Shembazaï

Products

A small catalog, built for the long term.

We ship deliberately. Two projects are publicly active: K1, our primary applied-AI work, and SIM, an infrastructure management system. Each is developed incrementally, documented as it progresses, with maturity stated explicitly.

K1

Mission-centric AI-native operating environment

Alpha

K1 is currently in active development. It is an AI-native operating environment organized around missions: you describe the outcome you want, and K1 is designed to determine how to accomplish it — planning tasks, executing them, verifying results, and learning from each mission. Some of these stages are already implemented; others are planned in the roadmap below.

K1 is not a chatbot, an automation platform, or a collection of user-selectable agents. Models, tools, capability plugins, and infrastructure are implementation details behind a mission-oriented interface. Humans retain strategic authority; K1 handles execution.

The system runs locally by default, on hardware you control. Its architecture provides for verification steps before any write to durable memory, along with an audit trail across the Mission → Plan → Execute → Verify → Learn lifecycle.

Roadmap

  • Mission Manager: intake, scheduling, resource allocation, progress tracking, archiving
  • Planner, Executor, Verifier, and a learning engine (Learning Engine) along the mission lifecycle
  • Capability plugins loaded dynamically per mission — no manually selected agents
  • An embedded semantic representation layer (libheptapod) for planning, memory, and dependency graphs
  • The Tool Bus and Model Router as replaceable, observable layers
  • Unified memory with verification-gated writes and a full audit system
  • Offline-capable operation and operational resilience across heterogeneous hardware

Detailed release notes will publish here as milestones land.

SIM

Infrastructure management & reconciliation system

Alpha

SIM manages the state of infrastructure declaratively: it deploys, validates, configures, detects drift, repairs, and upgrades the systems under its care, reconciling the observed state against the intended one.

It treats safety and observability as invariants — not as add-ons layered onto a running system. SIM has independent value and can integrate with K1 deployments.

Roadmap

  • Declarative description of intended infrastructure state
  • Drift detection and reconciliation with reversible repair
  • Validated, reproducible deployments and upgrades across heterogeneous hardware

Detailed release notes will publish here as milestones land.