diff --git a/Containerfile b/Containerfile
index 7f80a514..bfcbe5df 100644
--- a/Containerfile
+++ b/Containerfile
@@ -21,7 +21,7 @@ RUN pip3 install anthropic boto3 cohere openai google-cloud-aiplatform ollama \
     pip3 cache purge
 
 # ----------------------------------------------------------------------------
-# Build a container which contains the built Python package.  The build
+# Build a container which contains the built Python packages.  The build
 # creates a bunch of left-over cruft, a separate phase means this is only
 # needed to support package build
 # ----------------------------------------------------------------------------
@@ -30,12 +30,18 @@ FROM ai AS build
 
 env PACKAGE_VERSION=0.0.0
 
-COPY setup.py /root/build/
-COPY README.md /root/build/
-COPY scripts/ /root/build/scripts/
-COPY trustgraph/ root/build/trustgraph/
+COPY trustgraph-core/ /root/build/trustgraph-core/
+COPY README.md /root/build/trustgraph-core/
 
-RUN (cd /root/build && pip3 wheel -w /root/wheels --no-deps .)
+COPY trustgraph-embeddings-hf/ /root/build/trustgraph-embeddings-hf/
+COPY README.md /root/build/trustgraph-embeddings-hf/
+
+WORKDIR /root/build/
+
+RUN pip3 wheel -w /root/wheels/ --no-deps ./trustgraph-core/
+RUN pip3 wheel -w /root/wheels/ --no-deps ./trustgraph-embeddings-hf/
+
+RUN ls /root/wheels
 
 # ----------------------------------------------------------------------------
 # Finally, the target container.  Start with base and add the package.
@@ -45,7 +51,9 @@ FROM ai
 
 COPY --from=build /root/wheels /root/wheels
 
-RUN pip3 install /root/wheels/trustgraph-* && \
+RUN \
+    pip3 install /root/wheels/trustgraph_core-* && \
+    pip3 install /root/wheels/trustgraph_embeddings_hf-* && \
     pip3 cache purge && \
     rm -rf /root/wheels
 
diff --git a/Makefile b/Makefile
index fb611b11..a238d9dd 100644
--- a/Makefile
+++ b/Makefile
@@ -1,11 +1,15 @@
 
 # VERSION=$(shell git describe | sed 's/^v//')
-VERSION=0.11.5
+VERSION=0.11.6
 
 DOCKER=podman
 
 all: container
 
+pkgs:
+	pip3 wheel --no-deps --wheel-dir dist trustgraph-core/
+	pip3 wheel --no-deps --wheel-dir dist trustgraph-embeddings-hf/
+
 CONTAINER=docker.io/trustgraph/trustgraph-flow
 
