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feat: Add Academy, Whistleblower, Incidents SDK modules, pitch-deck, blog and CI/CD config 
- Academy, Whistleblower, Incidents frontend pages with API proxies and types
- Vendor compliance API proxy route
- Go backend handlers and models for all new SDK modules
- Investor pitch-deck app with interactive slides
- Blog section with DSGVO, AI Act, NIS2, glossary articles
- MkDocs documentation site
- CI/CD pipelines (Woodpecker, GitHub Actions), security scanning config
- Planning and implementation documentation

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-13 21:12:16 +01:00

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<h1 id="ki-daten-pipeline-architektur">KI-Daten-Pipeline Architektur<a class="headerlink" href="#ki-daten-pipeline-architektur" title="Permanent link">&para;</a></h1>
<p>Diese Seite dokumentiert die technische Architektur der KI-Daten-Pipeline im Detail.</p>
<h2 id="systemuebersicht">Systemuebersicht<a class="headerlink" href="#systemuebersicht" title="Permanent link">&para;</a></h2>
<pre class="mermaid"><code>graph TB
subgraph Users["Benutzer"]
U1[Entwickler]
U2[Data Scientists]
U3[Lehrer]
end
subgraph Frontend["Frontend (admin-v2)"]
direction TB
F1["OCR-Labeling&lt;br/&gt;/ai/ocr-labeling"]
F2["RAG Pipeline&lt;br/&gt;/ai/rag-pipeline"]
F3["Daten &amp; RAG&lt;br/&gt;/ai/rag"]
F4["Klausur-Korrektur&lt;br/&gt;/ai/klausur-korrektur"]
end
subgraph Backend["Backend Services"]
direction TB
B1["klausur-service&lt;br/&gt;Port 8086"]
B2["embedding-service&lt;br/&gt;Port 8087"]
end
subgraph Storage["Persistenz"]
direction TB
D1[(PostgreSQL&lt;br/&gt;Metadaten)]
D2[(Qdrant&lt;br/&gt;Vektoren)]
D3[(MinIO&lt;br/&gt;Bilder/PDFs)]
end
subgraph External["Externe APIs"]
E1[OpenAI API]
E2[Ollama]
end
U1 --&gt; F1
U2 --&gt; F2
U3 --&gt; F4
F1 --&gt; B1
F2 --&gt; B1
F3 --&gt; B1
F4 --&gt; B1
B1 --&gt; D1
B1 --&gt; D2
B1 --&gt; D3
B1 --&gt; B2
B2 --&gt; E1
B1 --&gt; E2</code></pre>
<h2 id="komponenten-details">Komponenten-Details<a class="headerlink" href="#komponenten-details" title="Permanent link">&para;</a></h2>
<h3 id="ocr-labeling-modul">OCR-Labeling Modul<a class="headerlink" href="#ocr-labeling-modul" title="Permanent link">&para;</a></h3>
<pre class="mermaid"><code>flowchart TB
subgraph Upload["Upload-Prozess"]
U1[Bilder hochladen] --&gt; U2[MinIO speichern]
U2 --&gt; U3[Session erstellen]
end
subgraph OCR["OCR-Verarbeitung"]
O1[Bild laden] --&gt; O2{Modell wählen}
O2 --&gt;|llama3.2-vision| O3a[Vision LLM]
O2 --&gt;|trocr| O3b[Transformer]
O2 --&gt;|paddleocr| O3c[PaddleOCR]
O2 --&gt;|donut| O3d[Document AI]
O3a --&gt; O4[OCR-Text]
O3b --&gt; O4
O3c --&gt; O4
O3d --&gt; O4
end
subgraph Labeling["Labeling-Prozess"]
L1[Queue laden] --&gt; L2[Item anzeigen]
L2 --&gt; L3{Entscheidung}
L3 --&gt;|korrekt| L4[Bestaetigen]
L3 --&gt;|falsch| L5[Korrigieren]
L3 --&gt;|unklar| L6[Ueberspringen]
L4 --&gt; L7[PostgreSQL]
L5 --&gt; L7
L6 --&gt; L7
end
subgraph Export["Export"]
E1[Gelabelte Items] --&gt; E2{Format}
E2 --&gt;|TrOCR| E3a[Transformer Format]
E2 --&gt;|Llama| E3b[Vision Format]
E2 --&gt;|Generic| E3c[JSON]
end
Upload --&gt; OCR
OCR --&gt; Labeling
Labeling --&gt; Export</code></pre>
<h3 id="rag-pipeline-modul">RAG Pipeline Modul<a class="headerlink" href="#rag-pipeline-modul" title="Permanent link">&para;</a></h3>
<pre class="mermaid"><code>flowchart TB
subgraph Sources["Datenquellen"]
S1[NiBiS PDFs]
S2[Uploads]
S3[Rechtskorpus]
S4[Schulordnungen]
end
subgraph Processing["Verarbeitung"]
direction TB
P1[PDF Parser] --&gt; P2[OCR falls noetig]
P2 --&gt; P3[Text Cleaning]
P3 --&gt; P4[Chunking&lt;br/&gt;1000 chars, 200 overlap]
P4 --&gt; P5[Metadata Extraction]
end
subgraph Embedding["Embedding"]
E1[embedding-service] --&gt; E2[OpenAI API]
E2 --&gt; E3[1536-dim Vektor]
end
subgraph Indexing["Indexierung"]
I1{Collection waehlen}
I1 --&gt;|EH| I2a[bp_nibis_eh]
I1 --&gt;|Custom| I2b[bp_eh]
I1 --&gt;|Legal| I2c[bp_legal_corpus]
I1 --&gt;|Schul| I2d[bp_schulordnungen]
I2a --&gt; I3[Qdrant upsert]
I2b --&gt; I3
I2c --&gt; I3
I2d --&gt; I3
end
Sources --&gt; Processing
Processing --&gt; Embedding
Embedding --&gt; Indexing</code></pre>
<h3 id="daten-rag-modul">Daten &amp; RAG Modul<a class="headerlink" href="#daten-rag-modul" title="Permanent link">&para;</a></h3>
<pre class="mermaid"><code>flowchart TB
subgraph Query["Suchanfrage"]
Q1[User Query] --&gt; Q2[Query Embedding]
Q2 --&gt; Q3[1536-dim Vektor]
end
subgraph Search["Qdrant Suche"]
S1[Collection waehlen] --&gt; S2[Vector Search]
S2 --&gt; S3[Top-k Results]
S3 --&gt; S4[Score Filtering]
end
subgraph Results["Ergebnisse"]
R1[Chunks] --&gt; R2[Metadata anreichern]
R2 --&gt; R3[Source URLs]
R3 --&gt; R4[Response]
end
Query --&gt; Search
Search --&gt; Results</code></pre>
<h2 id="datenmodelle">Datenmodelle<a class="headerlink" href="#datenmodelle" title="Permanent link">&para;</a></h2>
<h3 id="ocr-labeling">OCR-Labeling<a class="headerlink" href="#ocr-labeling" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="kd">interface</span><span class="w"> </span><span class="nx">OCRSession</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="w"> </span><span class="nx">id</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a><span class="w"> </span><span class="nx">name</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="w"> </span><span class="nx">source_type</span><span class="o">:</span><span class="w"> </span><span class="s1">&#39;klausur&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;handwriting_sample&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;scan&#39;</span>
<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a><span class="w"> </span><span class="nx">ocr_model</span><span class="o">:</span><span class="w"> </span><span class="s1">&#39;llama3.2-vision:11b&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;trocr&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;paddleocr&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;donut&#39;</span>
<a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a><span class="w"> </span><span class="nx">total_items</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span>
<a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a><span class="w"> </span><span class="nx">labeled_items</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span>
<a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a><span class="w"> </span><span class="nx">status</span><span class="o">:</span><span class="w"> </span><span class="s1">&#39;active&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;completed&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;archived&#39;</span>
<a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a><span class="w"> </span><span class="nx">created_at</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a><span class="p">}</span>
<a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a>
<a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a><span class="kd">interface</span><span class="w"> </span><span class="nx">OCRItem</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a><span class="w"> </span><span class="nx">id</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-0-14" name="__codelineno-0-14" href="#__codelineno-0-14"></a><span class="w"> </span><span class="nx">session_id</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-0-15" name="__codelineno-0-15" href="#__codelineno-0-15"></a><span class="w"> </span><span class="nx">image_path</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-0-16" name="__codelineno-0-16" href="#__codelineno-0-16"></a><span class="w"> </span><span class="nx">ocr_text</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="kc">null</span>
<a id="__codelineno-0-17" name="__codelineno-0-17" href="#__codelineno-0-17"></a><span class="w"> </span><span class="nx">ocr_confidence</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="kc">null</span>
<a id="__codelineno-0-18" name="__codelineno-0-18" href="#__codelineno-0-18"></a><span class="w"> </span><span class="nx">ground_truth</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="kc">null</span>
<a id="__codelineno-0-19" name="__codelineno-0-19" href="#__codelineno-0-19"></a><span class="w"> </span><span class="nx">status</span><span class="o">:</span><span class="w"> </span><span class="s1">&#39;pending&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;confirmed&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;corrected&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;skipped&#39;</span>
<a id="__codelineno-0-20" name="__codelineno-0-20" href="#__codelineno-0-20"></a><span class="w"> </span><span class="nx">label_time_seconds</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="kc">null</span>
<a id="__codelineno-0-21" name="__codelineno-0-21" href="#__codelineno-0-21"></a><span class="p">}</span>
</code></pre></div>
