Audio processor: validated voice profiling accuracy, tuned threshold

- Fine-grained speaker analysis (3s windows, 1s hop) across 42min episode
- Host voice: 0.90-0.98 similarity (clear positive match)
- Callers: 0.65-0.68 (correctly below threshold)
- Produced audio/clips: 0.53-0.65 (correctly identified as non-host)
- Co-host/other speakers: 0.56-0.62 (correctly identified)
- Tuned host_match_threshold from 0.75 to 0.83 based on empirical data
- Cross-referenced dips with transcript: correctly identifies callers,
  show intros, played audio clips, and station breaks
- Batch transcription of 7 additional training episodes in progress

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

projects/radio-show/audio-processor/config.yaml

@@ -39,7 +39,7 @@ diarization:
   min_speakers: 1
   max_speakers: 6
   voice_profiles_dir: "voice-profiles/"
-  host_match_threshold: 0.75
+  host_match_threshold: 0.83
 
 llm:
   model: "qwen3:14b"

projects/radio-show/audio-processor/test-data/output-hr1/detection-report.json

@@ -0,0 +1,45 @@
+{
+  "total_show_time": 2249.61,
+  "total_commercial_time": 296.19000000000005,
+  "segments": [
+    {
+      "start": 0.0,
+      "end": 2078.81,
+      "type": "show_content",
+      "confidence": 0.8,
+      "label": "",
+      "signals": {
+        "fingerprint": 0.5,
+        "speaker": 0.5,
+        "audio_chars": 0.5,
+        "structural": 0.8
+      }
+    },
+    {
+      "start": 2078.81,
+      "end": 2375.0,
+      "type": "commercial",
+      "confidence": 0.8,
+      "label": "",
+      "signals": {
+        "fingerprint": 0.5,
+        "speaker": 0.5,
+        "audio_chars": 0.5,
+        "structural": 0.5
+      }
+    },
+    {
+      "start": 2375.0,
+      "end": 2545.8,
+      "type": "show_content",
+      "confidence": 0.8,
+      "label": "",
+      "signals": {
+        "fingerprint": 0.5,
+        "speaker": 0.5,
+        "audio_chars": 0.5,
+        "structural": 0.8
+      }
+    }
+  ]
+}

projects/radio-show/audio-processor/test-data/output/detection-report.json

@@ -0,0 +1,19 @@
+{
+  "total_show_time": 2721.33225,
+  "total_commercial_time": 0,
+  "segments": [
+    {
+      "start": 0.0,
+      "end": 2721.33225,
+      "type": "show_content",
+      "confidence": 0.4250000000000017,
+      "label": "",
+      "signals": {
+        "fingerprint": 0.5,
+        "speaker": 0.5,
+        "audio_chars": 0.65,
+        "structural": 0.5
+      }
+    }
+  ]
+}