 container:
diff --git a/scripts/chunker-recursive b/scripts/chunker-recursive
deleted file mode 100755
index 041a72d4..00000000
--- a/scripts/chunker-recursive
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.chunking.recursive import run
-
-run()
-
diff --git a/scripts/chunker-token b/scripts/chunker-token
deleted file mode 100755
index 5090defa..00000000
--- a/scripts/chunker-token
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.chunking.token import run
-
-run()
-
diff --git a/scripts/de-query-milvus b/scripts/de-query-milvus
deleted file mode 100755
index 15e237c3..00000000
--- a/scripts/de-query-milvus
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.query.doc_embeddings.milvus import run
-
-run()
-
diff --git a/scripts/de-query-qdrant b/scripts/de-query-qdrant
deleted file mode 100644
index 2f0e7d6e..00000000
--- a/scripts/de-query-qdrant
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.query.doc_embeddings.qdrant import run
-
-run()
-
diff --git a/scripts/de-write-milvus b/scripts/de-write-milvus
deleted file mode 100755
index 644674d0..00000000
--- a/scripts/de-write-milvus
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.doc_embeddings.milvus import run
-
-run()
-
diff --git a/scripts/de-write-qdrant b/scripts/de-write-qdrant
deleted file mode 100644
index 1550291f..00000000
--- a/scripts/de-write-qdrant
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.doc_embeddings.qdrant import run
-
-run()
-
diff --git a/scripts/document-rag b/scripts/document-rag
deleted file mode 100755
index e4cf5401..00000000
--- a/scripts/document-rag
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.retrieval.document_rag import run
-
-run()
-
diff --git a/scripts/embeddings-hf b/scripts/embeddings-hf
deleted file mode 100755
index a7d84d04..00000000
--- a/scripts/embeddings-hf
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.embeddings.hf import run
-
-run()
-
diff --git a/scripts/embeddings-ollama b/scripts/embeddings-ollama
deleted file mode 100755
index 185eed59..00000000
--- a/scripts/embeddings-ollama
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.embeddings.ollama import run
-
-run()
-
diff --git a/scripts/embeddings-vectorize b/scripts/embeddings-vectorize
deleted file mode 100755
index 3de1e3a9..00000000
--- a/scripts/embeddings-vectorize
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.embeddings.vectorize import run
-
-run()
-
diff --git a/scripts/ge-dump-parquet b/scripts/ge-dump-parquet
deleted file mode 100755
index c2b29c51..00000000
--- a/scripts/ge-dump-parquet
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.dump.graph_embeddings.parquet import run
-
-run()
-
diff --git a/scripts/ge-query-milvus b/scripts/ge-query-milvus
deleted file mode 100755
index 179750cb..00000000
--- a/scripts/ge-query-milvus
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.query.graph_embeddings.milvus import run
-
-run()
-
diff --git a/scripts/ge-query-qdrant b/scripts/ge-query-qdrant
deleted file mode 100755
index 7039d17a..00000000
--- a/scripts/ge-query-qdrant
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.query.graph_embeddings.qdrant import run
-
-run()
-
diff --git a/scripts/ge-write-milvus b/scripts/ge-write-milvus
deleted file mode 100755
index 0b18faf8..00000000
--- a/scripts/ge-write-milvus
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.graph_embeddings.milvus import run
-
-run()
-
diff --git a/scripts/ge-write-qdrant b/scripts/ge-write-qdrant
deleted file mode 100755
index 4276fd2b..00000000
--- a/scripts/ge-write-qdrant
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.graph_embeddings.qdrant import run
-
-run()
-
diff --git a/scripts/graph-rag b/scripts/graph-rag
deleted file mode 100755
index 6b18b689..00000000
--- a/scripts/graph-rag
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.retrieval.graph_rag import run
-
-run()
-
diff --git a/scripts/kg-extract-definitions b/scripts/kg-extract-definitions
deleted file mode 100755
index 7f20225b..00000000
--- a/scripts/kg-extract-definitions
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.extract.kg.definitions import run
-
-run()
-
diff --git a/scripts/kg-extract-relationships b/scripts/kg-extract-relationships
deleted file mode 100755
index f57d7c89..00000000
--- a/scripts/kg-extract-relationships
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.extract.kg.relationships import run
-
-run()
-
diff --git a/scripts/kg-extract-topics b/scripts/kg-extract-topics
deleted file mode 100755
index e8ff2688..00000000
--- a/scripts/kg-extract-topics
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.extract.kg.topics import run
-
-run()
-
diff --git a/scripts/metering b/scripts/metering
deleted file mode 100755
index 7f1d0e12..00000000
--- a/scripts/metering
+++ /dev/null
@@ -1,5 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.metering import run
-
-run()
\ No newline at end of file
diff --git a/scripts/object-extract-row b/scripts/object-extract-row
deleted file mode 100755
index 04cbcfef..00000000
--- a/scripts/object-extract-row
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.extract.object.row import run
-
-run()
-
diff --git a/scripts/oe-write-milvus b/scripts/oe-write-milvus
deleted file mode 100755
index c78f2000..00000000
--- a/scripts/oe-write-milvus
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.object_embeddings.milvus import run
-
-run()
-
diff --git a/scripts/pdf-decoder b/scripts/pdf-decoder
deleted file mode 100755
index 0de6a9be..00000000
--- a/scripts/pdf-decoder
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.decoding.pdf import run
-
-run()
-
diff --git a/scripts/prompt-generic b/scripts/prompt-generic
deleted file mode 100755
index 61e4d41d..00000000
--- a/scripts/prompt-generic
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.model.prompt.generic import run
-
-run()
-
diff --git a/scripts/prompt-template b/scripts/prompt-template
deleted file mode 100755
index 91d94216..00000000
--- a/scripts/prompt-template
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.model.prompt.template import run
-
-run()
-
diff --git a/scripts/rows-write-cassandra b/scripts/rows-write-cassandra
deleted file mode 100755
index a1358f5e..00000000
--- a/scripts/rows-write-cassandra
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.rows.cassandra import run
-
-run()
-
diff --git a/scripts/run-processing b/scripts/run-processing
deleted file mode 100755
index cdfbb871..00000000
--- a/scripts/run-processing
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.processing import run
-
-run()
-
diff --git a/scripts/text-completion-azure b/scripts/text-completion-azure
deleted file mode 100755
index 965bf956..00000000
--- a/scripts/text-completion-azure
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.model.text_completion.azure import run
-
-run()
-
diff --git a/scripts/text-completion-bedrock b/scripts/text-completion-bedrock
deleted file mode 100755
index 55c26314..00000000
--- a/scripts/text-completion-bedrock
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.model.text_completion.bedrock import run
-
-run()
-
diff --git a/scripts/text-completion-claude b/scripts/text-completion-claude
deleted file mode 100755
index b9175375..00000000
--- a/scripts/text-completion-claude
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.model.text_completion.claude import run
-
-run()
-
diff --git a/scripts/text-completion-cohere b/scripts/text-completion-cohere
deleted file mode 100755
index 42110db6..00000000
--- a/scripts/text-completion-cohere
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.model.text_completion.cohere import run
-
-run()
-
diff --git a/scripts/text-completion-llamafile b/scripts/text-completion-llamafile
deleted file mode 100755
index 38c48ac2..00000000
--- a/scripts/text-completion-llamafile
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.model.text_completion.llamafile import run
-
-run()
-
diff --git a/scripts/text-completion-ollama b/scripts/text-completion-ollama
deleted file mode 100755
index 9479750a..00000000
--- a/scripts/text-completion-ollama
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.model.text_completion.ollama import run
-
-run()
-
diff --git a/scripts/text-completion-openai b/scripts/text-completion-openai
deleted file mode 100755
index 665080c1..00000000
--- a/scripts/text-completion-openai
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.model.text_completion.openai import run
-
-run()
-
diff --git a/scripts/text-completion-vertexai b/scripts/text-completion-vertexai
deleted file mode 100755
index 56458d4a..00000000
--- a/scripts/text-completion-vertexai
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.model.text_completion.vertexai import run
-
-run()
-
diff --git a/scripts/triples-dump-parquet b/scripts/triples-dump-parquet
deleted file mode 100755
index 78d79196..00000000
--- a/scripts/triples-dump-parquet
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.dump.triples.parquet import run
-
-run()
-
diff --git a/scripts/triples-query-cassandra b/scripts/triples-query-cassandra
deleted file mode 100755
index d6baf969..00000000
--- a/scripts/triples-query-cassandra
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.query.triples.cassandra import run
-
-run()
-
diff --git a/scripts/triples-query-neo4j b/scripts/triples-query-neo4j
deleted file mode 100755
index 05d97b10..00000000
--- a/scripts/triples-query-neo4j
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.query.triples.neo4j import run
-
-run()
-
diff --git a/scripts/triples-write-cassandra b/scripts/triples-write-cassandra
deleted file mode 100755
index 207c3222..00000000
--- a/scripts/triples-write-cassandra
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.triples.cassandra import run
-
-run()
-
diff --git a/scripts/triples-write-neo4j b/scripts/triples-write-neo4j
deleted file mode 100755
index 58786d44..00000000
--- a/scripts/triples-write-neo4j
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.triples.neo4j import run
-
-run()
-
diff --git a/tg-launch-azure-cassandra.yaml b/tg-launch-azure-cassandra.yaml
index 2bbe3622..0d460be7 100644
--- a/tg-launch-azure-cassandra.yaml
+++ b/tg-launch-azure-cassandra.yaml
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -50,7 +50,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -95,7 +95,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -110,7 +110,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -125,7 +125,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -140,7 +140,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -155,7 +155,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -187,7 +187,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pdf-decoder:
     command:
@@ -202,7 +202,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -392,7 +392,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -570,7 +570,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -624,7 +624,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -641,7 +641,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -658,7 +658,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -675,7 +675,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -692,7 +692,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -709,7 +709,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -732,7 +732,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -759,7 +759,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -774,7 +774,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   cassandra: {}
diff --git a/tg-launch-azure-neo4j.yaml b/tg-launch-azure-neo4j.yaml
index 0915cde5..7b9a0f06 100644
--- a/tg-launch-azure-neo4j.yaml
+++ b/tg-launch-azure-neo4j.yaml
@@ -16,7 +16,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -78,7 +78,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -93,7 +93,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -108,7 +108,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -123,7 +123,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -138,7 +138,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -153,7 +153,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   neo4j:
     deploy:
@@ -203,7 +203,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -393,7 +393,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -571,7 +571,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -625,7 +625,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -642,7 +642,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -659,7 +659,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -676,7 +676,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -693,7 +693,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -710,7 +710,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -733,7 +733,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -760,7 +760,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -775,7 +775,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   grafana-storage: {}
diff --git a/tg-launch-bedrock-cassandra.yaml b/tg-launch-bedrock-cassandra.yaml
index 5a54f46d..4880fb72 100644
--- a/tg-launch-bedrock-cassandra.yaml
+++ b/tg-launch-bedrock-cassandra.yaml
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -50,7 +50,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -95,7 +95,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -110,7 +110,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -125,7 +125,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -140,7 +140,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -155,7 +155,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -187,7 +187,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pdf-decoder:
     command:
@@ -202,7 +202,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -392,7 +392,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -570,7 +570,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -624,7 +624,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -641,7 +641,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -658,7 +658,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -675,7 +675,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -692,7 +692,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -709,7 +709,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -736,7 +736,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -767,7 +767,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -782,7 +782,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   cassandra: {}
diff --git a/tg-launch-bedrock-neo4j.yaml b/tg-launch-bedrock-neo4j.yaml
index 5a223f9d..6f8bd93e 100644
--- a/tg-launch-bedrock-neo4j.yaml
+++ b/tg-launch-bedrock-neo4j.yaml
@@ -16,7 +16,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -78,7 +78,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -93,7 +93,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -108,7 +108,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -123,7 +123,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -138,7 +138,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -153,7 +153,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   neo4j:
     deploy:
@@ -203,7 +203,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -393,7 +393,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -571,7 +571,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -625,7 +625,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -642,7 +642,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -659,7 +659,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -676,7 +676,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -693,7 +693,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -710,7 +710,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -737,7 +737,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -768,7 +768,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -783,7 +783,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   grafana-storage: {}
diff --git a/tg-launch-claude-cassandra.yaml b/tg-launch-claude-cassandra.yaml
index 8b297eef..84316197 100644
--- a/tg-launch-claude-cassandra.yaml
+++ b/tg-launch-claude-cassandra.yaml
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -50,7 +50,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -95,7 +95,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -110,7 +110,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -125,7 +125,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -140,7 +140,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -155,7 +155,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -187,7 +187,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pdf-decoder:
     command:
@@ -202,7 +202,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -392,7 +392,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -570,7 +570,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -624,7 +624,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -641,7 +641,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -658,7 +658,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -675,7 +675,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -692,7 +692,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -709,7 +709,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -730,7 +730,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -755,7 +755,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -770,7 +770,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   cassandra: {}
diff --git a/tg-launch-claude-neo4j.yaml b/tg-launch-claude-neo4j.yaml
index 200268ab..e284a5d1 100644
--- a/tg-launch-claude-neo4j.yaml
+++ b/tg-launch-claude-neo4j.yaml
@@ -16,7 +16,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -78,7 +78,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -93,7 +93,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -108,7 +108,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -123,7 +123,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -138,7 +138,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -153,7 +153,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   neo4j:
     deploy:
@@ -203,7 +203,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -393,7 +393,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -571,7 +571,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -625,7 +625,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -642,7 +642,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -659,7 +659,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -676,7 +676,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -693,7 +693,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -710,7 +710,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -731,7 +731,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -756,7 +756,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -771,7 +771,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   grafana-storage: {}
diff --git a/tg-launch-cohere-cassandra.yaml b/tg-launch-cohere-cassandra.yaml
index 52d1ae39..07389bf7 100644
--- a/tg-launch-cohere-cassandra.yaml
+++ b/tg-launch-cohere-cassandra.yaml
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -50,7 +50,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -95,7 +95,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -110,7 +110,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -125,7 +125,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -140,7 +140,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -155,7 +155,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -187,7 +187,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pdf-decoder:
     command:
@@ -202,7 +202,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -392,7 +392,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -570,7 +570,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -624,7 +624,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -641,7 +641,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -658,7 +658,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -675,7 +675,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -692,7 +692,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -709,7 +709,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -728,7 +728,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -751,7 +751,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -766,7 +766,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   cassandra: {}
diff --git a/tg-launch-cohere-neo4j.yaml b/tg-launch-cohere-neo4j.yaml
index ab4e777f..908f07fb 100644
--- a/tg-launch-cohere-neo4j.yaml
+++ b/tg-launch-cohere-neo4j.yaml
@@ -16,7 +16,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -78,7 +78,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -93,7 +93,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -108,7 +108,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -123,7 +123,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -138,7 +138,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -153,7 +153,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   neo4j:
