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AI usage & agent workflows

I use AI as an integrated delivery workflow: defining the objective, grounding work in product context, selecting a specialized skill or tool, reviewing the output and shipping editable artifacts or production code. The goal is not one-off generation; it is repeatable, reviewable work across engineering, product and communication.

Codex agents

Codex is used as an implementation agent for scoped development, debugging, repository analysis, test-oriented changes and technical documentation. It works with local code, command-line validation and browser/UI automation when a task needs end-to-end verification.

Custom skills

Connected tools

Notion
Connected through MCP for workspace search plus page and database workflows. This supports turning research, plans and project updates into shared documentation instead of isolated chat output.

Figma
Connected for design inspection, editable screen workflows, design-system-aware component work, diagrams and handoff between product design and implementation.

Visual production
ArtCraft and visual-production workflows are used alongside the design process for assets and presentation materials, with final review kept in the relevant design or production tool.

Working principles

Type cd .. to return home.

mafralp@ai-usage:~$