<h3 id="rag-pipeline">RAG Pipeline<a class="headerlink" href="#rag-pipeline" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="kd">interface</span><span class="w"> </span><span class="nx">TrainingJob</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="w"> </span><span class="nx">id</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a><span class="w"> </span><span class="nx">name</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="w"> </span><span class="nx">status</span><span class="o">:</span><span class="w"> </span><span class="s1">&#39;queued&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;preparing&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;training&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;validating&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;completed&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;failed&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;paused&#39;</span>
<a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a><span class="w"> </span><span class="nx">progress</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span>
<a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a><span class="w"> </span><span class="nx">current_epoch</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span>
<a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a><span class="w"> </span><span class="nx">total_epochs</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span>
<a id="__codelineno-1-8" name="__codelineno-1-8" href="#__codelineno-1-8"></a><span class="w"> </span><span class="nx">documents_processed</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span>
<a id="__codelineno-1-9" name="__codelineno-1-9" href="#__codelineno-1-9"></a><span class="w"> </span><span class="nx">total_documents</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span>
<a id="__codelineno-1-10" name="__codelineno-1-10" href="#__codelineno-1-10"></a><span class="w"> </span><span class="nx">config</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-1-11" name="__codelineno-1-11" href="#__codelineno-1-11"></a><span class="w"> </span><span class="nx">batch_size</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span>
<a id="__codelineno-1-12" name="__codelineno-1-12" href="#__codelineno-1-12"></a><span class="w"> </span><span class="nx">bundeslaender</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">[]</span>
<a id="__codelineno-1-13" name="__codelineno-1-13" href="#__codelineno-1-13"></a><span class="w"> </span><span class="nx">mixed_precision</span><span class="o">:</span><span class="w"> </span><span class="kt">boolean</span>
<a id="__codelineno-1-14" name="__codelineno-1-14" href="#__codelineno-1-14"></a><span class="w"> </span><span class="p">}</span>
<a id="__codelineno-1-15" name="__codelineno-1-15" href="#__codelineno-1-15"></a><span class="p">}</span>
<a id="__codelineno-1-16" name="__codelineno-1-16" href="#__codelineno-1-16"></a>
<a id="__codelineno-1-17" name="__codelineno-1-17" href="#__codelineno-1-17"></a><span class="kd">interface</span><span class="w"> </span><span class="nx">DataSource</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-1-18" name="__codelineno-1-18" href="#__codelineno-1-18"></a><span class="w"> </span><span class="nx">id</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-1-19" name="__codelineno-1-19" href="#__codelineno-1-19"></a><span class="w"> </span><span class="nx">name</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-1-20" name="__codelineno-1-20" href="#__codelineno-1-20"></a><span class="w"> </span><span class="nx">collection</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-1-21" name="__codelineno-1-21" href="#__codelineno-1-21"></a><span class="w"> </span><span class="nx">document_count</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span>
<a id="__codelineno-1-22" name="__codelineno-1-22" href="#__codelineno-1-22"></a><span class="w"> </span><span class="nx">chunk_count</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span>
<a id="__codelineno-1-23" name="__codelineno-1-23" href="#__codelineno-1-23"></a><span class="w"> </span><span class="nx">status</span><span class="o">:</span><span class="w"> </span><span class="s1">&#39;active&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;pending&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;error&#39;</span>
<a id="__codelineno-1-24" name="__codelineno-1-24" href="#__codelineno-1-24"></a><span class="w"> </span><span class="nx">last_updated</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="kc">null</span>
<a id="__codelineno-1-25" name="__codelineno-1-25" href="#__codelineno-1-25"></a><span class="p">}</span>
</code></pre></div>