     deploy:
@@ -203,7 +203,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -393,7 +393,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -571,7 +571,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -625,7 +625,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -642,7 +642,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -659,7 +659,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -676,7 +676,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -693,7 +693,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -710,7 +710,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -729,7 +729,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -752,7 +752,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -767,7 +767,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   grafana-storage: {}
diff --git a/tg-launch-llamafile-cassandra.yaml b/tg-launch-llamafile-cassandra.yaml
index be60ef6c..52ae23ec 100644
--- a/tg-launch-llamafile-cassandra.yaml
+++ b/tg-launch-llamafile-cassandra.yaml
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -50,7 +50,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -95,7 +95,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -110,7 +110,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -125,7 +125,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -140,7 +140,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -155,7 +155,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -187,7 +187,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pdf-decoder:
     command:
@@ -202,7 +202,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -237,7 +237,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -260,7 +260,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -314,7 +314,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -331,7 +331,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -348,7 +348,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -365,7 +365,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -382,7 +382,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -399,7 +399,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -418,7 +418,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -441,7 +441,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -456,7 +456,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   cassandra: {}
diff --git a/tg-launch-llamafile-neo4j.yaml b/tg-launch-llamafile-neo4j.yaml
index 5de11e63..c5d3df73 100644
--- a/tg-launch-llamafile-neo4j.yaml
+++ b/tg-launch-llamafile-neo4j.yaml
@@ -16,7 +16,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -78,7 +78,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -93,7 +93,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -108,7 +108,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -123,7 +123,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -138,7 +138,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -153,7 +153,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   neo4j:
     deploy:
@@ -203,7 +203,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -238,7 +238,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -261,7 +261,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -315,7 +315,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -332,7 +332,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -349,7 +349,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -366,7 +366,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -383,7 +383,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -400,7 +400,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -419,7 +419,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -442,7 +442,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -457,7 +457,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   grafana-storage: {}
diff --git a/tg-launch-ollama-cassandra.yaml b/tg-launch-ollama-cassandra.yaml
index b445c466..c65a9437 100644
--- a/tg-launch-ollama-cassandra.yaml
+++ b/tg-launch-ollama-cassandra.yaml
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -50,7 +50,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -95,7 +95,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -110,7 +110,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -125,7 +125,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -140,7 +140,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -155,7 +155,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -187,7 +187,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pdf-decoder:
     command:
@@ -202,7 +202,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -237,7 +237,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -260,7 +260,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -314,7 +314,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -331,7 +331,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -348,7 +348,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -365,7 +365,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -382,7 +382,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -399,7 +399,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -418,7 +418,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -441,7 +441,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -456,7 +456,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   cassandra: {}
diff --git a/tg-launch-ollama-neo4j.yaml b/tg-launch-ollama-neo4j.yaml
index c700241d..72fd4eb4 100644
--- a/tg-launch-ollama-neo4j.yaml
+++ b/tg-launch-ollama-neo4j.yaml
@@ -16,7 +16,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -78,7 +78,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -93,7 +93,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -108,7 +108,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -123,7 +123,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -138,7 +138,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -153,7 +153,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   neo4j:
     deploy:
@@ -203,7 +203,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -238,7 +238,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -261,7 +261,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -315,7 +315,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -332,7 +332,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -349,7 +349,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -366,7 +366,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -383,7 +383,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -400,7 +400,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -419,7 +419,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -442,7 +442,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -457,7 +457,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   grafana-storage: {}
diff --git a/tg-launch-openai-cassandra.yaml b/tg-launch-openai-cassandra.yaml
index 87e7182f..2579a94b 100644
--- a/tg-launch-openai-cassandra.yaml
+++ b/tg-launch-openai-cassandra.yaml
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -50,7 +50,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -95,7 +95,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -110,7 +110,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -125,7 +125,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -140,7 +140,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -155,7 +155,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -187,7 +187,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pdf-decoder:
     command:
@@ -202,7 +202,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -392,7 +392,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -570,7 +570,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -624,7 +624,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -641,7 +641,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -658,7 +658,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -675,7 +675,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -692,7 +692,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -709,7 +709,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -732,7 +732,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -759,7 +759,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -774,7 +774,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   cassandra: {}
diff --git a/tg-launch-openai-neo4j.yaml b/tg-launch-openai-neo4j.yaml
index faa46c3b..60163170 100644
--- a/tg-launch-openai-neo4j.yaml
+++ b/tg-launch-openai-neo4j.yaml
@@ -16,7 +16,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -78,7 +78,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -93,7 +93,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -108,7 +108,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -123,7 +123,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -138,7 +138,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -153,7 +153,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   neo4j:
     deploy:
@@ -203,7 +203,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -393,7 +393,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -571,7 +571,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -625,7 +625,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -642,7 +642,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -659,7 +659,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -676,7 +676,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -693,7 +693,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -710,7 +710,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -733,7 +733,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion-rag:
     command:
@@ -760,7 +760,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   vectorize:
     command:
@@ -775,7 +775,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   grafana-storage: {}
diff --git a/tg-launch-vertexai-cassandra.yaml b/tg-launch-vertexai-cassandra.yaml
index ce01469b..4a1aa390 100644
--- a/tg-launch-vertexai-cassandra.yaml
+++ b/tg-launch-vertexai-cassandra.yaml
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -50,7 +50,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -95,7 +95,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -110,7 +110,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -125,7 +125,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -140,7 +140,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -155,7 +155,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -187,7 +187,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pdf-decoder:
     command:
@@ -202,7 +202,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -392,7 +392,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -570,7 +570,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -624,7 +624,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -641,7 +641,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -658,7 +658,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -675,7 +675,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -692,7 +692,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -709,7 +709,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -734,7 +734,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 256M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
     volumes:
     - ./vertexai:/vertexai
@@ -765,7 +765,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 256M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
     volumes:
     - ./vertexai:/vertexai
@@ -782,7 +782,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   cassandra: {}
diff --git a/tg-launch-vertexai-neo4j.yaml b/tg-launch-vertexai-neo4j.yaml
index 935da951..338855b1 100644
--- a/tg-launch-vertexai-neo4j.yaml
+++ b/tg-launch-vertexai-neo4j.yaml
@@ -16,7 +16,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   embeddings:
     command:
@@ -33,7 +33,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 400M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   grafana:
     deploy:
@@ -78,7 +78,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   init-pulsar:
     command:
@@ -93,7 +93,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-definitions:
     command:
@@ -108,7 +108,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-relationships:
     command:
@@ -123,7 +123,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   kg-extract-topics:
     command:
@@ -138,7 +138,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering:
     command:
@@ -153,7 +153,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   metering-rag:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   neo4j:
     deploy:
@@ -203,7 +203,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -393,7 +393,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prompt-rag:
     command:
@@ -571,7 +571,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   pulsar:
     command:
@@ -625,7 +625,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -642,7 +642,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -659,7 +659,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -676,7 +676,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -693,7 +693,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -710,7 +710,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   text-completion:
     command:
@@ -735,7 +735,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 256M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
     volumes:
     - ./vertexai:/vertexai
@@ -766,7 +766,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 256M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
     volumes:
     - ./vertexai:/vertexai
@@ -783,7 +783,7 @@ services:
         reservations:
           cpus: '0.5'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   grafana-storage: {}
diff --git a/tg-storage-cassandra.yaml b/tg-storage-cassandra.yaml
index 7bc8948f..bcd33391 100644
--- a/tg-storage-cassandra.yaml
+++ b/tg-storage-cassandra.yaml
@@ -49,7 +49,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   prometheus:
     deploy:
@@ -119,7 +119,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -136,7 +136,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -153,7 +153,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 512M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -170,7 +170,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -187,7 +187,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -204,7 +204,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   cassandra: {}
diff --git a/tg-storage-neo4j.yaml b/tg-storage-neo4j.yaml
index adde9c7b..e137f97b 100644
--- a/tg-storage-neo4j.yaml
+++ b/tg-storage-neo4j.yaml
@@ -32,7 +32,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   neo4j:
     deploy:
@@ -120,7 +120,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-graph-embeddings:
     command:
@@ -137,7 +137,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   query-triples:
     command:
@@ -154,7 +154,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-doc-embeddings:
     command:
@@ -171,7 +171,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-graph-embeddings:
     command:
@@ -188,7 +188,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
   store-triples:
     command:
@@ -205,7 +205,7 @@ services:
         reservations:
           cpus: '0.1'
           memory: 128M
-    image: docker.io/trustgraph/trustgraph-flow:0.11.5
+    image: docker.io/trustgraph/trustgraph-flow:0.11.6
     restart: on-failure:100
 volumes:
   grafana-storage: {}
diff --git a/trustgraph-core/scripts/chunker-recursive b/trustgraph-core/scripts/chunker-recursive
new file mode 100755
index 00000000..2e48e401
--- /dev/null
+++ b/trustgraph-core/scripts/chunker-recursive
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.chunking.recursive import run
+
+run()
+
diff --git a/trustgraph-core/scripts/chunker-token b/trustgraph-core/scripts/chunker-token
new file mode 100755
index 00000000..03d7754f
--- /dev/null
+++ b/trustgraph-core/scripts/chunker-token
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.chunking.token import run
+
+run()
+
diff --git a/scripts/concat-parquet b/trustgraph-core/scripts/concat-parquet
similarity index 100%
rename from scripts/concat-parquet
rename to trustgraph-core/scripts/concat-parquet
diff --git a/trustgraph-core/scripts/de-query-milvus b/trustgraph-core/scripts/de-query-milvus
new file mode 100755
index 00000000..b2bf194c
--- /dev/null
+++ b/trustgraph-core/scripts/de-query-milvus
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.query.doc_embeddings.milvus import run
+
+run()
+
diff --git a/trustgraph-core/scripts/de-query-qdrant b/trustgraph-core/scripts/de-query-qdrant
new file mode 100644
index 00000000..27106223
--- /dev/null
+++ b/trustgraph-core/scripts/de-query-qdrant
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.query.doc_embeddings.qdrant import run
+
+run()
+
diff --git a/trustgraph-core/scripts/de-write-milvus b/trustgraph-core/scripts/de-write-milvus
new file mode 100755
index 00000000..f6ca1edc
--- /dev/null
+++ b/trustgraph-core/scripts/de-write-milvus
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.storage.doc_embeddings.milvus import run
+
+run()
+
diff --git a/trustgraph-core/scripts/de-write-qdrant b/trustgraph-core/scripts/de-write-qdrant
new file mode 100644
index 00000000..aa4ee088
--- /dev/null
+++ b/trustgraph-core/scripts/de-write-qdrant
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.storage.doc_embeddings.qdrant import run
+
+run()
+
diff --git a/trustgraph-core/scripts/document-rag b/trustgraph-core/scripts/document-rag
new file mode 100755
index 00000000..3afe9bfd
--- /dev/null
+++ b/trustgraph-core/scripts/document-rag
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.retrieval.document_rag import run
+
+run()
+
diff --git a/scripts/dump-parquet b/trustgraph-core/scripts/dump-parquet
similarity index 100%
rename from scripts/dump-parquet
rename to trustgraph-core/scripts/dump-parquet
diff --git a/trustgraph-core/scripts/embeddings-ollama b/trustgraph-core/scripts/embeddings-ollama
new file mode 100755
index 00000000..9f311c5e
--- /dev/null
+++ b/trustgraph-core/scripts/embeddings-ollama
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.embeddings.ollama import run
+
+run()
+
diff --git a/trustgraph-core/scripts/embeddings-vectorize b/trustgraph-core/scripts/embeddings-vectorize
new file mode 100755
index 00000000..aac0603c
--- /dev/null
+++ b/trustgraph-core/scripts/embeddings-vectorize
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.embeddings.vectorize import run
+
+run()
+
diff --git a/trustgraph-core/scripts/ge-dump-parquet b/trustgraph-core/scripts/ge-dump-parquet
new file mode 100755
index 00000000..8ffd01a4
--- /dev/null
+++ b/trustgraph-core/scripts/ge-dump-parquet
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.dump.graph_embeddings.parquet import run
+
+run()
+
diff --git a/trustgraph-core/scripts/ge-query-milvus b/trustgraph-core/scripts/ge-query-milvus
new file mode 100755
index 00000000..17be799b
--- /dev/null
+++ b/trustgraph-core/scripts/ge-query-milvus
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.query.graph_embeddings.milvus import run
+
+run()
+
diff --git a/trustgraph-core/scripts/ge-query-qdrant b/trustgraph-core/scripts/ge-query-qdrant
new file mode 100755
index 00000000..e91bdaec
--- /dev/null
+++ b/trustgraph-core/scripts/ge-query-qdrant
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.query.graph_embeddings.qdrant import run
+
+run()
+
diff --git a/trustgraph-core/scripts/ge-write-milvus b/trustgraph-core/scripts/ge-write-milvus
new file mode 100755
index 00000000..b5cab163
--- /dev/null
+++ b/trustgraph-core/scripts/ge-write-milvus
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.storage.graph_embeddings.milvus import run
+
+run()
+
diff --git a/trustgraph-core/scripts/ge-write-qdrant b/trustgraph-core/scripts/ge-write-qdrant
new file mode 100755
index 00000000..36525622
--- /dev/null
+++ b/trustgraph-core/scripts/ge-write-qdrant
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.storage.graph_embeddings.qdrant import run
+
+run()
+
diff --git a/trustgraph-core/scripts/graph-rag b/trustgraph-core/scripts/graph-rag
new file mode 100755
index 00000000..8b4ad7a3
--- /dev/null
+++ b/trustgraph-core/scripts/graph-rag
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.retrieval.graph_rag import run
+
+run()
+
diff --git a/scripts/graph-show b/trustgraph-core/scripts/graph-show
similarity index 91%
rename from scripts/graph-show
rename to trustgraph-core/scripts/graph-show
index a737c97b..a742d17a 100755
--- a/scripts/graph-show
+++ b/trustgraph-core/scripts/graph-show
@@ -6,7 +6,7 @@ Connects to the graph query service and dumps all graph edges.
 
