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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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Unterstützte Daten
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Dokumenttypen
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Via API (empfohlen)
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Via CLI
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Collection: bp_nibis_eh
</span>
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1. Neues Bundesland hinzufügen
</span>
</a>
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2. Neues Verzeichnis registrieren
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3. Dokumenttyp-Erweiterung
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<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="nibis-ingestion-pipeline">NiBiS Ingestion Pipeline<a class="headerlink" href="#nibis-ingestion-pipeline" title="Permanent link">&para;</a></h1>
<h2 id="overview">Overview<a class="headerlink" href="#overview" title="Permanent link">&para;</a></h2>
<p>Die NiBiS Ingestion Pipeline verarbeitet Abitur-Erwartungshorizonte aus Niedersachsen und indexiert sie in Qdrant für RAG-basierte Klausurkorrektur.</p>
<h2 id="unterstutzte-daten">Unterstützte Daten<a class="headerlink" href="#unterstutzte-daten" title="Permanent link">&para;</a></h2>
<h3 id="verzeichnisse">Verzeichnisse<a class="headerlink" href="#verzeichnisse" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Verzeichnis</th>
<th>Jahre</th>
<th>Namenskonvention</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>docs/za-download</code></td>
<td>2024, 2025</td>
<td><code>{Jahr}_{Fach}_{niveau}_{Nr}_EWH.pdf</code></td>
</tr>
<tr>
<td><code>docs/za-download-2</code></td>
<td>2016</td>
<td><code>{Jahr}{Fach}{Niveau}Lehrer/{Jahr}{Fach}{Niveau}A{Nr}L.pdf</code></td>
</tr>
<tr>
<td><code>docs/za-download-3</code></td>
<td>2017</td>
<td><code>{Jahr}{Fach}{Niveau}Lehrer/{Jahr}{Fach}{Niveau}A{Nr}L.pdf</code></td>
</tr>
</tbody>
</table>
<h3 id="dokumenttypen">Dokumenttypen<a class="headerlink" href="#dokumenttypen" title="Permanent link">&para;</a></h3>
<ul>
<li><strong>EWH</strong> - Erwartungshorizont (Hauptziel)</li>
<li><strong>Aufgabe</strong> - Prüfungsaufgaben</li>
<li><strong>Material</strong> - Zusatzmaterialien</li>
<li><strong>GBU</strong> - Gefährdungsbeurteilung (Chemie/Biologie)</li>
<li><strong>Bewertungsbogen</strong> - Standardisierte Bewertungsbögen</li>
</ul>
<h3 id="facher">Fächer<a class="headerlink" href="#facher" title="Permanent link">&para;</a></h3>
<p>Deutsch, Englisch, Mathematik, Informatik, Biologie, Chemie, Physik, Geschichte, Erdkunde, Kunst, Musik, Sport, Latein, Griechisch, Französisch, Spanisch, Katholische Religion, Evangelische Religion, Werte und Normen, BRC, BVW, Gesundheit-Pflege</p>
<h2 id="architektur">Architektur<a class="headerlink" href="#architektur" title="Permanent link">&para;</a></h2>
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>┌─────────────────────────────────────────────────────────────────┐
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>│ NiBiS Ingestion Pipeline │
<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>├─────────────────────────────────────────────────────────────────┤
<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a>│ │
<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a>│ 1. ZIP Extraction │
<a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a>│ └── Entpackt 2024.zip, 2025.zip, etc. │
<a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a>│ │
<a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a>│ 2. Document Discovery │
<a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a>│ ├── Parst alte Namenskonvention (2016/2017) │
<a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a>│ └── Parst neue Namenskonvention (2024/2025) │
<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>│ 3. PDF Processing │
<a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a>│ ├── Text-Extraktion (PyPDF2) │
<a id="__codelineno-0-14" name="__codelineno-0-14" href="#__codelineno-0-14"></a>│ └── Chunking (1000 chars, 200 overlap) │
<a id="__codelineno-0-15" name="__codelineno-0-15" href="#__codelineno-0-15"></a>│ │
<a id="__codelineno-0-16" name="__codelineno-0-16" href="#__codelineno-0-16"></a>│ 4. Embedding Generation │
<a id="__codelineno-0-17" name="__codelineno-0-17" href="#__codelineno-0-17"></a>│ └── OpenAI text-embedding-3-small (1536 dim) │
