diff --git a/docs/structsense_configuration.md b/docs/structsense_configuration.md
index 076068e..bed3f56 100644
--- a/docs/structsense_configuration.md
+++ b/docs/structsense_configuration.md
@@ -16,7 +16,8 @@ Pass the YAML via CLI, e.g. `--config config/ner_agent.yaml`.
 - `{judged_structured_information_with_human_feedback}` — judge output
 - `{modification_context}`, `{user_feedback_text}` — inputs to feedback agent
 
-A blank template is available in `config_template/`. See **Templates**.
+**Config Template**\
+A blank template is available in [config_template](https://github.com/sensein/structsense/blob/main/config_template/config.yaml).
 
 <!--Agent Configuration -->
 ## Agent Configuration
@@ -152,32 +153,10 @@ embedder_config:
 | `ENABLE_MLFLOW` | Enable MLflow | `false` |
 | `MLFLOW_TRACKING_URL` | MLflow tracking URL | `http://localhost:5000` |
 
-### Minimal (no tracking, no knowledge source)
+<!-- Example .env -->
+## Example `.env`
 ```bash
-ENABLE_WEIGHTSANDBIAS=false
-ENABLE_MLFLOW=false
 ENABLE_KG_SOURCE=false
-```
-
-### Example `.env`
-```bash
-WEAVIATE_API_KEY=your_api_key
-WEAVIATE_HTTP_HOST=localhost
-WEAVIATE_HTTP_PORT=8080
-WEAVIATE_HTTP_SECURE=false
-
-WEAVIATE_GRPC_HOST=localhost
-WEAVIATE_GRPC_PORT=50051
-WEAVIATE_GRPC_SECURE=false
-
-WEAVIATE_TIMEOUT_INIT=30
-WEAVIATE_TIMEOUT_QUERY=60
-WEAVIATE_TIMEOUT_INSERT=120
-
-OLLAMA_API_ENDPOINT=http://host.docker.internal:11434
-OLLAMA_MODEL=nomic-embed-text
-
-ENABLE_WEAVE=true
-ENABLE_MLFLOW=true
-MLFLOW_TRACKING_URL=http://localhost:5000
+OLLAMA_API_ENDPOINT=http://localhost:11434
+OLLAMA_MODEL=nomic-embed-text:v1.5
 ```
diff --git a/docs/structsense_examples.md b/docs/structsense_examples.md
index fc56d68..6a28967 100644
--- a/docs/structsense_examples.md
+++ b/docs/structsense_examples.md
@@ -1,19 +1,9 @@
 # Examples
 
-- See the `example/` directory for usage demonstrations and reference configs.
-- A blank configuration is provided under `config_template/`.
+- See the [example/](https://github.com/sensein/structsense/tree/main/example) directory for usage demonstrations and reference configs.
 
 ## Example Use Cases
-- Entity and relation extraction from text
-- Knowledge graph construction
-
-## Blank Configuration Template
-
-A starting template is provided in `config_template/`.
-
-Before modifying, read:
-- **Configuration Overview & Template**
-- **Agents**
-- **Tasks**
-- **Embeddings & Knowledge**
-- **Environment Variables**
+**For more information about StructSense use cases, see the [StructSense paper on arXiv](https://arxiv.org/html/2507.03674v2#S5)**
+- Neuroscience Named Entity Extraction from text
+- Resource (i.e. models, datasets) Extraction
+- ReproSchema Extraction