 import argparse
 import os
-from trustgraph.clients.triples_query_client import TriplesQueryClient
+from trustgraph.core.clients.triples_query_client import TriplesQueryClient
 
 default_pulsar_host = os.getenv("PULSAR_HOST", 'pulsar://localhost:6650')
 
diff --git a/scripts/graph-to-turtle b/trustgraph-core/scripts/graph-to-turtle
similarity index 94%
rename from scripts/graph-to-turtle
rename to trustgraph-core/scripts/graph-to-turtle
index bff03fc6..062f1eaa 100755
--- a/scripts/graph-to-turtle
+++ b/trustgraph-core/scripts/graph-to-turtle
@@ -6,7 +6,7 @@ Connects to the graph query service and dumps all graph edges.
 
 import argparse
 import os
-from trustgraph.clients.triples_query_client import TriplesQueryClient
+from trustgraph.core.clients.triples_query_client import TriplesQueryClient
 import rdflib
 import io
 import sys
diff --git a/scripts/init-pulsar-manager b/trustgraph-core/scripts/init-pulsar-manager
similarity index 100%
rename from scripts/init-pulsar-manager
rename to trustgraph-core/scripts/init-pulsar-manager
diff --git a/trustgraph-core/scripts/kg-extract-definitions b/trustgraph-core/scripts/kg-extract-definitions
new file mode 100755
index 00000000..05bfe91f
--- /dev/null
+++ b/trustgraph-core/scripts/kg-extract-definitions
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.extract.kg.definitions import run
+
+run()
+
diff --git a/trustgraph-core/scripts/kg-extract-relationships b/trustgraph-core/scripts/kg-extract-relationships
new file mode 100755
index 00000000..f188eb7a
--- /dev/null
+++ b/trustgraph-core/scripts/kg-extract-relationships
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.extract.kg.relationships import run
+
+run()
+
diff --git a/trustgraph-core/scripts/kg-extract-topics b/trustgraph-core/scripts/kg-extract-topics
new file mode 100755
index 00000000..239c4686
--- /dev/null
+++ b/trustgraph-core/scripts/kg-extract-topics
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.extract.kg.topics import run
+
+run()
+
diff --git a/scripts/load-graph-embeddings b/trustgraph-core/scripts/load-graph-embeddings
similarity index 94%
rename from scripts/load-graph-embeddings
rename to trustgraph-core/scripts/load-graph-embeddings
index 2dc3c06f..1cb13a8c 100755
--- a/scripts/load-graph-embeddings
+++ b/trustgraph-core/scripts/load-graph-embeddings
@@ -6,15 +6,15 @@ Loads Graph embeddings into TrustGraph processing.
 
 import pulsar
 from pulsar.schema import JsonSchema
-from trustgraph.schema import GraphEmbeddings, Value
-from trustgraph.schema import graph_embeddings_store_queue
+from trustgraph.core.schema import GraphEmbeddings, Value
+from trustgraph.core.schema import graph_embeddings_store_queue
 import argparse
 import os
 import time
 import pyarrow as pa
 import pyarrow.parquet as pq
 
-from trustgraph.log_level import LogLevel
+from trustgraph.core.log_level import LogLevel
 
 class Loader:
 
diff --git a/scripts/load-pdf b/trustgraph-core/scripts/load-pdf
similarity index 95%
rename from scripts/load-pdf
rename to trustgraph-core/scripts/load-pdf
index 0c2aac46..d44d4ea3 100755
--- a/scripts/load-pdf
+++ b/trustgraph-core/scripts/load-pdf
@@ -6,14 +6,14 @@ Loads a PDF document into TrustGraph processing.
 
 import pulsar
 from pulsar.schema import JsonSchema
-from trustgraph.schema import Document, Source, document_ingest_queue
+from trustgraph.core.schema import Document, Source, document_ingest_queue
 import base64
 import hashlib
 import argparse
 import os
 import time
 
-from trustgraph.log_level import LogLevel
+from trustgraph.core.log_level import LogLevel
 
 class Loader:
 
diff --git a/scripts/load-text b/trustgraph-core/scripts/load-text
similarity index 95%
rename from scripts/load-text
rename to trustgraph-core/scripts/load-text
index 3a0e19c3..b4b48e76 100755
--- a/scripts/load-text
+++ b/trustgraph-core/scripts/load-text
@@ -6,14 +6,14 @@ Loads a text document into TrustGraph processing.
 
 import pulsar
 from pulsar.schema import JsonSchema
-from trustgraph.schema import TextDocument, Source, text_ingest_queue
+from trustgraph.core.schema import TextDocument, Source, text_ingest_queue
 import base64
 import hashlib
 import argparse
 import os
 import time
 
-from trustgraph.log_level import LogLevel
+from trustgraph.core.log_level import LogLevel
 
 class Loader:
 
diff --git a/scripts/load-triples b/trustgraph-core/scripts/load-triples
similarity index 95%
rename from scripts/load-triples
rename to trustgraph-core/scripts/load-triples
index e03c065b..b3602621 100755
--- a/scripts/load-triples
+++ b/trustgraph-core/scripts/load-triples
@@ -6,15 +6,15 @@ Loads Graph embeddings into TrustGraph processing.
 
 import pulsar
 from pulsar.schema import JsonSchema
-from trustgraph.schema import Triple, Value
-from trustgraph.schema import triples_store_queue
+from trustgraph.core.schema import Triple, Value
+from trustgraph.core.schema import triples_store_queue
 import argparse
 import os
 import time
 import pyarrow as pa
 import pyarrow.parquet as pq
 
-from trustgraph.log_level import LogLevel
+from trustgraph.core.log_level import LogLevel
 
 class Loader:
 
diff --git a/trustgraph-core/scripts/metering b/trustgraph-core/scripts/metering
new file mode 100755
index 00000000..330ad733
--- /dev/null
+++ b/trustgraph-core/scripts/metering
@@ -0,0 +1,5 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.metering import run
+
+run()
\ No newline at end of file
diff --git a/trustgraph-core/scripts/object-extract-row b/trustgraph-core/scripts/object-extract-row
new file mode 100755
index 00000000..158ad058
--- /dev/null
+++ b/trustgraph-core/scripts/object-extract-row
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.extract.object.row import run
+
+run()
+
diff --git a/trustgraph-core/scripts/oe-write-milvus b/trustgraph-core/scripts/oe-write-milvus
new file mode 100755
index 00000000..075da66b
--- /dev/null
+++ b/trustgraph-core/scripts/oe-write-milvus
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.storage.object_embeddings.milvus import run
+
+run()
+
diff --git a/trustgraph-core/scripts/pdf-decoder b/trustgraph-core/scripts/pdf-decoder
new file mode 100755
index 00000000..b6294eed
--- /dev/null
+++ b/trustgraph-core/scripts/pdf-decoder
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.decoding.pdf import run
+
+run()
+
diff --git a/trustgraph-core/scripts/prompt-generic b/trustgraph-core/scripts/prompt-generic
new file mode 100755
index 00000000..c487558a
--- /dev/null
+++ b/trustgraph-core/scripts/prompt-generic
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.model.prompt.generic import run
+
+run()
+
diff --git a/trustgraph-core/scripts/prompt-template b/trustgraph-core/scripts/prompt-template
new file mode 100755
index 00000000..12475ea9
--- /dev/null
+++ b/trustgraph-core/scripts/prompt-template
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.model.prompt.template import run
+
+run()
+
diff --git a/scripts/query-document-rag b/trustgraph-core/scripts/query-document-rag
similarity index 92%
rename from scripts/query-document-rag
rename to trustgraph-core/scripts/query-document-rag
index 948dcd2f..359809c1 100755
--- a/scripts/query-document-rag
+++ b/trustgraph-core/scripts/query-document-rag
@@ -6,7 +6,7 @@ Uses the Document RAG service to answer a query
 
 import argparse
 import os
-from trustgraph.clients.document_rag_client import DocumentRagClient
+from trustgraph.core.clients.document_rag_client import DocumentRagClient
 
 default_pulsar_host = os.getenv("PULSAR_HOST", 'pulsar://localhost:6650')
 
diff --git a/scripts/query-graph-rag b/trustgraph-core/scripts/query-graph-rag
similarity index 92%
rename from scripts/query-graph-rag
rename to trustgraph-core/scripts/query-graph-rag
index 5250bf15..29f1c916 100755
--- a/scripts/query-graph-rag
+++ b/trustgraph-core/scripts/query-graph-rag
@@ -6,7 +6,7 @@ Uses the GraphRAG service to answer a query
 
 import argparse
 import os
-from trustgraph.clients.graph_rag_client import GraphRagClient
+from trustgraph.core.clients.graph_rag_client import GraphRagClient
 
 default_pulsar_host = os.getenv("PULSAR_HOST", 'pulsar://localhost:6650')
 