<a id="__codelineno-0-18" name="__codelineno-0-18" href="#__codelineno-0-18"></a>│ │
<a id="__codelineno-0-19" name="__codelineno-0-19" href="#__codelineno-0-19"></a>│ 5. Qdrant Indexing │
<a id="__codelineno-0-20" name="__codelineno-0-20" href="#__codelineno-0-20"></a>│ └── Collection: bp_nibis_eh │
<a id="__codelineno-0-21" name="__codelineno-0-21" href="#__codelineno-0-21"></a>│ │
<a id="__codelineno-0-22" name="__codelineno-0-22" href="#__codelineno-0-22"></a>└─────────────────────────────────────────────────────────────────┘
</code></pre></div>
<h2 id="verwendung">Verwendung<a class="headerlink" href="#verwendung" title="Permanent link">&para;</a></h2>
<h3 id="via-api-empfohlen">Via API (empfohlen)<a class="headerlink" href="#via-api-empfohlen" 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="c1"># 1. Vorschau der verfügbaren Dokumente</span>
<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a>curl<span class="w"> </span>http://localhost:8086/api/v1/admin/nibis/discover
<a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>
<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="c1"># 2. ZIP-Dateien entpacken</span>
<a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://localhost:8086/api/v1/admin/nibis/extract-zips
<a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a>
<a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a><span class="c1"># 3. Ingestion starten</span>
<a id="__codelineno-1-8" name="__codelineno-1-8" href="#__codelineno-1-8"></a>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://localhost:8086/api/v1/admin/nibis/ingest<span class="w"> </span><span class="se">\</span>
<a id="__codelineno-1-9" name="__codelineno-1-9" href="#__codelineno-1-9"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Content-Type: application/json&quot;</span><span class="w"> </span><span class="se">\</span>
<a id="__codelineno-1-10" name="__codelineno-1-10" href="#__codelineno-1-10"></a><span class="w"> </span>-d<span class="w"> </span><span class="s1">&#39;{&quot;ewh_only&quot;: true}&#39;</span>
<a id="__codelineno-1-11" name="__codelineno-1-11" href="#__codelineno-1-11"></a>
<a id="__codelineno-1-12" name="__codelineno-1-12" href="#__codelineno-1-12"></a><span class="c1"># 4. Status prüfen</span>
<a id="__codelineno-1-13" name="__codelineno-1-13" href="#__codelineno-1-13"></a>curl<span class="w"> </span>http://localhost:8086/api/v1/admin/nibis/status
<a id="__codelineno-1-14" name="__codelineno-1-14" href="#__codelineno-1-14"></a>
<a id="__codelineno-1-15" name="__codelineno-1-15" href="#__codelineno-1-15"></a><span class="c1"># 5. Semantische Suche testen</span>
<a id="__codelineno-1-16" name="__codelineno-1-16" href="#__codelineno-1-16"></a>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://localhost:8086/api/v1/admin/nibis/search<span class="w"> </span><span class="se">\</span>
<a id="__codelineno-1-17" name="__codelineno-1-17" href="#__codelineno-1-17"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Content-Type: application/json&quot;</span><span class="w"> </span><span class="se">\</span>
<a id="__codelineno-1-18" name="__codelineno-1-18" href="#__codelineno-1-18"></a><span class="w"> </span>-d<span class="w"> </span><span class="s1">&#39;{&quot;query&quot;: &quot;Analyse literarischer Texte&quot;, &quot;subject&quot;: &quot;Deutsch&quot;, &quot;limit&quot;: 5}&#39;</span>
</code></pre></div>
<h3 id="via-cli">Via CLI<a class="headerlink" href="#via-cli" 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="c1"># Dry-Run (nur analysieren)</span>
<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="nb">cd</span><span class="w"> </span>klausur-service/backend
<a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a>python<span class="w"> </span>nibis_ingestion.py<span class="w"> </span>--dry-run
<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a>
<a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a><span class="c1"># Vollständige Ingestion</span>
<a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a>python<span class="w"> </span>nibis_ingestion.py
<a id="__codelineno-2-7" name="__codelineno-2-7" href="#__codelineno-2-7"></a>
<a id="__codelineno-2-8" name="__codelineno-2-8" href="#__codelineno-2-8"></a><span class="c1"># Nur bestimmtes Jahr</span>
<a id="__codelineno-2-9" name="__codelineno-2-9" href="#__codelineno-2-9"></a>python<span class="w"> </span>nibis_ingestion.py<span class="w"> </span>--year<span class="w"> </span><span class="m">2024</span>
