autoswe

autoswe is an automated loop that rewrites a Python infrastructure-provisioning codebase into Go, one module at a time, running entirely on an NVIDIA DGX Spark (GB10) with local Qwen3.6 as the only writer and Codex GPT-5.5 as the sole independent judge . It iterates each module until a fixed parity matrix passes [src: README.md:L15].

The system is managed through a CLI operator interface that controls the autonomous loop, manages system state, and handles publication . The loop itself is supervised by a human operator, with the first three iterations requiring human observation before uncapped autonomy is enabled .

Subsystem	Description
Operator	The human supervisor who initiates the loop and gates publication .
autoswe CLI	The operator interface for managing the autonomous Go-rewrite loop .
Orchestrator	Manages the loop state, parity progress, and active guards .
Writer Harness	Runs the local Qwen3.6 model to rewrite Python modules into Go .
Codex Judge	The independent GPT-5.5 judge that reviews the rewritten code [src: README.md:L15].
Parity Matrix	Tracks the fixed parity matrix that must pass for each module [src: README.md:L15].