Coding
Frame the task, supply relevant code and constraints, then review and verify the changes.
Skills / A working toolkit
From the first interaction
to the systems behind it.
Turn complex tasks into clear screens, responsive interactions, and useful feedback.
Model the domain, keep calculations exact, and put reliable boundaries around external systems.
Ship repeatably and leave enough evidence to understand what happened when something fails.
Give models useful context, a bounded job, and an explicit path from suggestion to trusted action.
Frame the task, supply relevant code and constraints, then review and verify the changes.
Retrieve relevant context and connect tools through explicit interfaces. Dux MCP and DevPulse explore authenticated tool access.
Validate outputs against contracts and evidence. Ledger makes extraction reviewable; Matchday grounds replies; Staffing Risk Agent evaluates bounded matching.
A pattern across the work
A useful answer is only part of the job.
Matchday’s saved game evidence
Dux MCP’s authenticated tools
Staffing’s bounded match checks
Ledger’s editable expense draft