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JuniorPython-Suite

BitNet-Powered Python Automation & Workflow Platform

JuniorPython-Suite is the sovereign Python automation and workflow layer for JuniorCloud LLC.

It turns Python scripting into an intelligent, BitNet-accelerated experience with a modern UI (inspired by JuniorHome).

Core Goals

  • Automate Python scripts and complex workflows
  • Native support for BitNet 1.58-bit and 3.0 ternary/quantized models
  • Visual + code workflow builder with real-time execution
  • Online learning via plasticity and memory systems
  • Translation, checks, and tests for running Python code with BitNet
  • Integration with RealDataRunner, VisionTextEngine, and JuniorMemSys

Modernizing from dormant state into a production-grade automation platform.

Architecture

  • bitnet_runner.py — Core BitNet execution and translation layer
  • workflow_engine.py — Composable workflow system
  • ui/ — Modern web UI for managing and running workflows
  • training/ — Real data pipelines and online learning
  • tests/ — BitNet compatibility and functionality tests

Part of the broader JuniorCloud sovereign edge ecosystem.