Memory-Continuous Architecture

Where functions share
memory, not messages.

Deploy like microservices. Perform like a monolith. Evolve like a living organism. A Kubernetes-native runtime for zero-copy function composition.

131x
faster than microservices for a 7-function checkout pipeline
Microservices
~60ms
7 HTTP calls + JSON serialization
KubeFn
0.458ms
7 in-memory, zero serialization

See it in action

Deploy 4 functions. Watch them share memory. Process a request in microseconds.

kubefn-organism
KubeFn Organism (Shared JVM)
HeapExchange: auth price fraud quote
🔒
AuthFunction
/auth
0.08ms
💰
PricingFunction
/pricing
0.12ms
🛡
FraudFunction
/fraud
0.15ms
📦
QuoteAssembler
/checkout
0.03ms
4 functions · 0.38ms · 0 serialization · 0 HTTP calls

The architecture trilemma — solved.

Every platform before KubeFn forces you to pick two. KubeFn gives you all three.

Monolith

Shared memory   Independent deploy   Hot-swap

Microservices

Shared memory   Independent deploy   Hot-swap

FaaS / Serverless

Shared memory   Independent deploy   Hot-swap

KubeFn

Shared memory   Independent deploy   Hot-swap

The Revolutionary Primitives

🧬

HeapExchange

Zero-copy shared object graph between functions. No serialization. No network. Same memory address. Function A's output IS Function B's input.

Born-Warm Deploys

New function revisions enter an already-hot JVM. Shared libraries are JIT-compiled. Peak performance in <1 second, not 30+ seconds.

🔄

Hot-Swap

Replace individual functions while traffic flows. Zero dropped requests. The organism lives — only the organ is replaced. Tested: 200/200 successful.

📑

FnGraph Pipelines

Compose functions into in-memory execution graphs. The runtime owns the graph, traces it, and can optimize it. 7 steps in 0.458ms.

🛡

Circuit Breakers

Per-function failure isolation. If one function fails, the breaker trips — protecting the shared organism from cascade failures.

🔍

Causal Tracing

OpenTelemetry spans per function with revision IDs, request lineage, and heap mutation tracking. See exactly what happened in memory.

Write a function in 10 lines

Functions are independently deployable but collaborate through shared heap objects.

// Zero-copy: publish once, read everywhere
@FnRoute(path = "/pricing")
@FnGroup("checkout")
public class PricingFunction implements KubeFnHandler {

    public KubeFnResponse handle(KubeFnRequest req) {
        // Read from HeapExchange — SAME object, zero copy
        var auth = ctx.heap().get("auth", Map.class);

        var price = Map.of("total", 84.99);
        ctx.heap().publish("price", price, Map.class);

        return KubeFnResponse.ok(price);
    }
}

Hot-swap under fire

Replace a function while 200 requests are in flight. Zero downtime.

Total requests: 200
Successful: 200
Failed: 0
Dropped: 0
 
v1 responses: 51 (15% discount)
v2 responses: 149 (25% discount)
 
Zero downtime. Born warm. The organism lives.