Run the public tools
Try the evidence and safety demos. Report the exact input, expected result, actual result, and browser or environment.
The public community focuses on inspectable agent safety, evidence quality, self-hosting, and small contribution paths. Private machine operations and unreleased media stay private.
You do not need to understand the entire HAL system. Start with one observable problem, one test, or one documentation gap.
Try the evidence and safety demos. Report the exact input, expected result, actual result, and browser or environment.
Use the contribution guide and starter issues. Keep changes bounded and include focused tests or a reproducible doc check.
Ask for the receipt, test, screenshot, or runtime evidence behind a capability. Constructive falsification makes the work stronger.
Publishing code is separate from exposing a machine, account, identity, conversation, credential, or unfinished creative asset.