feat(k8s/paperless): enable native AI with Claude Haiku 5.5 and local embeddings

kubernetes/app/paperless/deployment.yaml

@@ -86,6 +86,31 @@ spec:
               value: allauth.socialaccount.providers.openid_connect
             - name: PAPERLESS_SOCIALACCOUNT_ALLOW_SIGNUPS
               value: "false"
+            - name: PAPERLESS_AI_ENABLED
+              value: "true"
+            - name: PAPERLESS_AI_LLM_BACKEND
+              value: openai-like
+            - name: PAPERLESS_AI_LLM_ENDPOINT
+              value: https://api.anthropic.com/v1/
+            - name: PAPERLESS_AI_LLM_MODEL
+              value: claude-haiku-5-5
+            - name: PAPERLESS_AI_LLM_API_KEY
+              valueFrom:
+                secretKeyRef:
+                  name: paperless-ai
+                  key: anthropic-api-key
+            # Haiku 5.5 only accepts temperature 1; llama-index defaults to 0.1
+            - name: PAPERLESS_AI_LLM_EXTRA_PARAMS
+              value: '{"temperature": 1}'
+            - name: PAPERLESS_AI_LLM_OUTPUT_LANGUAGE
+              value: Ukrainian
+            - name: PAPERLESS_AI_LLM_EMBEDDING_BACKEND
+              value: huggingface
+            - name: PAPERLESS_AI_LLM_EMBEDDING_MODEL
+              value: intfloat/multilingual-e5-small
+            # matches the embedding model's 512-token input limit
+            - name: PAPERLESS_AI_LLM_EMBEDDING_CHUNK_SIZE
+              value: "512"
           volumeMounts:
             - name: data
               mountPath: /usr/src/paperless/data
@@ -110,9 +135,9 @@ spec:
           resources:
             requests:
               cpu: 100m
-              memory: 512Mi
+              memory: 1536Mi
             limits:
-              memory: 5Gi
+              memory: 6Gi
       volumes:
         - name: data
           persistentVolumeClaim: