diff --git a/Netgrimoire/Services/manyfold/manyfold.md b/Netgrimoire/Services/manyfold/manyfold.md
index 329f741..b9c4322 100644
--- a/Netgrimoire/Services/manyfold/manyfold.md
+++ b/Netgrimoire/Services/manyfold/manyfold.md
@@ -1,40 +1,37 @@
-# manyfold Stack
+# manyfold
 
-manyfold service provides a web-based interface for users to interact with their models.
+## Overview
+The manyfold stack is a Docker Swarm configuration for the Manyfold service, providing an application server for NetGrimoire users. The stack consists of services such as app, postgres, and redis, which work together to provide a scalable and performant user interface.
 
 ---
 
 ## Architecture
 | Service | Image | Port | Role |
-|---------|-------|------|------|
-- **Postgres:** docker4:postgres:15 | 5432 | Database Server |
-- **Redis:** docker4:redis:7 | 6379 | Cache Server |
-- **Manyfold App:** docker4:manyfold:latest | 3214 | Web Interface |
-
-Exposed via Caddy domains:
-- `https://app.netgrimoire.com`
-
-Homepage group: New
+|- **Host:** docker4 |
+|- **Network:** netgrimoire |
+|- **Exposed via:** <https://app.netgrimoire.com:3214> |
+- **Homepage group:** New |
 
 ---
 
 ## Build & Configuration
 
 ### Prerequisites
-To build and deploy the manyfold stack, ensure that you have a compatible Docker environment with Docker Swarm enabled.
+This stack requires the .env file to be in the same directory as the swarm configuration.
 
 ### Volume Setup
 ```bash
-mkdir -p /DockerVol/manyfold
-chown -R $PUID:$PGID /DockerVol/manyfold
+mkdir -p /DockerVol/app
+chmod -R 755 /DockerVol/app
 ```
 
 ### Environment Variables
 ```bash
 # generate: openssl rand -hex 32
-# PUID: 1964
-# PGID: 1964
-# SECRET_KEY_BASE: OD0CLgELUEWGoZ8IUnduGbxhyhh4vgjMBxBAjyopNOkATWIEWSYeWRDdfY6ulX2Fj7zuUp9dpgzjoFatNviLD8E5Cv2815eDrZxH9gNb52Taur0LzqBPk25yLCvsnjXK
+PUID=1964
+PGID=1964
+SECRET_KEY_BASE=OD0CLgELUEWGoZ8IUnduGbxhyhh4vgjMBxBAjyopNOkATWIEWSYeWRDdfY6ulX2Fj7zuUp9dpgzjoFatNviLD8E5Cv2815eDrZxH9gNb52Taur0LzqBPk25yLCvsnjXK
+REDIS_URL=redis://redis:6379/1
 ```
 
 ### Deploy
@@ -48,7 +45,7 @@ docker stack services manyfold
 ```
 
 ### First Run
-After deploying the stack, ensure that you can access the Manyfold app by visiting `https://app.netgrimoire.com` in your web browser.
+After the initial deployment, make sure to check the logs of the app service for any errors.
 
 ---
 
@@ -56,29 +53,28 @@ After deploying the stack, ensure that you can access the Manyfold app by visiti
 
 ### Accessing manyfold
 | Service | URL | Purpose |
-|---------|-----|---------|
-- **Manyfold App:** https://app.netgrimoire.com | Web Interface |
+|- **Service** | **URL** | **Purpose** |
+- <https://app.netgrimoire.com:3214> |
 
 ### Primary Use Cases
-To get started with the Manyfold app, follow these steps:
+This stack is designed to provide a scalable and performant user interface for NetGrimoire users.
 
-1. Visit `https://app.netgrimoire.com` in your web browser.
-2. Enter your credentials to log in to the Manyfold account.
-3. Explore the various features of the Manyfold app.
+### NetGrimoire Integrations
+The manyfold service integrates with the netgrimoire network, allowing for seamless communication between services.
 
 ---
 
 ## Operations
 
 ### Monitoring
+<kuma monitors from kuma.* labels>
 ```bash
 docker stack services manyfold
-docker service logs -f manyfold
+<docker service logs commands>
 ```
 
 ### Backups
-Critical volumes: `/DockerVol/manyfold/postgres`
-Reconstructable volumes: none
+Critical data should be stored on a persistent volume to ensure recoverability. The /DockerVol/ path is recommended for this purpose.
 
 ### Restore
 ```bash
@@ -89,28 +85,23 @@ cd services/swarm/stack/manyfold
 ---
 
 ## Common Failures
-| Failure Mode | Symptoms | Cause | Fix |
-|-------------|----------|-------|------|
-| postgres down | App unavailable | Postgres not running | Check Postgres status, restart service if necessary |
-| redis down | Cache not updating | Redis not running | Check Redis status, restart service if necessary |
-| Manyfold app not accessible | App page not loading | Caddy or Docker Swarm issue | Check Caddy logs, restart services if necessary |
+| Failure Mode | Symptom | Cause | Fix |
+|- **Failure Mode** | **Symptom** | **Cause** | **Fix** |
+- Service not responding | Service not responding | Incorrect Docker stack configuration | Check and correct the Docker stack configuration file.
+- Database errors | Database errors | Incorrect database connection details | Check and correct the database connection details in the environment variables.
 
 ---
 
 ## Changelog
 
 | Date | Commit | Summary |
-|------|--------|---------|
-| 2026-04-28 | 319852ad | Initial documentation for manyfold stack |
-| 2026-04-28 | e8c8e79a | Added environment variables for Manyfold app |
-| 2026-04-28 | 04ce338e | Improved Postgres and Redis volumes setup |
-| 2026-04-28 | a099c463 | Enhanced Caddy configuration for manyfold stack |
-| 2026-04-28 | d0611a95 | Updated Docker Swarm configuration for manyfold services |
-| 2026-04-28 | 7088b84b | Added first-run instructions and common failures documentation |
+|- **Date** | **Commit** | **Summary** |
+
+<Write a paragraph summarizing the evolution of this service based on the diffs above. If no diffs available, note that this is the initial documentation.]
 
 ---
 
 ## Notes
-- Generated by Gremlin on 2026-04-28T20:44:54.214Z
+- Generated by Gremlin on 2026-04-28T20:59:20.436Z
 - Source: swarm/manyfold.yaml
 - Review User Guide and Changelog sections
\ No newline at end of file