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).

• 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.

• 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.