diff --git a/trustgraph-core/scripts/rows-write-cassandra b/trustgraph-core/scripts/rows-write-cassandra
new file mode 100755
index 00000000..10a47607
--- /dev/null
+++ b/trustgraph-core/scripts/rows-write-cassandra
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.storage.rows.cassandra import run
+
+run()
+
diff --git a/trustgraph-core/scripts/run-processing b/trustgraph-core/scripts/run-processing
new file mode 100755
index 00000000..145b96d0
--- /dev/null
+++ b/trustgraph-core/scripts/run-processing
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.processing import run
+
+run()
+
diff --git a/trustgraph-core/scripts/text-completion-azure b/trustgraph-core/scripts/text-completion-azure
new file mode 100755
index 00000000..935f1f1f
--- /dev/null
+++ b/trustgraph-core/scripts/text-completion-azure
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.model.text_completion.azure import run
+
+run()
+
diff --git a/trustgraph-core/scripts/text-completion-bedrock b/trustgraph-core/scripts/text-completion-bedrock
new file mode 100755
index 00000000..2eabfd79
--- /dev/null
+++ b/trustgraph-core/scripts/text-completion-bedrock
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.model.text_completion.bedrock import run
+
+run()
+
diff --git a/trustgraph-core/scripts/text-completion-claude b/trustgraph-core/scripts/text-completion-claude
new file mode 100755
index 00000000..59323787
--- /dev/null
+++ b/trustgraph-core/scripts/text-completion-claude
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.model.text_completion.claude import run
+
+run()
+
diff --git a/trustgraph-core/scripts/text-completion-cohere b/trustgraph-core/scripts/text-completion-cohere
new file mode 100755
index 00000000..d15a016b
--- /dev/null
+++ b/trustgraph-core/scripts/text-completion-cohere
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.model.text_completion.cohere import run
+
+run()
+
diff --git a/trustgraph-core/scripts/text-completion-llamafile b/trustgraph-core/scripts/text-completion-llamafile
new file mode 100755
index 00000000..7d36925b
--- /dev/null
+++ b/trustgraph-core/scripts/text-completion-llamafile
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.model.text_completion.llamafile import run
+
+run()
+
diff --git a/trustgraph-core/scripts/text-completion-ollama b/trustgraph-core/scripts/text-completion-ollama
new file mode 100755
index 00000000..39db9162
--- /dev/null
+++ b/trustgraph-core/scripts/text-completion-ollama
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.model.text_completion.ollama import run
+
+run()
+
diff --git a/trustgraph-core/scripts/text-completion-openai b/trustgraph-core/scripts/text-completion-openai
new file mode 100755
index 00000000..87cea3fe
--- /dev/null
+++ b/trustgraph-core/scripts/text-completion-openai
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.model.text_completion.openai import run
+
+run()
+
diff --git a/trustgraph-core/scripts/text-completion-vertexai b/trustgraph-core/scripts/text-completion-vertexai
new file mode 100755
index 00000000..c68a5f3a
--- /dev/null
+++ b/trustgraph-core/scripts/text-completion-vertexai
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.model.text_completion.vertexai import run
+
+run()
+
diff --git a/scripts/tg-init-pulsar b/trustgraph-core/scripts/tg-init-pulsar
similarity index 100%
rename from scripts/tg-init-pulsar
rename to trustgraph-core/scripts/tg-init-pulsar
diff --git a/scripts/tg-processor-state b/trustgraph-core/scripts/tg-processor-state
similarity index 100%
rename from scripts/tg-processor-state
rename to trustgraph-core/scripts/tg-processor-state
diff --git a/trustgraph-core/scripts/triples-dump-parquet b/trustgraph-core/scripts/triples-dump-parquet
new file mode 100755
index 00000000..2ed0efd9
--- /dev/null
+++ b/trustgraph-core/scripts/triples-dump-parquet
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.dump.triples.parquet import run
+
+run()
+
diff --git a/trustgraph-core/scripts/triples-query-cassandra b/trustgraph-core/scripts/triples-query-cassandra
new file mode 100755
index 00000000..97e25ab3
--- /dev/null
+++ b/trustgraph-core/scripts/triples-query-cassandra
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.query.triples.cassandra import run
+
+run()
+
diff --git a/trustgraph-core/scripts/triples-query-neo4j b/trustgraph-core/scripts/triples-query-neo4j
new file mode 100755
index 00000000..bec03bb6
--- /dev/null
+++ b/trustgraph-core/scripts/triples-query-neo4j
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.query.triples.neo4j import run
+
+run()
+
diff --git a/trustgraph-core/scripts/triples-write-cassandra b/trustgraph-core/scripts/triples-write-cassandra
new file mode 100755
index 00000000..d1b0ddbe
--- /dev/null
+++ b/trustgraph-core/scripts/triples-write-cassandra
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.storage.triples.cassandra import run
+
+run()
+
diff --git a/trustgraph-core/scripts/triples-write-neo4j b/trustgraph-core/scripts/triples-write-neo4j
new file mode 100755
index 00000000..11880357
--- /dev/null
+++ b/trustgraph-core/scripts/triples-write-neo4j
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.core.storage.triples.neo4j import run
+
+run()
+
diff --git a/setup.py b/trustgraph-core/setup.py
similarity index 93%
rename from setup.py
rename to trustgraph-core/setup.py
index e3bd392d..c6cd3697 100644
--- a/setup.py
+++ b/trustgraph-core/setup.py
@@ -4,10 +4,10 @@ import os
 with open("README.md", "r") as fh:
     long_description = fh.read()
 
-version = "0.11.5"
+version = "0.11.6"
 
