Edge Computing

Global edge network for ultra-low latency intelligence

JustKalm deploys computation at the edge, reducing latency to single-digit milliseconds while maintaining consistency and enabling offline capabilities.

Edge Network Metrics

Global edge infrastructure performance

200+

Edge Locations

<8ms

Avg. Latency

99.99%

Edge Availability

92%

Cache Hit Rate

Edge Architecture

Edge Layer

Cloudflare Workers runtime
Lightweight ML inference
Request routing & filtering
Response caching

Regional Layer

Full model inference
Data replication
Batch processing
Compliance boundaries

Origin Layer

Source of truth
Model training
Analytics aggregation
Cache invalidation

Edge Request Flow

How requests traverse our edge network

Client

User device

Edge POP

<5ms

Edge Cache

92% hit rate

Regional

8% miss

Origin

Fallback only

Edge infrastructure powered by Cloudflare Workers and global partner network