diff --git a/README.md b/README.md
index 13e2ba2..82473eb 100644
--- a/README.md
+++ b/README.md
@@ -28,10 +28,10 @@ This repository represents a **live system portfolio**, not just static projects
It showcases:
-- π **Cedβs NOC Dashboard** (live system monitoring)
-- π§ **HomeLab Infrastructure** (Proxmox, VLANs, services)
-- βΈοΈ **K3s Cluster** (distributed compute)
-- π‘ **APRS iGate (RF Edge System)**
+* π **Cedβs NOC Dashboard** (live system monitoring)
+* π§ **HomeLab Infrastructure** (Proxmox, VLANs, services)
+* βΈοΈ **K3s Cluster** (distributed compute)
+* π‘ **APRS iGate (RF Edge System)**
---
@@ -40,56 +40,132 @@ It showcases:
A central visibility layer for all systems.
### π What it shows:
-- Infrastructure health
-- Service availability
-- Network segmentation
-- RF edge system status
+
+* Infrastructure health
+* Service availability
+* Network segmentation
+* RF edge system status
### π§ Why it matters:
+
This demonstrates:
-- System monitoring mindset
-- Operational visibility
-- Real-world infrastructure awareness
+
+* System monitoring mindset
+* Operational visibility
+* Real-world infrastructure awareness
---
-# π‘ Featured System β APRS iGate (RF Edge)
+# π§ Featured System β Cedβs NOC (Network Operations Center)
-A real-world RF β Internet gateway built using:
+A real-time monitoring and observability platform built on top of my homelab infrastructure.
-- Raspberry Pi
-- Direwolf APRS TNC
-- Tuned audio chain (critical for decoding)
-- APRS-IS integration
+### π What it demonstrates:
-### π Project:
+* Live system monitoring (services, nodes, edge systems)
+* Infrastructure visibility across VLANs and clusters
+* Custom dashboard UI (portfolio + operational view)
+* Service health tracking (latency, uptime, status)
+* Real data ingestion (not simulated)
+
+### βοΈ Stack:
+
+* Python (health checks / data generation)
+* JSON API (status feed)
+* JavaScript (dynamic UI rendering)
+* Future: Grafana + Prometheus integration
+
+π This is the **core system** that ties everything together.
+
+---
+
+# π§± Foundation β Cedβs Home Lab (Infrastructure + Monitoring)
+
+Real-world environment used to simulate production systems and host services.
+
+* Proxmox virtualization platform
+* K3s Kubernetes cluster (Raspberry Pi)
+* TrueNAS storage system
+* Nginx Proxy Manager (external access layer)
+* VLAN segmentation (Main / IoT / HomeLab / Guest)
+* Monitoring stack (Grafana, Prometheus, Uptime Kuma)
+
+π The NOC dashboard is built directly on top of this environment.
+
+---
+
+# π‘ Edge System β APRS iGate (RF β Internet Gateway)
+
+A real-world RF system that feeds live data into infrastructure.
+
+* Raspberry Pi + Direwolf APRS TNC
+* Audio chain tuning (critical for decode accuracy)
+* APRS-IS integration
+* Real beacon ingestion from handheld radios
+
+π **Project:**
https://github.com/ced4568/ceds-aprs-igate
-### π₯ Key Insight:
+---
+
+## π₯ Key Insight
+
This system bridges:
-```text
+```
RF (radio signals) β Digital Infrastructure β Internet (APRS-IS)
+```
+
+---
+
+## π― Key Tuning Insight
+
+* Target audio level: **~50β60**
+* Too high β clipping / decode failure
+* Too low β missed packets
+
+This was tuned using:
+
+* Direwolf audio level output
+* Real beacon testing from handheld radios
---
# π§ Featured Projects
- - π§ Cedβs Home Lab (Infrastructure + Monitoring)
- Real-world environment using Proxmox, Kubernetes, and monitoring tools to simulate production systems.
+ -
+ π§ Cedβs NOC Dashboard
+ Real-time monitoring system providing visibility into infrastructure, services, and edge systems.
+ Highlights: Live status tracking, latency monitoring, alert panel, dynamic UI updates.
+ Source: ceds-homelab
+
- - π Digital Dashboard System
- Industrial-style data visualization platform with real-time monitoring and analytics.
+
- - π Secure Web Application
- Full-stack application with authentication, API integration, and scalable structure.
+ -
+ π§± Cedβs Home Lab
+ Full infrastructure environment simulating production systems using virtualization and Kubernetes.
+ Highlights: Proxmox VE, K3s cluster (12-node Pi cluster), VLAN segmentation, reverse proxy, monitoring stack.
+ Source: ceds-homelab
+
+
+
+
+ -
+ π‘ APRS iGate (RF Edge System)
+ RF-to-internet gateway ingesting real-world radio data into digital systems.
+ Highlights: Audio tuning, Direwolf APRS TNC, APRS-IS integration, live beacon ingestion.
+ Source: ceds-aprs-igate
+
---
# π§° Tech Stack
+### β‘ Core Technologies
+
@@ -108,50 +184,60 @@ RF (radio signals) β Digital Infrastructure β Internet (APRS-IS)
---
-# ποΈ System Architecture Focus
+### π₯οΈ Infrastructure & Systems
-This portfolio demonstrates:
+* Proxmox VE (Virtualization)
+* K3s Kubernetes (Raspberry Pi Cluster)
+* Docker / Containerized Services
+* TrueNAS (Storage)
-- Infrastructure design
-- Monitoring and observability
-- RF system integration
-- Network segmentation (VLANs)
-- Linux service management
-- Real system deployment (not simulated)
+### π Monitoring & Observability
----
+* Grafana (Dashboards)
+* Prometheus (Metrics - in progress)
+* Uptime Kuma (Service Monitoring)
+* Custom NOC Dashboard (Python + JSON + JS)
-# π‘ Edge Systems (Differentiator)
+### π Networking & Access
-Most portfolios show apps.
+* Nginx Proxy Manager (Reverse Proxy)
+* Cloudflare Tunnels (Secure External Access)
+* VLAN Segmentation (UniFi Network)
-This one shows:
+### π‘ Edge & RF Systems
-π Live edge systems feeding real data
+* Direwolf (APRS TNC)
+* APRS-IS Integration
+* Raspberry Pi iGate Systems
+* Audio Signal Processing / Tuning
-- APRS iGate feeds RF data into infrastructure
-- Represented inside NOC dashboard
-- Bridges physical β digital systems
+### π» Development
+
+* Python (Automation / Data Collection)
+* JavaScript (Frontend Dashboard UI)
+* HTML / CSS (UI Design)
+* Bash (System Automation)
+* Git / GitHub (Version Control)
---
# π Roadmap
-- [ ] Grafana + Prometheus integration
-- [ ] Real-time metrics ingestion
-- [ ] NOC alerting system
-- [ ] Mobile APRS iGate deployment
-- [ ] Advanced system dashboards
+* [ ] Grafana + Prometheus integration
+* [ ] Real-time metrics ingestion
+* [ ] NOC alerting system
+* [ ] Mobile APRS iGate deployment
+* [ ] Advanced system dashboards
---
# π€ Connect With Me
-[LinkedIn](https://www.linkedin.com/in/toochase-dumphord/)
+[LinkedIn](https://www.linkedin.com/in/toochase-dumphord/)
[GitHub](https://github.com/ced4568)
---
## β‘ Final Note
-> This is not a static portfolio β it is a **live representation of working systems.**
\ No newline at end of file
+> This is not a static portfolio β it is a **live representation of working systems.**