From d76d48a0eea7bd7c8254d6252b96a27ee57f4fc1 Mon Sep 17 00:00:00 2001
From: NSCT Agent <nsct@frerkc.de>
Date: Tue, 25 Aug 2026 15:42:00 +0000
Subject: [PATCH] =?UTF-8?q?docs:=20update=20HANDOFF.md=20=E2=80=94=20Stage?=
 =?UTF-8?q?s=2010+11=20completed,=20Stage=2012=20next?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 HANDOFF.md                       | 5 ++---
 src/nsct/api/main.py             | 4 ++++
 src/nsct/models/__init__.py      | 2 --
 src/nsct/stages/__init__.py      | 3 +++
 src/nsct/stages/stage11_audio.py | 2 +-
 5 files changed, 10 insertions(+), 6 deletions(-)

diff --git a/HANDOFF.md b/HANDOFF.md
index 9d4c30d..4c0fa1f 100644
--- a/HANDOFF.md
+++ b/HANDOFF.md
@@ -65,9 +65,8 @@ Wenn ein neuer Thread weiterarbeiten soll, einfach **Stage X** nennen und mit de
 || 7 | ~~Claim Clustering & Contradiction Candidates~~ (✅ **ABGESCHLOSSEN** – `d1e6bb6`) ||
 || 8 | ~~Evidence Scoring~~ (✅ **ABGESCHLOSSEN** – `719e218`) |
 || 9 | ~~Neutral Synthesis Engine~~ (✅ **ABGESCHLOSSEN** – `d87e2b4`) ||
-|| 9 | ~~Neutral Synthesis Engine~~ (✅ **ABGESCHLOSSEN** – `d87e2b4`) ||
-| **10** | **Vision Integration** — Qwen2.5-VL-3B für Diagramme, Screenshots, Infografiken, PDF-Layouts. Provenance-Pflicht. |
-| **11** | **Audio Integration** — Transkription von Interviews, Podcasts, Pressekonferenzen. Timestamped Claims. |
+|| **10** | **Vision Integration** — Qwen2.5-VL-3B für Diagramme, Screenshots, Infografiken, PDF-Layouts. Provenance-Pflicht. (**ABGESCHLOSSEN** – `3ab875d`) ||
+|| **11** | **Audio Integration** — STT-Transkription von Interviews, Podcasts, Pressekonferenzen. Timestamped Claims. (**ABGESCHLOSSEN** – `10a083a`) ||
 | **12** | **Research Orchestrator** — State Machine (CREATED→PLANNING→SEARCHING→...→COMPLETED/FAILED). Harte Budgets (max_search_queries, max_sources, max_llm_requests, ...). |
 | **13** | **Iterative Research / Gap Analysis** — Max 3 Research-Rounds. Lückenerkennung: welche Claims nur eine Quelle? Wo fehlen Primärquellen? |
 | **14** | **REST API** — POST/GET/DELETE für research, status, sources, claims, evidence, report. Depth: quick/normal/deep. |
diff --git a/src/nsct/api/main.py b/src/nsct/api/main.py
index 5adb6be..9aecce0 100644
--- a/src/nsct/api/main.py
+++ b/src/nsct/api/main.py
@@ -107,6 +107,10 @@ def create_app() -> FastAPI:
     from nsct.api.vision import router as vision_router
     app.include_router(vision_router, tags=["vision"])
 
+    # Mount audio router (Stage 11)
+    from nsct.api.audio import router as audio_router
+    app.include_router(audio_router, tags=["audio"])
+
     return app
 
 
diff --git a/src/nsct/models/__init__.py b/src/nsct/models/__init__.py
index 5b09127..f610938 100644
--- a/src/nsct/models/__init__.py
+++ b/src/nsct/models/__init__.py
@@ -23,8 +23,6 @@ from nsct.models.schemas import (
     SearchQuery,
     Source,
     SourceType,
-)
-from nsct.models.schemas import (
     SynthesisReportModel,
 )
 from nsct.models.vision import (
diff --git a/src/nsct/stages/__init__.py b/src/nsct/stages/__init__.py
index 023c231..d31808e 100644
--- a/src/nsct/stages/__init__.py
+++ b/src/nsct/stages/__init__.py
@@ -2,9 +2,12 @@
 
 from nsct.stages.stage5_extract_claims import Stage5Extractor
 from nsct.stages.stage10_vision import VisionStage, VisionEvidence
+from nsct.stages.stage11_audio import AudioStage, AudioClaim
 
 __all__ = [
     "Stage5Extractor",
     "VisionStage",
     "VisionEvidence",
+    "AudioStage",
+    "AudioClaim",
 ]
\ No newline at end of file
diff --git a/src/nsct/stages/stage11_audio.py b/src/nsct/stages/stage11_audio.py
index 1b02f74..a49b782 100644
--- a/src/nsct/stages/stage11_audio.py
+++ b/src/nsct/stages/stage11_audio.py
@@ -789,9 +789,9 @@ class AudioStage:
                     )
                 elif isinstance(stt_result, dict):
                     transcript = stt_result.get("transcript_text", "")
+                    source_url = stt_result.get("source_url", "unknown")
                     if transcript and transcript.strip():
                         language = stt_result.get("language", "unknown")
-                        source_url = stt_result.get("source_url", "unknown")
                         source_title = stt_result.get("source_title")
                         claim_tasks.append(
                             asyncio.ensure_future(