<a id="__codelineno-2-10" name="__codelineno-2-10" href="#__codelineno-2-10"></a>
<a id="__codelineno-2-11" name="__codelineno-2-11" href="#__codelineno-2-11"></a><span class="c1"># Nur bestimmtes Fach</span>
<a id="__codelineno-2-12" name="__codelineno-2-12" href="#__codelineno-2-12"></a>python<span class="w"> </span>nibis_ingestion.py<span class="w"> </span>--subject<span class="w"> </span>Deutsch
<a id="__codelineno-2-13" name="__codelineno-2-13" href="#__codelineno-2-13"></a>
<a id="__codelineno-2-14" name="__codelineno-2-14" href="#__codelineno-2-14"></a><span class="c1"># Manifest erstellen</span>
<a id="__codelineno-2-15" name="__codelineno-2-15" href="#__codelineno-2-15"></a>python<span class="w"> </span>nibis_ingestion.py<span class="w"> </span>--manifest<span class="w"> </span>/tmp/nibis_manifest.json
</code></pre></div>
<h3 id="via-shell-script">Via Shell Script<a class="headerlink" href="#via-shell-script" 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>./klausur-service/scripts/run_nibis_ingestion.sh<span class="w"> </span>--dry-run
<a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a>./klausur-service/scripts/run_nibis_ingestion.sh<span class="w"> </span>--year<span class="w"> </span><span class="m">2024</span><span class="w"> </span>--subject<span class="w"> </span>Deutsch
</code></pre></div>
<h2 id="qdrant-schema">Qdrant Schema<a class="headerlink" href="#qdrant-schema" title="Permanent link">&para;</a></h2>
<h3 id="collection-bp_nibis_eh">Collection: <code>bp_nibis_eh</code><a class="headerlink" href="#collection-bp_nibis_eh" 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="p">{</span>
<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="w"> </span><span class="nt">&quot;id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;nibis_2024_deutsch_ea_1_abc123_chunk_0&quot;</span><span class="p">,</span>
<a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a><span class="w"> </span><span class="nt">&quot;vector&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="mi">1536</span><span class="w"> </span><span class="err">dime</span><span class="kc">ns</span><span class="err">io</span><span class="kc">ns</span><span class="p">],</span>
<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="w"> </span><span class="nt">&quot;payload&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a><span class="w"> </span><span class="nt">&quot;doc_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;nibis_2024_deutsch_ea_1_abc123&quot;</span><span class="p">,</span>
<a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a><span class="w"> </span><span class="nt">&quot;chunk_index&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span>
<a id="__codelineno-4-7" name="__codelineno-4-7" href="#__codelineno-4-7"></a><span class="w"> </span><span class="nt">&quot;text&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Der Erwartungshorizont...&quot;</span><span class="p">,</span>
<a id="__codelineno-4-8" name="__codelineno-4-8" href="#__codelineno-4-8"></a><span class="w"> </span><span class="nt">&quot;year&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">2024</span><span class="p">,</span>
<a id="__codelineno-4-9" name="__codelineno-4-9" href="#__codelineno-4-9"></a><span class="w"> </span><span class="nt">&quot;subject&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Deutsch&quot;</span><span class="p">,</span>
<a id="__codelineno-4-10" name="__codelineno-4-10" href="#__codelineno-4-10"></a><span class="w"> </span><span class="nt">&quot;niveau&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;eA&quot;</span><span class="p">,</span>
<a id="__codelineno-4-11" name="__codelineno-4-11" href="#__codelineno-4-11"></a><span class="w"> </span><span class="nt">&quot;task_number&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span>
<a id="__codelineno-4-12" name="__codelineno-4-12" href="#__codelineno-4-12"></a><span class="w"> </span><span class="nt">&quot;doc_type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;EWH&quot;</span><span class="p">,</span>
<a id="__codelineno-4-13" name="__codelineno-4-13" href="#__codelineno-4-13"></a><span class="w"> </span><span class="nt">&quot;bundesland&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;NI&quot;</span><span class="p">,</span>
<a id="__codelineno-4-14" name="__codelineno-4-14" href="#__codelineno-4-14"></a><span class="w"> </span><span class="nt">&quot;variant&quot;</span><span class="p">:</span><span class="w"> </span><span class="kc">null</span><span class="p">,</span>