<h3 id="legal-corpus">Legal Corpus<a class="headerlink" href="#legal-corpus" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="kd">interface</span><span class="w"> </span><span class="nx">RegulationStatus</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="w"> </span><span class="nx">code</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="w"> </span><span class="nx">name</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="w"> </span><span class="nx">fullName</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a><span class="w"> </span><span class="kr">type</span><span class="o">:</span><span class="w"> </span><span class="s1">&#39;eu_regulation&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;eu_directive&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;de_law&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;bsi_standard&#39;</span>
<a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a><span class="w"> </span><span class="nx">chunkCount</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span>
<a id="__codelineno-2-7" name="__codelineno-2-7" href="#__codelineno-2-7"></a><span class="w"> </span><span class="nx">status</span><span class="o">:</span><span class="w"> </span><span class="s1">&#39;ready&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;empty&#39;</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="s1">&#39;error&#39;</span>
<a id="__codelineno-2-8" name="__codelineno-2-8" href="#__codelineno-2-8"></a><span class="p">}</span>
<a id="__codelineno-2-9" name="__codelineno-2-9" href="#__codelineno-2-9"></a>
<a id="__codelineno-2-10" name="__codelineno-2-10" href="#__codelineno-2-10"></a><span class="kd">interface</span><span class="w"> </span><span class="nx">SearchResult</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-2-11" name="__codelineno-2-11" href="#__codelineno-2-11"></a><span class="w"> </span><span class="nx">text</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-2-12" name="__codelineno-2-12" href="#__codelineno-2-12"></a><span class="w"> </span><span class="nx">regulation_code</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-2-13" name="__codelineno-2-13" href="#__codelineno-2-13"></a><span class="w"> </span><span class="nx">regulation_name</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-2-14" name="__codelineno-2-14" href="#__codelineno-2-14"></a><span class="w"> </span><span class="nx">article</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="kc">null</span>
<a id="__codelineno-2-15" name="__codelineno-2-15" href="#__codelineno-2-15"></a><span class="w"> </span><span class="nx">paragraph</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="kc">null</span>
<a id="__codelineno-2-16" name="__codelineno-2-16" href="#__codelineno-2-16"></a><span class="w"> </span><span class="nx">source_url</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span>
<a id="__codelineno-2-17" name="__codelineno-2-17" href="#__codelineno-2-17"></a><span class="w"> </span><span class="nx">score</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span>
<a id="__codelineno-2-18" name="__codelineno-2-18" href="#__codelineno-2-18"></a><span class="p">}</span>
</code></pre></div>
<h2 id="qdrant-collections">Qdrant Collections<a class="headerlink" href="#qdrant-collections" title="Permanent link">&para;</a></h2>
<h3 id="konfiguration">Konfiguration<a class="headerlink" href="#konfiguration" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Collection</th>
<th>Vektor-Dimension</th>
<th>Distanz-Metrik</th>
<th>Payload</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>bp_nibis_eh</code></td>
<td>1536</td>
<td>COSINE</td>
<td>bundesland, fach, aufgabe</td>
</tr>
<tr>
<td><code>bp_eh</code></td>
<td>1536</td>
<td>COSINE</td>
<td>user_id, klausur_id</td>
</tr>
<tr>
<td><code>bp_legal_corpus</code></td>
<td>1536</td>
<td>COSINE</td>
<td>regulation, article, source_url</td>
</tr>
<tr>
<td><code>bp_schulordnungen</code></td>
<td>1536</td>
<td>COSINE</td>
<td>bundesland, typ, datum</td>
</tr>
</tbody>
</table>
<h3 id="chunk-strategie">Chunk-Strategie<a class="headerlink" href="#chunk-strategie" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a>┌─────────────────────────────────────────────────────────────┐
<a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a>│ Originaldokument │
<a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a>│ Lorem ipsum dolor sit amet, consectetur adipiscing elit... │
<a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a>└─────────────────────────────────────────────────────────────┘
<a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a> │
<a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a> ▼
<a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a>┌──────────────────────┐ ┌──────────────────────┐ ┌──────────────────────┐
<a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a>│ Chunk 1 │ │ Chunk 2 │ │ Chunk 3 │