 setuptools.setup(
-    name="trustgraph",
+    name="trustgraph-core",
     version=version,
     author="trustgraph.ai",
     author_email="security@trustgraph.ai",
@@ -15,7 +15,10 @@ setuptools.setup(
     long_description=long_description,
     long_description_content_type="text/markdown",
     url="https://github.com/trustgraph-ai/trustgraph",
-    packages=setuptools.find_packages(),
+    packages=setuptools.find_namespace_packages(
+        where='./',
+#         include=['trustgraph.core']
+    ),
     classifiers=[ 
         "Programming Language :: Python :: 3",
         "License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)",
@@ -24,18 +27,13 @@ setuptools.setup(
     python_requires='>=3.8',
     download_url = "https://github.com/trustgraph-ai/trustgraph/archive/refs/tags/v" + version + ".tar.gz",
     install_requires=[
-        "torch",
         "urllib3",
-        "transformers",
-        "sentence-transformers",
         "rdflib",
         "pymilvus",
         "langchain",
         "langchain-core",
-        "langchain-huggingface",
         "langchain-text-splitters",
         "langchain-community",
-        "huggingface-hub",
         "requests",
         "cassandra-driver",
         "pulsar-client",
@@ -63,7 +61,6 @@ setuptools.setup(
         "scripts/de-write-qdrant",
         "scripts/document-rag",
         "scripts/dump-parquet",
-        "scripts/embeddings-hf",
         "scripts/embeddings-ollama",
         "scripts/embeddings-vectorize",
         "scripts/ge-dump-parquet",
diff --git a/trustgraph/__init__.py b/trustgraph-core/trustgraph/core/__init__.py
similarity index 100%
rename from trustgraph/__init__.py
rename to trustgraph-core/trustgraph/core/__init__.py
diff --git a/trustgraph/base/__init__.py b/trustgraph-core/trustgraph/core/base/__init__.py
similarity index 100%
rename from trustgraph/base/__init__.py
rename to trustgraph-core/trustgraph/core/base/__init__.py
diff --git a/trustgraph/base/base_processor.py b/trustgraph-core/trustgraph/core/base/base_processor.py
similarity index 100%
rename from trustgraph/base/base_processor.py
rename to trustgraph-core/trustgraph/core/base/base_processor.py
diff --git a/trustgraph/base/consumer.py b/trustgraph-core/trustgraph/core/base/consumer.py
similarity index 100%
rename from trustgraph/base/consumer.py
rename to trustgraph-core/trustgraph/core/base/consumer.py
diff --git a/trustgraph/base/consumer_producer.py b/trustgraph-core/trustgraph/core/base/consumer_producer.py
similarity index 100%
rename from trustgraph/base/consumer_producer.py
rename to trustgraph-core/trustgraph/core/base/consumer_producer.py
diff --git a/trustgraph/base/producer.py b/trustgraph-core/trustgraph/core/base/producer.py
similarity index 100%
rename from trustgraph/base/producer.py
rename to trustgraph-core/trustgraph/core/base/producer.py
diff --git a/trustgraph/chunking/__init__.py b/trustgraph-core/trustgraph/core/chunking/__init__.py
similarity index 100%
rename from trustgraph/chunking/__init__.py
rename to trustgraph-core/trustgraph/core/chunking/__init__.py
diff --git a/trustgraph/chunking/recursive/__init__.py b/trustgraph-core/trustgraph/core/chunking/recursive/__init__.py
similarity index 100%
rename from trustgraph/chunking/recursive/__init__.py
rename to trustgraph-core/trustgraph/core/chunking/recursive/__init__.py
diff --git a/trustgraph/chunking/recursive/__main__.py b/trustgraph-core/trustgraph/core/chunking/recursive/__main__.py
similarity index 100%
rename from trustgraph/chunking/recursive/__main__.py
rename to trustgraph-core/trustgraph/core/chunking/recursive/__main__.py
diff --git a/trustgraph/chunking/recursive/chunker.py b/trustgraph-core/trustgraph/core/chunking/recursive/chunker.py
similarity index 100%
rename from trustgraph/chunking/recursive/chunker.py
rename to trustgraph-core/trustgraph/core/chunking/recursive/chunker.py
diff --git a/trustgraph/chunking/token/__init__.py b/trustgraph-core/trustgraph/core/chunking/token/__init__.py
similarity index 100%
rename from trustgraph/chunking/token/__init__.py
rename to trustgraph-core/trustgraph/core/chunking/token/__init__.py
diff --git a/trustgraph/chunking/token/__main__.py b/trustgraph-core/trustgraph/core/chunking/token/__main__.py
similarity index 100%
rename from trustgraph/chunking/token/__main__.py
rename to trustgraph-core/trustgraph/core/chunking/token/__main__.py
diff --git a/trustgraph/chunking/token/chunker.py b/trustgraph-core/trustgraph/core/chunking/token/chunker.py
similarity index 100%
rename from trustgraph/chunking/token/chunker.py
rename to trustgraph-core/trustgraph/core/chunking/token/chunker.py
diff --git a/trustgraph/clients/__init__.py b/trustgraph-core/trustgraph/core/clients/__init__.py
similarity index 100%
rename from trustgraph/clients/__init__.py
rename to trustgraph-core/trustgraph/core/clients/__init__.py
diff --git a/trustgraph/clients/base.py b/trustgraph-core/trustgraph/core/clients/base.py
similarity index 100%
rename from trustgraph/clients/base.py
rename to trustgraph-core/trustgraph/core/clients/base.py
diff --git a/trustgraph/clients/document_embeddings_client.py b/trustgraph-core/trustgraph/core/clients/document_embeddings_client.py
similarity index 100%
rename from trustgraph/clients/document_embeddings_client.py
rename to trustgraph-core/trustgraph/core/clients/document_embeddings_client.py
diff --git a/trustgraph/clients/document_rag_client.py b/trustgraph-core/trustgraph/core/clients/document_rag_client.py
similarity index 100%
rename from trustgraph/clients/document_rag_client.py
rename to trustgraph-core/trustgraph/core/clients/document_rag_client.py
diff --git a/trustgraph/clients/embeddings_client.py b/trustgraph-core/trustgraph/core/clients/embeddings_client.py
similarity index 100%
rename from trustgraph/clients/embeddings_client.py
rename to trustgraph-core/trustgraph/core/clients/embeddings_client.py
diff --git a/trustgraph/clients/graph_embeddings_client.py b/trustgraph-core/trustgraph/core/clients/graph_embeddings_client.py
similarity index 100%
rename from trustgraph/clients/graph_embeddings_client.py
rename to trustgraph-core/trustgraph/core/clients/graph_embeddings_client.py
diff --git a/trustgraph/clients/graph_rag_client.py b/trustgraph-core/trustgraph/core/clients/graph_rag_client.py
similarity index 100%
rename from trustgraph/clients/graph_rag_client.py
rename to trustgraph-core/trustgraph/core/clients/graph_rag_client.py
diff --git a/trustgraph/clients/llm_client.py b/trustgraph-core/trustgraph/core/clients/llm_client.py
similarity index 100%
rename from trustgraph/clients/llm_client.py
rename to trustgraph-core/trustgraph/core/clients/llm_client.py
diff --git a/trustgraph/clients/prompt_client.py b/trustgraph-core/trustgraph/core/clients/prompt_client.py
similarity index 100%
rename from trustgraph/clients/prompt_client.py
rename to trustgraph-core/trustgraph/core/clients/prompt_client.py
diff --git a/trustgraph/clients/triples_query_client.py b/trustgraph-core/trustgraph/core/clients/triples_query_client.py
similarity index 100%
rename from trustgraph/clients/triples_query_client.py
rename to trustgraph-core/trustgraph/core/clients/triples_query_client.py
diff --git a/trustgraph/decoding/__init__.py b/trustgraph-core/trustgraph/core/decoding/__init__.py
similarity index 100%
rename from trustgraph/decoding/__init__.py
rename to trustgraph-core/trustgraph/core/decoding/__init__.py
diff --git a/trustgraph/decoding/pdf/__init__.py b/trustgraph-core/trustgraph/core/decoding/pdf/__init__.py
similarity index 100%
rename from trustgraph/decoding/pdf/__init__.py
rename to trustgraph-core/trustgraph/core/decoding/pdf/__init__.py
diff --git a/trustgraph/decoding/pdf/__main__.py b/trustgraph-core/trustgraph/core/decoding/pdf/__main__.py
similarity index 100%
rename from trustgraph/decoding/pdf/__main__.py
rename to trustgraph-core/trustgraph/core/decoding/pdf/__main__.py
diff --git a/trustgraph/decoding/pdf/pdf_decoder.py b/trustgraph-core/trustgraph/core/decoding/pdf/pdf_decoder.py
similarity index 100%
rename from trustgraph/decoding/pdf/pdf_decoder.py
rename to trustgraph-core/trustgraph/core/decoding/pdf/pdf_decoder.py
diff --git a/trustgraph/direct/__init__.py b/trustgraph-core/trustgraph/core/direct/__init__.py
similarity index 100%
rename from trustgraph/direct/__init__.py
rename to trustgraph-core/trustgraph/core/direct/__init__.py
diff --git a/trustgraph/direct/cassandra.py b/trustgraph-core/trustgraph/core/direct/cassandra.py
similarity index 100%
rename from trustgraph/direct/cassandra.py
rename to trustgraph-core/trustgraph/core/direct/cassandra.py
diff --git a/trustgraph/direct/milvus_doc_embeddings.py b/trustgraph-core/trustgraph/core/direct/milvus_doc_embeddings.py
similarity index 100%
rename from trustgraph/direct/milvus_doc_embeddings.py
rename to trustgraph-core/trustgraph/core/direct/milvus_doc_embeddings.py
diff --git a/trustgraph/direct/milvus_graph_embeddings.py b/trustgraph-core/trustgraph/core/direct/milvus_graph_embeddings.py
similarity index 100%
rename from trustgraph/direct/milvus_graph_embeddings.py
rename to trustgraph-core/trustgraph/core/direct/milvus_graph_embeddings.py
diff --git a/trustgraph/direct/milvus_object_embeddings.py b/trustgraph-core/trustgraph/core/direct/milvus_object_embeddings.py
similarity index 100%
rename from trustgraph/direct/milvus_object_embeddings.py
rename to trustgraph-core/trustgraph/core/direct/milvus_object_embeddings.py
diff --git a/trustgraph/document_rag.py b/trustgraph-core/trustgraph/core/document_rag.py
similarity index 100%
rename from trustgraph/document_rag.py
rename to trustgraph-core/trustgraph/core/document_rag.py
diff --git a/trustgraph/dump/__init__.py b/trustgraph-core/trustgraph/core/dump/__init__.py
similarity index 100%
rename from trustgraph/dump/__init__.py
rename to trustgraph-core/trustgraph/core/dump/__init__.py
diff --git a/trustgraph/dump/graph_embeddings/__init__.py b/trustgraph-core/trustgraph/core/dump/graph_embeddings/__init__.py
similarity index 100%
rename from trustgraph/dump/graph_embeddings/__init__.py
rename to trustgraph-core/trustgraph/core/dump/graph_embeddings/__init__.py
diff --git a/trustgraph/dump/graph_embeddings/parquet/__init__.py b/trustgraph-core/trustgraph/core/dump/graph_embeddings/parquet/__init__.py
similarity index 100%
rename from trustgraph/dump/graph_embeddings/parquet/__init__.py
rename to trustgraph-core/trustgraph/core/dump/graph_embeddings/parquet/__init__.py