<a id="__codelineno-4-15" name="__codelineno-4-15" href="#__codelineno-4-15"></a><span class="w"> </span><span class="nt">&quot;source&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;nibis&quot;</span><span class="p">,</span>
<a id="__codelineno-4-16" name="__codelineno-4-16" href="#__codelineno-4-16"></a><span class="w"> </span><span class="nt">&quot;training_allowed&quot;</span><span class="p">:</span><span class="w"> </span><span class="kc">true</span>
<a id="__codelineno-4-17" name="__codelineno-4-17" href="#__codelineno-4-17"></a><span class="w"> </span><span class="p">}</span>
<a id="__codelineno-4-18" name="__codelineno-4-18" href="#__codelineno-4-18"></a><span class="p">}</span>
</code></pre></div>
<h2 id="api-endpoints">API Endpoints<a class="headerlink" href="#api-endpoints" title="Permanent link">&para;</a></h2>
<table>
<thead>
<tr>
<th>Methode</th>
<th>Endpoint</th>
<th>Beschreibung</th>
</tr>
</thead>
<tbody>
<tr>
<td>GET</td>
<td><code>/api/v1/admin/nibis/status</code></td>
<td>Ingestion-Status</td>
</tr>
<tr>
<td>POST</td>
<td><code>/api/v1/admin/nibis/extract-zips</code></td>
<td>ZIP-Dateien entpacken</td>
</tr>
<tr>
<td>GET</td>
<td><code>/api/v1/admin/nibis/discover</code></td>
<td>Dokumente finden</td>
</tr>
<tr>
<td>POST</td>
<td><code>/api/v1/admin/nibis/ingest</code></td>
<td>Ingestion starten</td>
</tr>
<tr>
<td>POST</td>
<td><code>/api/v1/admin/nibis/search</code></td>
<td>Semantische Suche</td>
</tr>
<tr>
<td>GET</td>
<td><code>/api/v1/admin/nibis/stats</code></td>
<td>Statistiken</td>
</tr>
<tr>
<td>GET</td>
<td><code>/api/v1/admin/nibis/collections</code></td>
<td>Qdrant Collections</td>
</tr>
<tr>
<td>DELETE</td>
<td><code>/api/v1/admin/nibis/collection</code></td>
<td>Collection löschen</td>
</tr>
</tbody>
</table>
<h2 id="erweiterung-fur-andere-bundeslander">Erweiterung für andere Bundesländer<a class="headerlink" href="#erweiterung-fur-andere-bundeslander" title="Permanent link">&para;</a></h2>
<p>Die Pipeline ist so designed, dass sie leicht erweitert werden kann:</p>
<h3 id="1-neues-bundesland-hinzufugen">1. Neues Bundesland hinzufügen<a class="headerlink" href="#1-neues-bundesland-hinzufugen" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="c1"># In nibis_ingestion.py</span>
<a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a>
<a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a><span class="c1"># Bundesland-Code (ISO 3166-2:DE)</span>
<a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a><span class="n">BUNDESLAND_CODES</span> <span class="o">=</span> <span class="p">{</span>
<a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a> <span class="s2">&quot;NI&quot;</span><span class="p">:</span> <span class="s2">&quot;Niedersachsen&quot;</span><span class="p">,</span>
<a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a> <span class="s2">&quot;BE&quot;</span><span class="p">:</span> <span class="s2">&quot;Berlin&quot;</span><span class="p">,</span>
<a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a> <span class="s2">&quot;BY&quot;</span><span class="p">:</span> <span class="s2">&quot;Bayern&quot;</span><span class="p">,</span>
<a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a> <span class="c1"># ...</span>
<a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a><span class="p">}</span>
<a id="__codelineno-5-10" name="__codelineno-5-10" href="#__codelineno-5-10"></a>
<a id="__codelineno-5-11" name="__codelineno-5-11" href="#__codelineno-5-11"></a><span class="c1"># Parsing-Funktion für neues Format</span>
<a id="__codelineno-5-12" name="__codelineno-5-12" href="#__codelineno-5-12"></a><span class="k">def</span><span class="w"> </span><span class="nf">parse_filename_berlin</span><span class="p">(</span><span class="n">filename</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">file_path</span><span class="p">:</span> <span class="n">Path</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">]:</span>
<a id="__codelineno-5-13" name="__codelineno-5-13" href="#__codelineno-5-13"></a> <span class="c1"># Berlin-spezifische Namenskonvention</span>
<a id="__codelineno-5-14" name="__codelineno-5-14" href="#__codelineno-5-14"></a> <span class="k">pass</span>
</code></pre></div>
<h3 id="2-neues-verzeichnis-registrieren">2. Neues Verzeichnis registrieren<a class="headerlink" href="#2-neues-verzeichnis-registrieren" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="c1"># docs/za-download-berlin/ hinzufügen</span>
