⚡ DISTRIBUTED TENSOR MESH // 318 EDGE NODES

Sub-15ms AI Inference.
Anywhere On Earth.

Centralized cloud GPU clusters waste 200ms in transatlantic network transit before computing a single token. Neuron-X pipelines speculative weights straight to Cloudflare’s global edge, streaming tokens at wire speed.

Deploy on Neuron-X Explore Architecture ↗

● neuron-x-cli --edge-mode=speculative-stream

PRESETS:

// Ready. Click 'RUN INFERENCE' to evaluate model tensors across closest Cloudflare Edge PoP. // Execution pipeline: Speculative Draft -> Anycast QUIC -> Zero-Copy Stream.

TTFT: --

SPEED: --

TOKENS: 0

ACTIVE POP: CLOUD POP

QUANT: FP8 Dynamic

SYSTEM ARCHITECTURE

Why Centralized Clouds Choke on AI

When your user in Tokyo or Frankfurt prompts a model hosted in us-east-1, physics works against you. The fiber speed of light alone costs 180ms before token generation starts.

TRADITIONAL CENTRALIZED CLUSTER

Hyperscaler Monoliths

Heavyweight clusters locked into isolated availability zones, requiring massive over-provisioned idle GPU instances.

❌
160ms – 240ms Transcontinental Network Transit
❌
1.8s – 4.5s Cold starts on autoscaling instances
❌
$3,200+/mo Idle reservation waste per 8x H100 node
❌
Single-point regional outages bring down downstream user applications

NEURON-X DISTRIBUTED MESH

Anycast Edge Tensor Mesh

Speculative drafting running at Cloudflare’s 310+ global locations, verified across ultra-dense backbone fiber routes.

⚡
Sub-15ms TTFT Worldwide termination at closest edge PoP
⚡
0ms Cold Starts Always-warm speculative tensor caches
⚡
80% Cost Reduction True serverless per-token billing
⚡
Automated multi-region failover and Cloudflare DDoS layer-7 shielding

EMPIRICAL BENCHMARKS

Global Roundtrip Latency Matrix

Real telemetry measuring roundtrip Time-to-First-Token (TTFT) across major world regions comparing AWS US-East with Neuron-X Edge.

DATA SOURCE: LIVE CLOUDFLARE EDGE TELEMETRY

● ALL 318 BACKBONE NODES OPERATIONAL

UNIT ECONOMICS

Transparent Cost Efficiency

Stop paying for idle GPU memory allocations. Adjust your monthly throughput volume below to calculate infrastructure savings.

MONTHLY INFERENCE VOLUME 50M Tokens/mo

5M 100M 250M 500M

Pricing Formula:

• Legacy Cloud: $3,200/mo base GPU instance reserve + $4.80 / 1M tokens.

• Neuron-X: $0 reserve + $0.85 / 1M tokens on high-speed FP8 Edge mesh.

ESTIMATED NET MONTHLY SAVINGS

$3,397

84% Cost Reduction

Legacy Dedicated GPU: $3,440

Neuron-X Edge Mesh: $42

DEVELOPER INTEGRATION

Drop-in API with Native Streaming

Compatible with OpenAI-standard schemas and Cloudflare Workers runtime. Integrate with two lines of code.

curl https://neuron-x.tech/api/generate \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer nx_live_demo_key" \
  -d '{
    "model": "neuron-x-9b-speculative",
    "prompt": "Synthesize a zero-copy tensor pipeline in C++",
    "stream": true,
    "temperature": 0.2
  }'

Sub-15ms AI Inference. Anywhere On Earth.