Roadmap

Make the next useful attempt easier

The roadmap follows the work a user wants to avoid. Future items are proposals, not available behavior or release dates.

Stage	User outcome	Product work
Current	Try another agent or skill from the same conversation.	Discovery, focused tasks, explicit choices, optional team advice, Compare, and local history.
Next release candidate	Trust the reported outcome and recover from failed attempts.	Process cleanup, valid comparison evidence, safer local server requests, clearer errors, and task-based guides.
Next	Avoid repeating unsuccessful attempts.	Local outcome notes with task, model, version, skill, and relevant conditions.
Later	Spend less time inspecting tool configuration.	Supported version and capability checks, clearer execution settings, and useful progress checkpoints.
Later	Get useful suggestions for the next attempt.	Recommendations grounded in recorded outcomes, with reasons and uncertainty.
Later	Reduce routine tool maintenance.	Configured updates through supported interfaces, version pinning, and recovery.

A failed login must not become a negative model rating. One unsuccessful attempt must not permanently exclude a model or skill. Recorded outcomes need a way to inspect, correct, and delete them.

The measurement plan covers task correctness, time, resources, and human work. General savings claims will need comparative evidence.