Splendor

Architecture

Kernel primitives and system model for Splendor.

Splendor Kernel is a design-stage runtime concept for neuro-symbolic agent loops. These notes reflect current intent; implementation awaits the initial push.

Kernel loop

A self-managed agent loop coordinates planning, action, observation, and reflection. Neural policies propose actions, while symbolic constraints and planners gate execution.

Core primitives

  • State registry for canonical world and agent state.
  • Reward primitives for shaping objectives across multi-step tasks.
  • Policy contracts for constraints, permissions, and safety gates.
  • Execution budgets for time, cost, and resource governance.

On this page