
verifiziert, fast 53->65 t/s). ROCm-Build bleibt als Rollback unter /opt/llamacpp.

- Backend: vocab-aware Speculative Decoding. services/gguf_meta.py liest den
  Tokenizer-Fingerprint (model/pre/n_vocab) direkt aus dem GGUF-Header (ohne Modell-Load);
  register_model + migrate_config haengen nur VOCAB-KOMPATIBLE Drafts an (inkl. --spec-type,
  das in dieser llama.cpp-Generation noetig ist). Neue Endpoints /api/models/drafts + /{id}/draft.
- Frontend: idiotensichere Spec-Draft-UI (SpecDraftModal) - nur kompatible Drafts waehlbar,
  inkompatible gesperrt mit Begruendung; SPEC/SPEC?-Badge nach echtem Aktiv-Status; Rolle in AddModel.
- maintenance.py: Engine-Update-Quelle -> ggml-org/llama.cpp (Build-Nummer-Vergleich),
  ENGINE_PATH=/opt/llamacpp-vulkan.
- Startup-Warmup der brains (deploy/warmup.sh, self-detaching ExecStartPost) + deploy/provision-engine.sh.
- Cleanup: tote LiteLLM gateway/config.yaml + alle Referenzen (config.py/backup.py/backup.sh) entfernt;
  README + docs/memory aktualisiert.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

frontend/src/lib/api.ts

@@ -88,10 +88,34 @@ export interface ModelInfo {
   incomplete: boolean
   prompt_cache: boolean
   spec_draft_model: string | null
+  spec_type: string | null
+  spec_active: boolean
   parallel_slots: number
   capabilities: Capabilities
 }
 
+export interface VocabFingerprint {
+  model: string | null
+  pre: string | null
+  n_vocab: number | null
+  arch: string | null
+}
+
+export interface DraftInfo {
+  path: string
+  filename: string
+  size_bytes: number | null
+  vocab: VocabFingerprint | null
+  compatible: boolean | null   // null = nicht prüfbar (Ziel-GGUF fehlt)
+}
+
+export interface DraftsResp {
+  target_path: string
+  target_exists: boolean
+  target_vocab: VocabFingerprint | null
+  drafts: DraftInfo[]
+}
+
 export interface DiscoverModel {
   name: string
   author: string

frontend/src/lib/queries.ts

@@ -8,6 +8,7 @@ import {
   type AgentStatus,
   type ConnectResp,
   type DiscoverResp,
+  type DraftsResp,
   type Health,
   type Job,
   type Memory,
@@ -31,6 +32,7 @@ export const qk = {
   agentStatus: ["agent-status"] as const,
   updates: ["updates"] as const,
   discover: ["discover"] as const,
+  drafts: (target?: string) => ["drafts", target ?? ""] as const,
   connect: (params?: string) => ["connect", params ?? ""] as const,
   memory: (q?: string, category?: string) => ["memory", q ?? "", category ?? ""] as const,
 }
@@ -70,6 +72,14 @@ export const useUpdates = (refetchInterval?: number) =>
 export const useDiscover = () =>
   useQuery({ queryKey: qk.discover, queryFn: () => api<DiscoverResp>("/api/discover") })
 
+// Verfügbare Spec-Draft-Modelle + Vocab-Kompatibilität zum Ziel-Modell (GGUF-Pfad).
+export const useDrafts = (target?: string) =>
+  useQuery({
+    queryKey: qk.drafts(target),
+    queryFn: () => api<DraftsResp>(`/api/models/drafts?target=${encodeURIComponent(target ?? "")}`),
+    enabled: !!target,
+  })
+
 export const useConnect = (params?: string) =>
   useQuery({
     queryKey: qk.connect(params),