diff --git a/.llms-snapshots/llms-full.txt b/.llms-snapshots/llms-full.txt
index 4bf2a1b2..f8a2046e 100644
--- a/.llms-snapshots/llms-full.txt
+++ b/.llms-snapshots/llms-full.txt
@@ -5784,24 +5784,7 @@ juno functions buildjuno functions upgrade
## Notes
* This example focuses on the Rust serverless function and canister call integration. The frontend is intentionally minimal and included only for demonstration.
-* Use this project as a starting point for workflows that require on-chain asset transfers or canister calls in response to user actions.
-
-## Real-World Example
-
-Want to see how assertions and serverless logic are used in a live project?
-
-Check out [proposals.network](https://proposals.network), an open-source app built with Juno:
-
-* GitHub: [github.com/peterpeterparker/proposals.network](https://github.com/peterpeterparker/proposals.network)
-* Example logic: [src/satellite/src/lib.rs](https://github.com/peterpeterparker/proposals.network/blob/main/src/satellite/src/lib.rs)
-
-This app uses:
-
-* `#[on_delete_doc]` and `#[assert_delete_doc]` to validate and clean up related documents and assets
-* Shared helper modules like `assert`, `delete`, and `types` to keep logic organized
-* A real-world pattern of chaining asset/document deletions with assertions
-
-It’s a great reference for more advanced setups and multi-collection coordination.
+* Use this project as a starting point for workflows that require token transfers or canister calls in response to user actions.
---
@@ -6125,25 +6108,6 @@ juno functions buildjuno functions upgrade
---
-## Real-World Example
-
-Want to see how assertions and serverless logic are used in a live project?
-
-Check out [proposals.network](https://proposals.network), an open-source app built with Juno:
-
-* GitHub: [github.com/peterpeterparker/proposals.network](https://github.com/peterpeterparker/proposals.network)
-* Example logic: [src/satellite/src/lib.rs](https://github.com/peterpeterparker/proposals.network/blob/main/src/satellite/src/lib.rs)
-
-This app uses:
-
-* `#[on_delete_doc]` and `#[assert_delete_doc]` to validate and clean up related documents and assets
-* Shared helper modules like `assert`, `delete`, and `types` to keep logic organized
-* A real-world pattern of chaining asset/document deletions with assertions
-
-It’s a great reference for more advanced setups and multi-collection coordination.
-
----
-
## References
* [Serverless Functions Guide](/docs/guides/rust.md)
diff --git a/docs/examples/functions/rust/canister-calls.mdx b/docs/examples/functions/rust/canister-calls.mdx
index 9f25fcd8..2289f2c2 100644
--- a/docs/examples/functions/rust/canister-calls.mdx
+++ b/docs/examples/functions/rust/canister-calls.mdx
@@ -244,11 +244,7 @@ import ProdDeploy from "../components/prod-deploy.md";
## Notes
- This example focuses on the Rust serverless function and canister call integration. The frontend is intentionally minimal and included only for demonstration.
-- Use this project as a starting point for workflows that require on-chain asset transfers or canister calls in response to user actions.
-
-import ProposalsNetwork from "./components/proposals-network.md";
-
-
+- Use this project as a starting point for workflows that require token transfers or canister calls in response to user actions.
---
diff --git a/docs/examples/functions/rust/mutating-docs.mdx b/docs/examples/functions/rust/mutating-docs.mdx
index ad54a91e..ab25d69f 100644
--- a/docs/examples/functions/rust/mutating-docs.mdx
+++ b/docs/examples/functions/rust/mutating-docs.mdx
@@ -168,12 +168,6 @@ import ProdDeploy from "../components/prod-deploy.md";
---
-import ProposalsNetwork from "./components/proposals-network.md";
-
-
-
----
-
import References from "./components/references.md";