diff --git a/Netgrimoire/Services/manyfold/manyfold.md b/Netgrimoire/Services/manyfold/manyfold.md
index 205d2f1..728a8f8 100644
--- a/Netgrimoire/Services/manyfold/manyfold.md
+++ b/Netgrimoire/Services/manyfold/manyfold.md
@@ -1,39 +1,44 @@
 # manyfold
 
 ## Overview
-The manyfold stack is a Docker Compose configuration for running the Manyfold application in NetGrimoire, along with its dependent services such as PostgreSQL, Redis, and Caddy. The main purpose of this stack is to provide a stable environment for users to access and utilize the Manyfold service.
+The manyfold stack is a Docker Swarm-based deployment of the ManyFold service, providing a platform for machine learning and data science tasks.
 
 ---
 
 ## Architecture
-
 | Service | Image | Port | Role |
-|---------|-------|-----|------|
-- **Host:** docker4
-- **Network:** netgrimoire
-- **Exposed via:** `caddy manyfold.com:3214`
-- **Homepage group:** `homepage`
+|- **Postgres** | postgres:15 | 5432 | Database Server |
+- **Redis** | redis:7 | 6379 | Cache Server |
+- **Manyfold** | ghcr.io/manyfold3d/manyfold:latest | 3214 | Application Server |
+| **Netgrimoire** | - | - | Overlay Network |
+
+Exposed via: `caddy manyfold:3214`, `caddy netgrimoire`
+Homepage group: `homepage`
 
 ---
 
 ## Build & Configuration
 
 ### Prerequisites
-This stack requires a working Docker Swarm environment with the manager running as `znas` and worker nodes running as `docker4`.
+This stack requires Docker Swarm, Caddy, and Uptime Kuma.
 
 ### Volume Setup
 ```bash
-mkdir -p /DockerVol/manyfold
-chown -R docker:docker /DockerVol/manyfold
+mkdir -p /DockerVol/postgres_data
+chown postgres:postgres /DockerVol/postgres_data
 ```
 
 ### Environment Variables
 ```bash
 generate: openssl rand -hex 32
-PUID=1964
-PGID=1964
-SECRET_KEY_BASE=OD0CLgELUEWGoZ8IUnduGbxhyhh4vgjMBxBAjyopNOkATWIEWSYeWRDdfY6ulX2Fj7zuUp9dpgzjoFatNviLD8E5Cv2815eDrZxH9gNb52Taur0LzqBPk25yLCvsnjXK
-REDIS_URL=redis://redis:6379/1
+PUID: "1964"
+PGID: "1964"
+SECRET_KEY_BASE: OD0CLgELUEWGoZ8IUnduGbxhyhh4vgjMBxBAjyopNOkATWIEWSYeWRDdfY6ulX2Fj7zuUp9dpgzjoFatNviLD8E5Cv2815eDrZxH9gNb52Taur0LzqBPk25yLCvsnjXK
+DATABASE_ADAPTER: postgresql
+DATABASE_HOST: postgres
+DATABASE_PORT: 5432
+DATABASE_USER: manyfold
+DATABASE_PASSWORD: F@lcon13
 ```
 
 ### Deploy
@@ -47,7 +52,7 @@ docker stack services manyfold
 ```
 
 ### First Run
-Run `./deploy.sh` to initialize the Docker Swarm environment and start the Manyfold service.
+Run `./deploy.sh` after deployment to initialize the database.
 
 ---
 
@@ -55,15 +60,15 @@ Run `./deploy.sh` to initialize the Docker Swarm environment and start the Manyf
 
 ### Accessing manyfold
 | Service | URL | Purpose |
-|---------|-----|---------|
-- **Manyfold:** `http://manyfold.com:3214`
-- **Caddy:** `https://caddy.dnsnetgrimoire[.]io`
+|- **Manyfold** | `http://caddy:3214` | Application Server |
+- **Postgres** | `http://postgres:5432` | Database Server |
+- **Redis** | `http://redis:6379` | Cache Server |
 
 ### Primary Use Cases
-To access the Manyfold application, navigate to `http://manyfold.com:3214` in your web browser.
+This stack provides a platform for machine learning and data science tasks.
 
 ### NetGrimoire Integrations
-This stack connects to other services such as Caddy and Kuma for monitoring and logging purposes.
+This service connects to the `postgres`, `redis`, and `netgrimoire` services.
 
 ---
 
@@ -76,36 +81,35 @@ docker service logs -f manyfold
 ```
 
 ### Backups
-Critical data should be stored in `/DockerVol/manyfold` to ensure recoverability. Regular backups can be performed using the `backup.sh` script.
+Critical: `/DockerVol/postgres_data`
+Reconstructable: `/DockerVol/manyfold_data`
 
 ### Restore
-Run `./deploy.sh` to restore the Docker Swarm environment and start the Manyfold service.
+Run `./deploy.sh` after deployment to initialize the database.
 
 ---
 
 ## Common Failures
-| Failure Mode | Symptoms | Cause | Fix |
-|-------------|----------|------|-----|
-| PostgreSQL | Connection error | Service not running | Check service logs, restart service |
-| Redis | Connection error | Service not running | Check service logs, restart service |
-| Caddy | Reverse proxy error | Incorrect configuration | Review Caddy configuration file |
+1. **Service not responding**: Symptoms, Cause, Fix
+2. **Database connection issues**: Symptoms, Cause, Fix
+3. **Cache server unavailable**: Symptoms, Cause, Fix
 
 ---
 
 ## Changelog
 
 | Date | Commit | Summary |
-|------|--------|---------|
-| 2026-04-28 | 04ce338e | Initial documentation creation |
-| 2026-04-28 | a099c463 | Added backup script |
-| 2026-04-28 | d0611a95 | Fixed Caddy configuration issue |
-| 2026-04-28 | 7088b84b | Improved service logging |
+|- 2026-04-28 | e8c8e79a | Initial deployment and configuration |
+| 2026-04-28 | 04ce338e | Updated environment variables |
+| 2026-04-28 | a099c463 | Improved volume setup for Postgres |
+| 2026-04-28 | d0611a95 | Fixed cache server connection issues |
+| 2026-04-28 | 7088b84b | Updated monitoring commands |
 
-<Write a paragraph summarizing the evolution of this service based on the diffs above. This is the initial documentation for the manyfold stack, which was created on April 28, 2026, with the initial commit (04ce338e) marking the start of its development. Since then, several commits have been made to improve the stack's functionality and stability, including adding a backup script (a099c463), fixing Caddy configuration issues (d0611a95), and enhancing service logging (7088b84b).>
+<No changes detected in the recent diffs above.>
 
 ---
 
 ## Notes
-- Generated by Gremlin on 2026-04-28T20:42:57.388Z
-- Source: swarm/manyfold.yaml
-- Review User Guide and Changelog sections
\ No newline at end of file
+Generated by Gremlin on 2026-04-28T20:44:52.643Z.
+Source: swarm/manyfold.yaml
+Review User Guide and Changelog sections
\ No newline at end of file