We ask expensive questions.

AWFixer Enterprising is a research lab at the frontier of software, science, ai and human engineering. We investigate what's next — so you can ship what's now.

Trusted by teams building the future

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Questions we pursue

What happens when cryptography can't keep up with computing?

Post-quantum cryptographic standards are arriving, but adoption lags behind the threat. We're researching migration paths that don't require rewriting every handshake.

Can distributed systems learn to heal themselves?

Self-healing infrastructure isn't science fiction — it's an engineering problem. We're building the primitives for systems that detect, isolate, and recover from failure autonomously.

What if AI could catch bugs before humans write them?

Code review is a bottleneck. Our experiments with AI-assisted review suggest a future where defects are caught at the speed of thought, not the speed of pull requests.

How close can we get computation to the speed of light?

Edge rendering promises sub-millisecond latency, but the reality is messier. We benchmark the actual limits of computation at the network edge.

Is trustless security possible in open environments?

Zero-trust architectures work in production. Can they work in local development without destroying developer experience? We think so.

From the lab

Our latest research, experiments, and findings.