<a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a><span class="n">ZA_DOWNLOAD_DIRS</span> <span class="o">=</span> <span class="p">[</span>
<a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a> <span class="s2">&quot;za-download&quot;</span><span class="p">,</span>
<a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a> <span class="s2">&quot;za-download-2&quot;</span><span class="p">,</span>
<a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a> <span class="s2">&quot;za-download-3&quot;</span><span class="p">,</span>
<a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a> <span class="s2">&quot;za-download-berlin&quot;</span><span class="p">,</span> <span class="c1"># NEU</span>
<a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a><span class="p">]</span>
</code></pre></div>
<h3 id="3-dokumenttyp-erweiterung">3. Dokumenttyp-Erweiterung<a class="headerlink" href="#3-dokumenttyp-erweiterung" title="Permanent link">&para;</a></h3>
<p>Für Zeugnisgeneration oder andere Dokumenttypen:</p>
<div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="n">DOC_TYPES</span> <span class="o">=</span> <span class="p">{</span>
<a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a> <span class="s2">&quot;EWH&quot;</span><span class="p">:</span> <span class="s2">&quot;Erwartungshorizont&quot;</span><span class="p">,</span>
<a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a> <span class="s2">&quot;ZEUGNIS_VORLAGE&quot;</span><span class="p">:</span> <span class="s2">&quot;Zeugnisvorlage&quot;</span><span class="p">,</span>
<a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a> <span class="s2">&quot;NOTENSPIEGEL&quot;</span><span class="p">:</span> <span class="s2">&quot;Notenspiegel&quot;</span><span class="p">,</span>
<a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a> <span class="s2">&quot;BEMERKUNG&quot;</span><span class="p">:</span> <span class="s2">&quot;Bemerkungstexte&quot;</span><span class="p">,</span>
<a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a><span class="p">}</span>
</code></pre></div>
<h2 id="rechtliche-hinweise">Rechtliche Hinweise<a class="headerlink" href="#rechtliche-hinweise" title="Permanent link">&para;</a></h2>
<ul>
<li>NiBiS-Daten sind unter den <a href="https://nibis.de">NiBiS-Nutzungsbedingungen</a> frei nutzbar</li>
<li><code>training_allowed: true</code> - Strukturelles Wissen darf für KI-Training genutzt werden</li>
<li>Für Lehrer-eigene Erwartungshorizonte (BYOEH) gilt: <code>training_allowed: false</code></li>
</ul>
<h2 id="troubleshooting">Troubleshooting<a class="headerlink" href="#troubleshooting" title="Permanent link">&para;</a></h2>
<h3 id="qdrant-nicht-erreichbar">Qdrant nicht erreichbar<a class="headerlink" href="#qdrant-nicht-erreichbar" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a><span class="c1"># Prüfen ob Qdrant läuft</span>
<a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a>curl<span class="w"> </span>http://localhost:6333/health
<a id="__codelineno-8-3" name="__codelineno-8-3" href="#__codelineno-8-3"></a>
<a id="__codelineno-8-4" name="__codelineno-8-4" href="#__codelineno-8-4"></a><span class="c1"># Docker starten</span>
<a id="__codelineno-8-5" name="__codelineno-8-5" href="#__codelineno-8-5"></a>docker-compose<span class="w"> </span>up<span class="w"> </span>-d<span class="w"> </span>qdrant
</code></pre></div>
<h3 id="openai-api-fehler">OpenAI API Fehler<a class="headerlink" href="#openai-api-fehler" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="c1"># API Key setzen</span>
<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a><span class="nb">export</span><span class="w"> </span><span class="nv">OPENAI_API_KEY</span><span class="o">=</span>sk-...
</code></pre></div>
<h3 id="pdf-extraktion-fehlgeschlagen">PDF-Extraktion fehlgeschlagen<a class="headerlink" href="#pdf-extraktion-fehlgeschlagen" title="Permanent link">&para;</a></h3>
<p>Einige PDFs können problematisch sein (gescannte Dokumente ohne OCR). Diese werden übersprungen und im Error-Log protokolliert.</p>
<h2 id="performance">Performance<a class="headerlink" href="#performance" title="Permanent link">&para;</a></h2>
<ul>
<li>~500-1000 Chunks pro Minute (abhängig von OpenAI API)</li>
<li>~2-3 GB Qdrant Storage für alle NiBiS-Daten (2016-2025)</li>
<li>Embeddings werden nur einmal generiert (idempotent via Hash)</li>
</ul>
</article>
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