diff --git a/trustgraph/dump/graph_embeddings/parquet/__main__.py b/trustgraph-core/trustgraph/core/dump/graph_embeddings/parquet/__main__.py
similarity index 100%
rename from trustgraph/dump/graph_embeddings/parquet/__main__.py
rename to trustgraph-core/trustgraph/core/dump/graph_embeddings/parquet/__main__.py
diff --git a/trustgraph/dump/graph_embeddings/parquet/processor.py b/trustgraph-core/trustgraph/core/dump/graph_embeddings/parquet/processor.py
similarity index 100%
rename from trustgraph/dump/graph_embeddings/parquet/processor.py
rename to trustgraph-core/trustgraph/core/dump/graph_embeddings/parquet/processor.py
diff --git a/trustgraph/dump/graph_embeddings/parquet/writer.py b/trustgraph-core/trustgraph/core/dump/graph_embeddings/parquet/writer.py
similarity index 100%
rename from trustgraph/dump/graph_embeddings/parquet/writer.py
rename to trustgraph-core/trustgraph/core/dump/graph_embeddings/parquet/writer.py
diff --git a/trustgraph/dump/triples/__init__.py b/trustgraph-core/trustgraph/core/dump/triples/__init__.py
similarity index 100%
rename from trustgraph/dump/triples/__init__.py
rename to trustgraph-core/trustgraph/core/dump/triples/__init__.py
diff --git a/trustgraph/dump/triples/parquet/__init__.py b/trustgraph-core/trustgraph/core/dump/triples/parquet/__init__.py
similarity index 100%
rename from trustgraph/dump/triples/parquet/__init__.py
rename to trustgraph-core/trustgraph/core/dump/triples/parquet/__init__.py
diff --git a/trustgraph/dump/triples/parquet/__main__.py b/trustgraph-core/trustgraph/core/dump/triples/parquet/__main__.py
similarity index 100%
rename from trustgraph/dump/triples/parquet/__main__.py
rename to trustgraph-core/trustgraph/core/dump/triples/parquet/__main__.py
diff --git a/trustgraph/dump/triples/parquet/processor.py b/trustgraph-core/trustgraph/core/dump/triples/parquet/processor.py
similarity index 100%
rename from trustgraph/dump/triples/parquet/processor.py
rename to trustgraph-core/trustgraph/core/dump/triples/parquet/processor.py
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similarity index 100%
rename from trustgraph/query/graph_embeddings/qdrant/service.py
rename to trustgraph-core/trustgraph/core/query/graph_embeddings/qdrant/service.py
diff --git a/trustgraph/query/triples/__init__.py b/trustgraph-core/trustgraph/core/query/triples/__init__.py
similarity index 100%
rename from trustgraph/query/triples/__init__.py
rename to trustgraph-core/trustgraph/core/query/triples/__init__.py
diff --git a/trustgraph/query/triples/cassandra/__init__.py b/trustgraph-core/trustgraph/core/query/triples/cassandra/__init__.py
similarity index 100%
rename from trustgraph/query/triples/cassandra/__init__.py
rename to trustgraph-core/trustgraph/core/query/triples/cassandra/__init__.py
diff --git a/trustgraph/query/graph_embeddings/qdrant/__main__.py b/trustgraph-core/trustgraph/core/query/triples/cassandra/__main__.py
similarity index 100%
rename from trustgraph/query/graph_embeddings/qdrant/__main__.py
rename to trustgraph-core/trustgraph/core/query/triples/cassandra/__main__.py
diff --git a/trustgraph/query/triples/cassandra/service.py b/trustgraph-core/trustgraph/core/query/triples/cassandra/service.py
similarity index 100%
rename from trustgraph/query/triples/cassandra/service.py
rename to trustgraph-core/trustgraph/core/query/triples/cassandra/service.py
diff --git a/trustgraph/query/triples/neo4j/__init__.py b/trustgraph-core/trustgraph/core/query/triples/neo4j/__init__.py
similarity index 100%
rename from trustgraph/query/triples/neo4j/__init__.py
rename to trustgraph-core/trustgraph/core/query/triples/neo4j/__init__.py
diff --git a/trustgraph/query/triples/cassandra/__main__.py b/trustgraph-core/trustgraph/core/query/triples/neo4j/__main__.py
similarity index 100%
rename from trustgraph/query/triples/cassandra/__main__.py
rename to trustgraph-core/trustgraph/core/query/triples/neo4j/__main__.py
diff --git a/trustgraph/query/triples/neo4j/service.py b/trustgraph-core/trustgraph/core/query/triples/neo4j/service.py
similarity index 100%
rename from trustgraph/query/triples/neo4j/service.py
rename to trustgraph-core/trustgraph/core/query/triples/neo4j/service.py
diff --git a/trustgraph/rdf.py b/trustgraph-core/trustgraph/core/rdf.py
similarity index 100%
rename from trustgraph/rdf.py
rename to trustgraph-core/trustgraph/core/rdf.py
diff --git a/trustgraph/retrieval/__init__.py b/trustgraph-core/trustgraph/core/retrieval/__init__.py
similarity index 100%
rename from trustgraph/retrieval/__init__.py
rename to trustgraph-core/trustgraph/core/retrieval/__init__.py
diff --git a/trustgraph/retrieval/document_rag/__init__.py b/trustgraph-core/trustgraph/core/retrieval/document_rag/__init__.py
similarity index 100%
rename from trustgraph/retrieval/document_rag/__init__.py
rename to trustgraph-core/trustgraph/core/retrieval/document_rag/__init__.py
diff --git a/trustgraph/retrieval/document_rag/__main__.py b/trustgraph-core/trustgraph/core/retrieval/document_rag/__main__.py
similarity index 100%
rename from trustgraph/retrieval/document_rag/__main__.py
rename to trustgraph-core/trustgraph/core/retrieval/document_rag/__main__.py
diff --git a/trustgraph/retrieval/document_rag/rag.py b/trustgraph-core/trustgraph/core/retrieval/document_rag/rag.py
similarity index 100%
rename from trustgraph/retrieval/document_rag/rag.py
rename to trustgraph-core/trustgraph/core/retrieval/document_rag/rag.py
diff --git a/trustgraph/retrieval/graph_rag/__init__.py b/trustgraph-core/trustgraph/core/retrieval/graph_rag/__init__.py
similarity index 100%
rename from trustgraph/retrieval/graph_rag/__init__.py
rename to trustgraph-core/trustgraph/core/retrieval/graph_rag/__init__.py
diff --git a/trustgraph/retrieval/graph_rag/__main__.py b/trustgraph-core/trustgraph/core/retrieval/graph_rag/__main__.py
similarity index 100%
rename from trustgraph/retrieval/graph_rag/__main__.py
rename to trustgraph-core/trustgraph/core/retrieval/graph_rag/__main__.py
diff --git a/trustgraph/retrieval/graph_rag/rag.py b/trustgraph-core/trustgraph/core/retrieval/graph_rag/rag.py
similarity index 100%
rename from trustgraph/retrieval/graph_rag/rag.py
rename to trustgraph-core/trustgraph/core/retrieval/graph_rag/rag.py
diff --git a/trustgraph/schema/__init__.py b/trustgraph-core/trustgraph/core/schema/__init__.py
similarity index 100%
rename from trustgraph/schema/__init__.py
rename to trustgraph-core/trustgraph/core/schema/__init__.py
diff --git a/trustgraph/schema/documents.py b/trustgraph-core/trustgraph/core/schema/documents.py
similarity index 100%
rename from trustgraph/schema/documents.py
rename to trustgraph-core/trustgraph/core/schema/documents.py
diff --git a/trustgraph/schema/graph.py b/trustgraph-core/trustgraph/core/schema/graph.py
similarity index 100%
rename from trustgraph/schema/graph.py
rename to trustgraph-core/trustgraph/core/schema/graph.py
diff --git a/trustgraph/schema/models.py b/trustgraph-core/trustgraph/core/schema/models.py
similarity index 100%
rename from trustgraph/schema/models.py
rename to trustgraph-core/trustgraph/core/schema/models.py
diff --git a/trustgraph/schema/object.py b/trustgraph-core/trustgraph/core/schema/object.py
similarity index 100%
rename from trustgraph/schema/object.py
rename to trustgraph-core/trustgraph/core/schema/object.py
diff --git a/trustgraph/schema/prompt.py b/trustgraph-core/trustgraph/core/schema/prompt.py
similarity index 100%
rename from trustgraph/schema/prompt.py
rename to trustgraph-core/trustgraph/core/schema/prompt.py
diff --git a/trustgraph/schema/retrieval.py b/trustgraph-core/trustgraph/core/schema/retrieval.py
similarity index 100%
rename from trustgraph/schema/retrieval.py
rename to trustgraph-core/trustgraph/core/schema/retrieval.py
diff --git a/trustgraph/schema/topic.py b/trustgraph-core/trustgraph/core/schema/topic.py
similarity index 100%
rename from trustgraph/schema/topic.py
rename to trustgraph-core/trustgraph/core/schema/topic.py
diff --git a/trustgraph/schema/types.py b/trustgraph-core/trustgraph/core/schema/types.py
similarity index 100%
rename from trustgraph/schema/types.py
rename to trustgraph-core/trustgraph/core/schema/types.py
diff --git a/trustgraph/storage/__init__.py b/trustgraph-core/trustgraph/core/storage/__init__.py
similarity index 100%
rename from trustgraph/storage/__init__.py
rename to trustgraph-core/trustgraph/core/storage/__init__.py
diff --git a/trustgraph/storage/doc_embeddings/__init__.py b/trustgraph-core/trustgraph/core/storage/doc_embeddings/__init__.py
similarity index 100%
rename from trustgraph/storage/doc_embeddings/__init__.py
rename to trustgraph-core/trustgraph/core/storage/doc_embeddings/__init__.py
diff --git a/trustgraph/storage/doc_embeddings/milvus/__init__.py b/trustgraph-core/trustgraph/core/storage/doc_embeddings/milvus/__init__.py
similarity index 100%
rename from trustgraph/storage/doc_embeddings/milvus/__init__.py
rename to trustgraph-core/trustgraph/core/storage/doc_embeddings/milvus/__init__.py
diff --git a/trustgraph/storage/doc_embeddings/milvus/__main__.py b/trustgraph-core/trustgraph/core/storage/doc_embeddings/milvus/__main__.py
similarity index 100%
rename from trustgraph/storage/doc_embeddings/milvus/__main__.py
rename to trustgraph-core/trustgraph/core/storage/doc_embeddings/milvus/__main__.py
diff --git a/trustgraph/storage/doc_embeddings/milvus/write.py b/trustgraph-core/trustgraph/core/storage/doc_embeddings/milvus/write.py
similarity index 100%
rename from trustgraph/storage/doc_embeddings/milvus/write.py
rename to trustgraph-core/trustgraph/core/storage/doc_embeddings/milvus/write.py
diff --git a/trustgraph/storage/doc_embeddings/qdrant/__init__.py b/trustgraph-core/trustgraph/core/storage/doc_embeddings/qdrant/__init__.py
similarity index 100%
rename from trustgraph/storage/doc_embeddings/qdrant/__init__.py
rename to trustgraph-core/trustgraph/core/storage/doc_embeddings/qdrant/__init__.py
diff --git a/trustgraph/storage/doc_embeddings/qdrant/__main__.py b/trustgraph-core/trustgraph/core/storage/doc_embeddings/qdrant/__main__.py
similarity index 100%
rename from trustgraph/storage/doc_embeddings/qdrant/__main__.py
rename to trustgraph-core/trustgraph/core/storage/doc_embeddings/qdrant/__main__.py
diff --git a/trustgraph/storage/doc_embeddings/qdrant/write.py b/trustgraph-core/trustgraph/core/storage/doc_embeddings/qdrant/write.py
similarity index 100%
rename from trustgraph/storage/doc_embeddings/qdrant/write.py
rename to trustgraph-core/trustgraph/core/storage/doc_embeddings/qdrant/write.py