<a id="__codelineno-3-9" name="__codelineno-3-9" href="#__codelineno-3-9"></a>│ 0-1000 chars │ │ 800-1800 chars │ │ 1600-2600 chars │
<a id="__codelineno-3-10" name="__codelineno-3-10" href="#__codelineno-3-10"></a>│ │ │ (200 overlap) │ │ (200 overlap) │
<a id="__codelineno-3-11" name="__codelineno-3-11" href="#__codelineno-3-11"></a>└──────────────────────┘ └──────────────────────┘ └──────────────────────┘
</code></pre></div>
<h2 id="api-authentifizierung">API-Authentifizierung<a class="headerlink" href="#api-authentifizierung" title="Permanent link">&para;</a></h2>
<p>Alle Endpunkte nutzen die zentrale Auth-Middleware:</p>
<pre class="mermaid"><code>sequenceDiagram
participant C as Client
participant A as API Gateway
participant S as klausur-service
participant D as Datenbank
C-&gt;&gt;A: Request + JWT Token
A-&gt;&gt;A: Token validieren
A-&gt;&gt;S: Forwarded Request
S-&gt;&gt;D: Daten abfragen
D-&gt;&gt;S: Response
S-&gt;&gt;C: JSON Response</code></pre>
<h2 id="monitoring-metriken">Monitoring &amp; Metriken<a class="headerlink" href="#monitoring-metriken" title="Permanent link">&para;</a></h2>
<h3 id="verfuegbare-metriken">Verfuegbare Metriken<a class="headerlink" href="#verfuegbare-metriken" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Metrik</th>
<th>Beschreibung</th>
<th>Endpoint</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>ocr_items_total</code></td>
<td>Gesamtzahl OCR-Items</td>
<td><code>/api/v1/ocr-label/stats</code></td>
</tr>
<tr>
<td><code>ocr_accuracy_rate</code></td>
<td>OCR-Genauigkeit</td>
<td><code>/api/v1/ocr-label/stats</code></td>
</tr>
<tr>
<td><code>rag_chunk_count</code></td>
<td>Anzahl indexierter Chunks</td>
<td><code>/api/legal-corpus/status</code></td>
</tr>
<tr>
<td><code>rag_collection_status</code></td>
<td>Collection-Status</td>
<td><code>/api/legal-corpus/status</code></td>
</tr>
</tbody>
</table>
<h3 id="logging">Logging<a class="headerlink" href="#logging" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="c1"># Strukturiertes Logging im klausur-service</span>
<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;OCR processing started&quot;</span><span class="p">,</span> <span class="n">extra</span><span class="o">=</span><span class="p">{</span>
<a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a> <span class="s2">&quot;session_id&quot;</span><span class="p">:</span> <span class="n">session_id</span><span class="p">,</span>
<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a> <span class="s2">&quot;item_count&quot;</span><span class="p">:</span> <span class="n">item_count</span><span class="p">,</span>
<a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a> <span class="s2">&quot;model&quot;</span><span class="p">:</span> <span class="n">ocr_model</span>
<a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a><span class="p">})</span>
</code></pre></div>
<h2 id="fehlerbehandlung">Fehlerbehandlung<a class="headerlink" href="#fehlerbehandlung" title="Permanent link">&para;</a></h2>
<h3 id="retry-strategien">Retry-Strategien<a class="headerlink" href="#retry-strategien" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Operation</th>
<th>Max Retries</th>
<th>Backoff</th>
</tr>
</thead>
<tbody>
<tr>
<td>OCR-Verarbeitung</td>
<td>3</td>
<td>Exponentiell (1s, 2s, 4s)</td>
</tr>
<tr>
<td>Embedding-API</td>
<td>5</td>
<td>Exponentiell mit Jitter</td>
</tr>
<tr>
<td>Qdrant-Upsert</td>
<td>3</td>
<td>Linear (1s)</td>
</tr>
</tbody>
</table>
<h3 id="fallback-verhalten">Fallback-Verhalten<a class="headerlink" href="#fallback-verhalten" title="Permanent link">&para;</a></h3>
<pre class="mermaid"><code>flowchart TD
A[Embedding Request] --&gt; B{OpenAI verfuegbar?}
B --&gt;|Ja| C[OpenAI API]
B --&gt;|Nein| D{Lokales Modell?}
D --&gt;|Ja| E[Ollama Embedding]
D --&gt;|Nein| F[Error + Queue]</code></pre>
<h2 id="skalierung">Skalierung<a class="headerlink" href="#skalierung" title="Permanent link">&para;</a></h2>
<h3 id="aktueller-stand">Aktueller Stand<a class="headerlink" href="#aktueller-stand" title="Permanent link">&para;</a></h3>
<ul>
<li><strong>Single Node</strong>: Alle Services auf Mac Mini</li>
<li><strong>Qdrant</strong>: Standalone, ~50k Chunks</li>
<li><strong>PostgreSQL</strong>: Shared mit anderen Services</li>
</ul>
<h3 id="geplante-erweiterungen">Geplante Erweiterungen<a class="headerlink" href="#geplante-erweiterungen" title="Permanent link">&para;</a></h3>
<ol>
<li><strong>Qdrant Cluster</strong>: Bei &gt; 1M Chunks</li>
<li><strong>Worker Queue</strong>: Redis-basiert fuer Batch-Jobs</li>
<li><strong>GPU-Offloading</strong>: OCR auf vast.ai GPU-Instanzen</li>
</ol>
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