AI systems
Agent orchestration layer
A supervisor pattern for coordinating multiple model calls, with retries and fallbacks built in at every hop rather than bolted on after an outage.
Get in touchRedRoach AI - Sandbox
Software built to survive production.
We design AI systems and React applications for the failure modes other teams plan for after the incident. RedRoach AI is the studio founded by Daniel Marx to build software that keeps running when everything around it doesn't.
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Why the name
Cockroaches have survived every extinction event since before the dinosaurs — not because they're the strongest species, but because they're built to keep functioning when the environment stops cooperating. That's the standard we hold software to.
Most teams design for the demo. We design for the third year of production traffic: the dependency that gets deprecated, the model that starts hallucinating under a prompt nobody tested, the launch day that brings ten times the expected load. RedRoach AI builds the layer that absorbs that, so the product on top of it doesn't have to.
Sample work
for illustration only
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React
Component library
A typed, headless component set built for teams that ship daily — every piece documented with its failure states, not just its happy path.
Software
Deploy pipeline
Zero-downtime releases with automatic rollback, load-tested against traffic spikes before they ever reach production.
Founder
Daniel Marx
Daniel founded RedRoach AI to close the gap between AI systems that work in a demo and AI systems that work at 3 a.m. during a traffic spike. This page is a presentational sample of that studio's identity and sample work — not a live product listing.