Rufous checks a local agent’s completion claims

Check the evidence behind a reply

The program keeps a record of tool calls, paths, failures and denied actions that the model cannot edit. Rules compare completion claims with actual file state and can return one corrective message when a promised file is absent or misplaced.

Rufous checks a local agent’s completion claims ↗

A narrow check with a useful purpose

The author illustrates the mechanism with small scripted trials on two four-billion-parameter models. This can expose specific false completion claims; it does not verify that code behaves correctly. Web search uses external services unless the offline configuration is selected.

Rufous checks a local agent’s completion claims ↗Rufous mechanism and alpha limitations ↗

What you can do

1. Inspect the examples and offline settings before trying a disposable coding task. Open reference ↗

Where the evidence stops

No installation or task was run here. The author’s small trials were not replicated. Local inference still requires a suitable computer, and network tools change where requests go.

Sources read. Primary sources read November 2, 2026 UTC. No third-party software, model inference or complete workflow executed.

Sources & further reading