DEV Community: Michael Muriithi

Building a Decentralized Mesh Network in Rust — Lessons from the Global South

Michael Muriithi — Sun, 05 Apr 2026 20:09:30 +0000

The Problem

2.6 billion people lack reliable internet access. When disasters strike,
infrastructure fails, or communities are remote — traditional communication
breaks down precisely when coordination is most critical.

I'm a cybersecurity student in Nairobi, Kenya. I've seen what happens when
communities lose connectivity: families can't check on each other after floods,
rescue teams can't coordinate, and activists can't organize safely.

So I built GhostWire — a decentralized, censorship-resistant mesh
communication platform that works without any central servers.

What Is GhostWire?

GhostWire is a peer-to-peer encrypted communication platform written in Rust.
Instead of connecting to a server, devices connect directly to each other.
Messages hop from node to node through whatever path is available.

If a node goes offline, the mesh routes around it. If the internet goes down,
GhostWire switches to WiFi Direct, Bluetooth, or even LoRa radio.

Live site: https://phantomojo.github.io/GhostWire-secure-mesh-communication/
GitHub: https://github.com/Phantomojo/GhostWire-secure-mesh-communication

The Architecture

Networking: libp2p

We use libp2p — the same P2P networking stack used by
IPFS and Ethereum. It handles peer discovery, connection establishment, and
multiplexing. On top of that, we run a S/Kademlia-hardened DHT for routing
and Gossipsub for message propagation.

// Simplified peer discovery
let swarm = SwarmBuilder::with_new_identity()
    .with_tokio()
    .with_tcp(
        tcp::Config::default(),
        noise::Config::new,
        yamux::Config::default,
    )?
    .with_behaviour(|_| Behaviour::new())?
    .build();

Encryption: Defense in Depth

Every message is encrypted end-to-end before it leaves your device:

Layer	Algorithm	Purpose
Symmetric	AES-256-GCM	Message encryption + integrity
Key Exchange	X25519	Perfect forward secrecy
Signatures	Ed25519	Identity verification
Post-Quantum	ML-KEM-768	Future-proof (planned)

No server, no relay, no intermediate node ever sees plaintext.

AI-Powered Routing

This is where GhostWire gets interesting. Instead of using fixed routing rules,
we trained AI models on real mesh network data from Barcelona's GuifiSants
— one of the world's largest community mesh networks.

L1 — LightGBM anomaly detector: AUC 1.0, 76.7μs inference, exported as ONNX and wired into Rust via ONNX Runtime
L3 — Graph Neural Network: Trained on 7,931 samples across 63 nodes over 31 days. Learns which paths work best in real conditions.

# Training pipeline (simplified)
model = lgb.LGBMRegressor(
    n_estimators=500,
    learning_rate=0.05,
    max_depth=7,
    num_leaves=31
)
model.fit(X_train, y_train)
onnx_model = convert_lightgbm(model, initial_types=initial_type)
onnx.save(onnx_model, "ghostwire_routing.onnx")

The model runs in 76.7 microseconds — fast enough for real-time routing
decisions on a Raspberry Pi.

7 Transport Layers

Transport	Range	Use Case
WiFi Direct	~100m	Urban mesh, device-to-device
Bluetooth LE	~50m	Indoor, low-power
LoRa	~15km	Rural, long-range
WebRTC	Internet	Bridge across networks
TCP/IP	Internet	Standard connectivity
Reticulum	Multi-hop	Amateur radio mesh
Briar	Bluetooth/WiFi	Activist communication

GhostWire selects the best available path automatically. No internet? It falls
back to RF mesh. No WiFi? Bluetooth. The mesh adapts.

Why Rust?

Three reasons:

Memory safety without GC — GhostWire runs on resource-constrained devices
(Raspberry Pi, old laptops). We can't afford a garbage collector pause during
emergency communication.
Fearless concurrency — The networking stack handles hundreds of
simultaneous peer connections. Rust's ownership model means we don't worry
about data races.
Performance — The LightGBM inference runs in 76.7μs. The crypto is
hardware-accelerated. Rust lets us squeeze every microsecond out of the
hardware.

The Human Side

GhostWire isn't just a technical project. It's built on a philosophy:

In Hindu and Buddhist cosmology, Indra's Net is an infinite web. At each
intersection hangs a jewel. Each reflected in all others. No jewel is more
important. The net has no center. The net has no edge.

The original internet architects independently rediscovered what African
philosophy had encoded for millennia: systems built on mutual relationship
rather than central authority are more resilient, more equitable, and more
aligned with existence itself.

We're building this as part of the GCD4F 2026 competition (Global Climate
Data for Future) under the "AI for Society" track, representing the Open
University of Kenya.

We Need Contributors

GhostWire is AGPL-3.0 licensed and actively seeking contributors:

Rust developers — libp2p networking, transport layers, crypto
AI/ML engineers — GNN model training, routing optimization
Security researchers — independent audit, threat modeling
Frontend developers — React/TypeScript dashboard
Documentation writers — guides, tutorials, translations

Good first issues are labeled on GitHub. Our CONTRIBUTING.md has detailed
setup instructions.

