diff --git a/servers/hindsight/hindsight/.env.example b/servers/hindsight/hindsight/.env.example
index da3049a..6be2ce6 100644
--- a/servers/hindsight/hindsight/.env.example
+++ b/servers/hindsight/hindsight/.env.example
@@ -70,15 +70,24 @@ HINDSIGHT_API_EMBEDDINGS_OPENROUTER_MODEL=baai/bge-m3
 HINDSIGHT_API_EMBEDDINGS_OPENAI_BATCH_SIZE=32
 HINDSIGHT_API_EMBEDDINGS_MAX_INPUT_TOKENS=8192
 
-# Local TEI reranker, then OpenRouter, then fail-open RRF.
-HINDSIGHT_API_RERANKER_PROVIDER=tei
+# Google Discovery Engine via LAN LiteLLM, then TEI/OpenRouter/RRF.
+HINDSIGHT_API_RERANKER_PROVIDER=litellm
+HINDSIGHT_API_RERANKER_LITELLM_API_BASE=http://192.168.50.49:4000
+HINDSIGHT_API_RERANKER_LITELLM_API_KEY=replace-with-litellm-client-key
+HINDSIGHT_API_RERANKER_LITELLM_MODEL=google-rerank-default
+HINDSIGHT_API_RERANKER_LITELLM_TIMEOUT=10
 HINDSIGHT_API_RERANKER_TEI_URL=http://192.168.50.100:18084
 HINDSIGHT_API_RERANKER_TEI_BATCH_SIZE=32
 HINDSIGHT_API_RERANKER_TEI_MAX_CONCURRENT=4
 HINDSIGHT_API_RERANKER_TEI_HTTP_TIMEOUT=30
 HINDSIGHT_API_RERANKER_MAX_CANDIDATES=100
-HINDSIGHT_API_RERANKER_1_PROVIDER=openrouter
-HINDSIGHT_API_RERANKER_1_OPENROUTER_API_KEY=replace-with-openrouter-key
-HINDSIGHT_API_RERANKER_1_OPENROUTER_MODEL=cohere/rerank-4-fast
-HINDSIGHT_API_RERANKER_1_OPENROUTER_TIMEOUT=30
-HINDSIGHT_API_RERANKER_2_PROVIDER=rrf
+HINDSIGHT_API_RERANKER_1_PROVIDER=tei
+HINDSIGHT_API_RERANKER_1_TEI_URL=http://192.168.50.100:18084
+HINDSIGHT_API_RERANKER_1_TEI_BATCH_SIZE=32
+HINDSIGHT_API_RERANKER_1_TEI_MAX_CONCURRENT=4
+HINDSIGHT_API_RERANKER_1_TEI_HTTP_TIMEOUT=30
+HINDSIGHT_API_RERANKER_2_PROVIDER=openrouter
+HINDSIGHT_API_RERANKER_2_OPENROUTER_API_KEY=replace-with-openrouter-key
+HINDSIGHT_API_RERANKER_2_OPENROUTER_MODEL=cohere/rerank-4-fast
+HINDSIGHT_API_RERANKER_2_OPENROUTER_TIMEOUT=30
+HINDSIGHT_API_RERANKER_3_PROVIDER=rrf
diff --git a/servers/hindsight/hindsight/compose.yaml b/servers/hindsight/hindsight/compose.yaml
index 10fb007..9fd5969 100644
--- a/servers/hindsight/hindsight/compose.yaml
+++ b/servers/hindsight/hindsight/compose.yaml
@@ -26,7 +26,7 @@ services:
         max-file: "3"
 
   hindsight:
-    image: ghcr.io/vectorize-io/hindsight:0.10.1-slim@sha256:4d14ce6643ecb2dacb9446e0b967a35f811ce8d0172a39131281520b4c425da9
+    image: ghcr.io/vectorize-io/hindsight:0.10.3-slim@sha256:c0bd6122a1d0d62dc5094ce43150780a28a96ec70109b44c688210231a5ac33a
     container_name: hindsight
     restart: unless-stopped
     env_file: