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Orkait
Rustbox Contact

Product-first AI lab

Applied AI research,shipped as products.

Focused tools for secure execution, software learning, and AI-assisted creation. Rustbox is live today.

Open Rustbox Products & Team
Secure execution / systems in motionUntrusted code, run under real constraints.

Trusted by teams at

  • Tencent
  • Kyoto University
  • IIT Madras

The products

Secure executionLive

Rustbox

Run untrusted code without trusting it.

Kernel-enforced sandboxing on Linux namespaces and cgroups. Single binary, no Docker daemon.

8
languages
147
adversarial exploits
0
sandbox escapes
Open Rustbox
Software learningComing soon

BooleanStack

Serious practice that rewards depth, not streaks.

Interface creationComing soon

Zen

Describe a screen. Get a usable one.

Open and under the hood

We wrote the hard parts ourselves.

GraphStore and Hyperstack are open source. Orka compresses model weights toward 1 bit. Read the code, run the tests.

  • Agent memory Open source

    GraphStore

    Agent memory that recalls by meaning, not keywords.

    Six engines behind one readable DSL: columnar numpy storage, HNSW vector search, and a markdown vault built for 24/7 agents.

    engines
    6
    semantic recall
    ~127µs
    library
    Python
    View on GitHub
  • Engineering harness Open source

    Hyperstack

    Stop AI agents from shipping plausible-but-wrong code.

    Real-time ground truth for React, Next.js, Motion, React Flow, Echo, Go, Rust, and design tokens, enforced by adversarial gates.

    skill gates
    21
    stacks covered
    10+
    View on GitHub
  • Model compression Research

    Orka

    Language-model weights, compressed toward 1 bit.

    Learned codebooks and a hand-written GGML kernel keep reconstruction byte-exact.

    per-weight target
    ~1 bit

Have a hard problem worth shipping?

We take on selective research partnerships when there is a path to a real system.

Get in touch