An agent that
earns its
next version.
Keith is designed to learn from real experience in a way that changes how it works not just what it remembers. Every improvement is isolated, tested, and adopted only when it proves better within your limits.
An agent designed to improve its own method
Keith
Learning should change how the work gets done.
Ready for work beyond the conversation
Keith is designed to research, operate a computer, use tools, remember across time, and carry demanding work through to a reviewable result.
Stays with the long project
Plans, project state, intervention points, checks, and evidence keep complex work moving without losing the thread or lowering the bar for done.
Turns experience into a better method
When a pattern keeps helping or a failure keeps recurring Keith can turn that experience into a concrete change to how it reasons and works.
The agent you trust is never the experiment.
Each candidate version has to earn adoption. Isolation protects the active agent, comparison protects the standard, and promotion rules protect you.
Experience becomes a proposed improvement
A repeated failure, useful technique, or better decision pattern is translated into an explicit change with a reason and an expected benefit.
The experiment happens somewhere safe
The proposed version is built away from the Keith you rely on. It cannot quietly rewrite the active agent while it learns.
The old and new versions face the same work
The candidate is compared with the current Keith on relevant tasks, including the reliability and safety limits that must not regress.
Better has to be demonstrated
A new version is adopted only when the evidence shows an improvement within your boundaries. Failed or ambiguous experiments stay outside the active agent.
A better way of working has to survive the test.
The method changes, not the persona
Keith can improve how it selects context, chooses tools, structures work, and evaluates outcomes not merely collect another instruction.
The claim meets a comparison
A new version does not become better because it says so. It must outperform the version already in use on relevant work.
Your limits do not evolve away
Authority, isolation, approval, and promotion rules remain outside the candidate version's control.
Still being earned
Keith has not been released. The isolation, evaluation, and promotion path must hold up before it becomes the next flagship.
Want help with something today? Gideon can research a question, organize a project and keep your regular work on a schedule.
Meet GideonKeith is upcoming. Follow the work behind an agent that can improve its own method while keeping experimentation, evidence, and authority in the right hands.