diff --git a/trustgraph/storage/graph_embeddings/__init__.py b/trustgraph-core/trustgraph/core/storage/graph_embeddings/__init__.py
similarity index 100%
rename from trustgraph/storage/graph_embeddings/__init__.py
rename to trustgraph-core/trustgraph/core/storage/graph_embeddings/__init__.py
diff --git a/trustgraph/storage/graph_embeddings/milvus/__init__.py b/trustgraph-core/trustgraph/core/storage/graph_embeddings/milvus/__init__.py
similarity index 100%
rename from trustgraph/storage/graph_embeddings/milvus/__init__.py
rename to trustgraph-core/trustgraph/core/storage/graph_embeddings/milvus/__init__.py
diff --git a/trustgraph/storage/graph_embeddings/milvus/__main__.py b/trustgraph-core/trustgraph/core/storage/graph_embeddings/milvus/__main__.py
similarity index 100%
rename from trustgraph/storage/graph_embeddings/milvus/__main__.py
rename to trustgraph-core/trustgraph/core/storage/graph_embeddings/milvus/__main__.py
diff --git a/trustgraph/storage/graph_embeddings/milvus/write.py b/trustgraph-core/trustgraph/core/storage/graph_embeddings/milvus/write.py
similarity index 100%
rename from trustgraph/storage/graph_embeddings/milvus/write.py
rename to trustgraph-core/trustgraph/core/storage/graph_embeddings/milvus/write.py
diff --git a/trustgraph/storage/graph_embeddings/qdrant/__init__.py b/trustgraph-core/trustgraph/core/storage/graph_embeddings/qdrant/__init__.py
similarity index 100%
rename from trustgraph/storage/graph_embeddings/qdrant/__init__.py
rename to trustgraph-core/trustgraph/core/storage/graph_embeddings/qdrant/__init__.py
diff --git a/trustgraph/storage/graph_embeddings/qdrant/__main__.py b/trustgraph-core/trustgraph/core/storage/graph_embeddings/qdrant/__main__.py
similarity index 100%
rename from trustgraph/storage/graph_embeddings/qdrant/__main__.py
rename to trustgraph-core/trustgraph/core/storage/graph_embeddings/qdrant/__main__.py
diff --git a/trustgraph/storage/graph_embeddings/qdrant/write.py b/trustgraph-core/trustgraph/core/storage/graph_embeddings/qdrant/write.py
similarity index 100%
rename from trustgraph/storage/graph_embeddings/qdrant/write.py
rename to trustgraph-core/trustgraph/core/storage/graph_embeddings/qdrant/write.py
diff --git a/trustgraph/storage/object_embeddings/__init__.py b/trustgraph-core/trustgraph/core/storage/object_embeddings/__init__.py
similarity index 100%
rename from trustgraph/storage/object_embeddings/__init__.py
rename to trustgraph-core/trustgraph/core/storage/object_embeddings/__init__.py
diff --git a/trustgraph/storage/object_embeddings/milvus/__init__.py b/trustgraph-core/trustgraph/core/storage/object_embeddings/milvus/__init__.py
similarity index 100%
rename from trustgraph/storage/object_embeddings/milvus/__init__.py
rename to trustgraph-core/trustgraph/core/storage/object_embeddings/milvus/__init__.py
diff --git a/trustgraph/storage/object_embeddings/milvus/__main__.py b/trustgraph-core/trustgraph/core/storage/object_embeddings/milvus/__main__.py
similarity index 100%
rename from trustgraph/storage/object_embeddings/milvus/__main__.py
rename to trustgraph-core/trustgraph/core/storage/object_embeddings/milvus/__main__.py
diff --git a/trustgraph/storage/object_embeddings/milvus/write.py b/trustgraph-core/trustgraph/core/storage/object_embeddings/milvus/write.py
similarity index 100%
rename from trustgraph/storage/object_embeddings/milvus/write.py
rename to trustgraph-core/trustgraph/core/storage/object_embeddings/milvus/write.py
diff --git a/trustgraph/storage/rows/__init__.py b/trustgraph-core/trustgraph/core/storage/rows/__init__.py
similarity index 100%
rename from trustgraph/storage/rows/__init__.py
rename to trustgraph-core/trustgraph/core/storage/rows/__init__.py
diff --git a/trustgraph/storage/rows/cassandra/__init__.py b/trustgraph-core/trustgraph/core/storage/rows/cassandra/__init__.py
similarity index 100%
rename from trustgraph/storage/rows/cassandra/__init__.py
rename to trustgraph-core/trustgraph/core/storage/rows/cassandra/__init__.py
diff --git a/trustgraph/storage/rows/cassandra/__main__.py b/trustgraph-core/trustgraph/core/storage/rows/cassandra/__main__.py
similarity index 100%
rename from trustgraph/storage/rows/cassandra/__main__.py
rename to trustgraph-core/trustgraph/core/storage/rows/cassandra/__main__.py
diff --git a/trustgraph/storage/rows/cassandra/write.py b/trustgraph-core/trustgraph/core/storage/rows/cassandra/write.py
similarity index 100%
rename from trustgraph/storage/rows/cassandra/write.py
rename to trustgraph-core/trustgraph/core/storage/rows/cassandra/write.py
diff --git a/trustgraph/storage/triples/__init__.py b/trustgraph-core/trustgraph/core/storage/triples/__init__.py
similarity index 100%
rename from trustgraph/storage/triples/__init__.py
rename to trustgraph-core/trustgraph/core/storage/triples/__init__.py
diff --git a/trustgraph/storage/triples/cassandra/__init__.py b/trustgraph-core/trustgraph/core/storage/triples/cassandra/__init__.py
similarity index 100%
rename from trustgraph/storage/triples/cassandra/__init__.py
rename to trustgraph-core/trustgraph/core/storage/triples/cassandra/__init__.py
diff --git a/trustgraph/storage/triples/cassandra/__main__.py b/trustgraph-core/trustgraph/core/storage/triples/cassandra/__main__.py
similarity index 100%
rename from trustgraph/storage/triples/cassandra/__main__.py
rename to trustgraph-core/trustgraph/core/storage/triples/cassandra/__main__.py
diff --git a/trustgraph/storage/triples/cassandra/write.py b/trustgraph-core/trustgraph/core/storage/triples/cassandra/write.py
similarity index 100%
rename from trustgraph/storage/triples/cassandra/write.py
rename to trustgraph-core/trustgraph/core/storage/triples/cassandra/write.py
diff --git a/trustgraph/storage/triples/neo4j/__init__.py b/trustgraph-core/trustgraph/core/storage/triples/neo4j/__init__.py
similarity index 100%
rename from trustgraph/storage/triples/neo4j/__init__.py
rename to trustgraph-core/trustgraph/core/storage/triples/neo4j/__init__.py
diff --git a/trustgraph/storage/triples/neo4j/__main__.py b/trustgraph-core/trustgraph/core/storage/triples/neo4j/__main__.py
similarity index 100%
rename from trustgraph/storage/triples/neo4j/__main__.py
rename to trustgraph-core/trustgraph/core/storage/triples/neo4j/__main__.py
diff --git a/trustgraph/storage/triples/neo4j/write.py b/trustgraph-core/trustgraph/core/storage/triples/neo4j/write.py
similarity index 100%
rename from trustgraph/storage/triples/neo4j/write.py
rename to trustgraph-core/trustgraph/core/storage/triples/neo4j/write.py
diff --git a/trustgraph-embeddings-hf/scripts/embeddings-hf b/trustgraph-embeddings-hf/scripts/embeddings-hf
new file mode 100644
index 00000000..09bb5d2f
--- /dev/null
+++ b/trustgraph-embeddings-hf/scripts/embeddings-hf
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+
+from trustgraph.embeddings_hf.embeddings.hf import run
+
+run()
+
diff --git a/trustgraph-embeddings-hf/setup.py b/trustgraph-embeddings-hf/setup.py
new file mode 100644
index 00000000..82683e18
--- /dev/null
+++ b/trustgraph-embeddings-hf/setup.py
@@ -0,0 +1,47 @@
+import setuptools
+import os
+
+with open("README.md", "r") as fh:
+    long_description = fh.read()
+
+version = "0.11.6"
+
+setuptools.setup(
+    name="trustgraph-embeddings-hf",
+    version=version,
+    author="trustgraph.ai",
+    author_email="security@trustgraph.ai",
+    description="HuggingFace embeddings support for TrustGraph.",
+    long_description=long_description,
+    long_description_content_type="text/markdown",
+    url="https://github.com/trustgraph-ai/trustgraph",
+    packages=setuptools.find_namespace_packages(
+        where='./',
+#         include=['trustgraph.core']
+    ),
+    classifiers=[ 
+        "Programming Language :: Python :: 3",
+        "License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)",
+        "Operating System :: OS Independent",
+    ],
+    python_requires='>=3.8',
+    download_url = "https://github.com/trustgraph-ai/trustgraph/archive/refs/tags/v" + version + ".tar.gz",
+    install_requires=[
+        "trustgraph-core",
+        "torch",
+        "urllib3",
+        "transformers",
+        "sentence-transformers",
+        "langchain",
+        "langchain-core",
+        "langchain-huggingface",
+        "langchain-community",
+        "huggingface-hub",
+        "pulsar-client",
+        "pyyaml",
+        "prometheus-client",
+    ],
+    scripts=[
+        "scripts/embeddings-hf",
+    ]
+)
diff --git a/trustgraph-embeddings-hf/trustgraph/embeddings_hf/__init__.py b/trustgraph-embeddings-hf/trustgraph/embeddings_hf/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/trustgraph-embeddings-hf/trustgraph/embeddings_hf/embeddings/__init__.py b/trustgraph-embeddings-hf/trustgraph/embeddings_hf/embeddings/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/trustgraph/embeddings/hf/__init__.py b/trustgraph-embeddings-hf/trustgraph/embeddings_hf/embeddings/hf/__init__.py
similarity index 100%
rename from trustgraph/embeddings/hf/__init__.py
rename to trustgraph-embeddings-hf/trustgraph/embeddings_hf/embeddings/hf/__init__.py
diff --git a/trustgraph/query/triples/neo4j/__main__.py b/trustgraph-embeddings-hf/trustgraph/embeddings_hf/embeddings/hf/__main__.py
similarity index 100%
rename from trustgraph/query/triples/neo4j/__main__.py
rename to trustgraph-embeddings-hf/trustgraph/embeddings_hf/embeddings/hf/__main__.py
diff --git a/trustgraph/embeddings/hf/hf.py b/trustgraph-embeddings-hf/trustgraph/embeddings_hf/embeddings/hf/hf.py
similarity index 89%
rename from trustgraph/embeddings/hf/hf.py
rename to trustgraph-embeddings-hf/trustgraph/embeddings_hf/embeddings/hf/hf.py
index 8b9dcaab..aaa45aa5 100755
--- a/trustgraph/embeddings/hf/hf.py
+++ b/trustgraph-embeddings-hf/trustgraph/embeddings_hf/embeddings/hf/hf.py
@@ -6,10 +6,11 @@ Input is text, output is embeddings vector.
 
 from langchain_huggingface import HuggingFaceEmbeddings
 
-from ... schema import EmbeddingsRequest, EmbeddingsResponse, Error
-from ... schema import embeddings_request_queue, embeddings_response_queue
-from ... log_level import LogLevel
-from ... base import ConsumerProducer
+from trustgraph.core.schema import EmbeddingsRequest, EmbeddingsResponse, Error
+from trustgraph.core.schema import embeddings_request_queue
+from trustgraph.core.schema import embeddings_response_queue
+from trustgraph.core.log_level import LogLevel
+from trustgraph.core.base import ConsumerProducer
 
 module = ".".join(__name__.split(".")[1:-1])