Ideas tested by building.

Products and projects that make a question concrete. Each starts with something people need to do and gives them a way to examine the result.

Rehearsal

Connect saved material to self-knowledge and interview practice.

Rehearsal turns notes, recordings and saved material into evidence about what you know. Ask questions with sources behind the answer, then practise explaining your experience.

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Working synthetic reward-management dashboard with evidence weights, score distribution and employee shortlist

So What? Dashboard

Solving over-dashboarding.

GenAI makes dashboards easy to produce. So What? helps standardise meaningful KPIs and turn the information into a view a manager can understand and use to make a decision.

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Authored example OUTER conversation about preserving a draft after sign-in and checking affected behaviour

Illustrative conversation showing the OUTER workflow.

OUTER

Help creative coders anticipate what a change could affect.

An interview-first workflow for people building software with AI. It turns engineering consequences into plain-language questions before the coding agent changes files.

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Actual home screen of the MX Keypad plugin showing nine LCD keys for agent sessions and actions

MX Keypad for coding agents

Make the repeated actions of AI-assisted building easier to reach.

A Logitech MX Keypad integration for Claude Code and Codex on macOS. The nine LCD keys show session state and provide controls for dictation, screenshots and moving between threads.

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Related work with the Rehearsal team.

For work you can use.

The reusable learning materials and public workflows have their own home.

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