Building a Decentralized Mesh Network in Rust — Lessons from the Global South

Michael Muriithi — Sun, 05 Apr 2026 19:42:58 +0000

The Problem

So I built GhostWire — a decentralized, censorship-resistant mesh
communication platform that works without any central servers.

What Is GhostWire?

If a node goes offline, the mesh routes around it. If the internet goes down,
GhostWire switches to WiFi Direct, Bluetooth, or even LoRa radio.

Live site: https://phantomojo.github.io/GhostWire-secure-mesh-communication/
GitHub: https://github.com/Phantomojo/GhostWire-secure-mesh-communication

The Architecture

Networking: libp2p

// Simplified peer discovery
let swarm = SwarmBuilder::with_new_identity()
    .with_tokio()
    .with_tcp(
        tcp::Config::default(),
        noise::Config::new,
        yamux::Config::default,
    )?
    .with_behaviour(|_| Behaviour::new())?
    .build();

Encryption: Defense in Depth

Every message is encrypted end-to-end before it leaves your device:

Layer	Algorithm	Purpose
Symmetric	AES-256-GCM	Message encryption + integrity
Key Exchange	X25519	Perfect forward secrecy
Signatures	Ed25519	Identity verification
Post-Quantum	ML-KEM-768	Future-proof (planned)

No server, no relay, no intermediate node ever sees plaintext.

AI-Powered Routing

L1 — LightGBM anomaly detector: AUC 1.0, 76.7μs inference, exported as ONNX and wired into Rust via ONNX Runtime
L3 — Graph Neural Network: Trained on 7,931 samples across 63 nodes over 31 days. Learns which paths work best in real conditions.

# Training pipeline (simplified)
model = lgb.LGBMRegressor(
    n_estimators=500,
    learning_rate=0.05,
    max_depth=7,
    num_leaves=31
)
model.fit(X_train, y_train)
onnx_model = convert_lightgbm(model, initial_types=initial_type)
onnx.save(onnx_model, "ghostwire_routing.onnx")

The model runs in 76.7 microseconds — fast enough for real-time routing
decisions on a Raspberry Pi.

7 Transport Layers

Transport	Range	Use Case
WiFi Direct	~100m	Urban mesh, device-to-device
Bluetooth LE	~50m	Indoor, low-power
LoRa	~15km	Rural, long-range
WebRTC	Internet	Bridge across networks
TCP/IP	Internet	Standard connectivity
Reticulum	Multi-hop	Amateur radio mesh
Briar	Bluetooth/WiFi	Activist communication

GhostWire selects the best available path automatically. No internet? It falls
back to RF mesh. No WiFi? Bluetooth. The mesh adapts.

Why Rust?

Three reasons:

Memory safety without GC — GhostWire runs on resource-constrained devices
(Raspberry Pi, old laptops). We can't afford a garbage collector pause during
emergency communication.
Fearless concurrency — The networking stack handles hundreds of
simultaneous peer connections. Rust's ownership model means we don't worry
about data races.
Performance — The LightGBM inference runs in 76.7μs. The crypto is
hardware-accelerated. Rust lets us squeeze every microsecond out of the
hardware.

The Human Side

GhostWire isn't just a technical project. It's built on a philosophy:

In Hindu and Buddhist cosmology, Indra's Net is an infinite web. At each
intersection hangs a jewel. Each reflected in all others. No jewel is more
important. The net has no center. The net has no edge.

The original internet architects independently rediscovered what African
philosophy had encoded for millennia: systems built on mutual relationship
rather than central authority are more resilient, more equitable, and more
aligned with existence itself.

We're building this as part of the GCD4F 2026 competition (Global Climate
Data for Future) under the "AI for Society" track, representing the Open
University of Kenya.

We Need Contributors

GhostWire is AGPL-3.0 licensed and actively seeking contributors:

Rust developers — libp2p networking, transport layers, crypto
AI/ML engineers — GNN model training, routing optimization
Security researchers — independent audit, threat modeling
Frontend developers — React/TypeScript dashboard
Documentation writers — guides, tutorials, translations

Good first issues are labeled on GitHub. Our CONTRIBUTING.md has detailed
setup instructions.

DEV Community: Michael Muriithi

Building a Decentralized Mesh Network in Rust — Lessons from the Global South

The Problem

What Is GhostWire?

The Architecture

Networking: libp2p

Encryption: Defense in Depth

AI-Powered Routing

7 Transport Layers

Why Rust?

The Human Side

We Need Contributors

Links

Building a Decentralized Mesh Network in Rust — Lessons from the Global South

The Problem

What Is GhostWire?

The Architecture

Networking: libp2p

Encryption: Defense in Depth

AI-Powered Routing

7 Transport Layers

Why Rust?

The Human Side

We Need Contributors

Links