AppCubic is an applied AI studio. Since 2019 it has built agent workflows, research tooling, and the products that grow out of them — carried all the way to production.
AppliedAI.
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Prototypes are easy. We build the systemsthat survive contact with real work —and we carry them to production.
The ledger — what the studio builds
App Automaton
Portable skills for coding agents, multi-agent orchestration, and pure-MLX models for Apple Silicon. MIT-licensed, in daily studio use.
Research Systems
Molecular dynamics and density functional theory on the Mac GPU — scientific workflows turned into systems people can actually run.
Venture Studio
Early product strategy, technical diligence, grant support, and incubation for AI-first products.
Reliable by design.
Agents earn trust through evaluation, careful retrieval, and explicit tool boundaries. We engineer for behavior you can predict.
Whole systems, not demos.
End-to-end workflows shaped by real operating constraints — not isolated prompt experiments that break when conditions change.
Depth that compounds.
Good data infrastructure, scientific rigor, and product judgment reinforce one another.