How does the Capsula-0 container coordinate multi-agent clusters

Developers
1

Implementation Plan - Capsula-0 Sovereign Wasm Container (Alpha Release)

This plan outlines the design and implementation of the Capsula-0 WebAssembly (Wasm) Container designed for hosting and coordinating multi-agent clusters of React, Node, TypeScript, Python, Motoko, and CPL (governance) modules on ICP and multi substrate

Architectural Specs

  1. Python-WebAssembly Outer Shell: A python sandboxed environment that simulates/executes multivariant scripts inside a clean virtual boundary.
  2. Haskell Truth-Layer (Semantic Validator): State validation layer enforcing conservation rules and doctrine invariance preventing private identity parameters leakage.
  3. Kuramoto Synchrony Dynamics: Phase oscillator coordination tracking node phase locking. Evaluates stability threshold
  4. Multi-Language Sandbox: Shims representing:
    • React / TypeScript (UI layer)
    • Node.js (API bridge)
    • CPL (governance logic) ( our contribution library)
    • Motoko (actor canisters)
    • Python (computational logic)
  5. Data Tiers: Segmenting compute resources and variables into Bronze, Silver, and Gold privacy layers.

Proposed Changes

[Capsula-0 Component]

We will create the Capsula-0 container package under the new python/sovereign_node/capsula/ directory.

[NEW] capsula_container.py

The core Python-Wasm capsule container class. It implements:

  • Module loading and sandboxed virtual execution states.
  • The Haskell truth-layer checking SL-0 doctrine invariance on state transitions.
  • Kuramoto synchrony simulations to trace phase-locking dynamics of coordinated node networks.
  • Verification of the Golden Ratio attractor threshold
  • Bronze, Silver, and Gold layer partitioning.

[NEW] capsula_backend.py

FastAPI REST API wrapper serving endpoints:

  • POST /capsula/deploy: Load and deploy React/TypeScript, Node, Motoko, Python, or CPL scripts into a sandboxed capsule.
  • POST /capsula/execute: Execute a script in the sandbox, validate state invariance via the Haskell truth-layer, and returns logs.
  • GET /capsula/synchrony: Retrieves the Kuramoto phase synchronization parameters and chart coordinates.
  • GET /capsula/telemetry: Fetches Noether charge state, doctrine parameters, and data tier allocations.

[NEW] capsula_dashboard

A high-fidelity glassmorphic web interface showing:

  • Real-time Kuramoto phase synchrony charts (using Chart.js to map sine wave alignment).
  • A virtual file manager to load scripts of various languages (React, Node, Motoko, CPL, Python).
  • Telemetry logs tracing invariant validation
  • Tier status indicators (Bronze, Silver, Gold).

[NEW] test_capsula.py

Automated Python test suite verifying:

  • Sandboxed script execution.
  • Haskell-layer state validation.
  • Golden Ratio Kuramoto phase locking convergence.
  • Tier boundary data segregation.