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Kali Runtime

Deterministic Governance & Safety Substrate for Multi-Agent Systems

kali is a lightweight governance runtime and shadow-mode sidecar designed for multi-agent systems and municipal AI workloads. It evaluates agent actions against policy rules (such as MFIPPA privacy invariants and EDSTA write controls) and logs an immutable audit chain without disrupting production execution.

🚀 What's New in v1.1.0-alpha

  • Enhanced Shadow Daemon: 24-hour persistent HTTP telemetry logging with safe file-locking and crash recovery.
  • Explicit Telemetry Flags: Audit records explicitly stamp substrate_enforced: false to maintain absolute transparency during pre-release evaluation.
  • Modular Project Scaffolding: kali new <project-name> instantly scaffolds a working operator sandbox returning clean ALLOW | DENY | NEEDS_APPROVAL verdicts.

Quick Start

Initialize a governed project:

kali new my-operator

Run an operator workflow under shadow observation mode:

kali run main.py --mode shadow

Architectural Roadmap

Current (Alpha): Python proposal layer and shadow-mode telemetry collection.

Upcoming: Rust kernel substrate (BaseLayerOS) via PyO3 for true fail-closed deterministic enforcement.

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