A personal AI lab · Toronto

Turning Ideas Into Experiments.

Tools for delivery, governance, and execution in the era of artificial intelligence — built in the open, shipped early.

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Marginaliaprototype AI Delivery Monte Carloprototype AI Operating Model Readiness Scorecardbeta

Toronto · 43.65°N — June 2026

Featured Projects

3 total

prototype

Marginalia

What It Is

A voice-first retro prep tool. Describe your sprint out loud; Marginalia matches your team to a fitting retrospective framework, with reasoning for the pick and the misses.

Who It's For

Facilitators, Scrum Masters, and team leads preparing a retro alone, usually the night before.

Use When

You have a retro tomorrow and you don't want to default to Start/Stop/Continue again.

prototype

AI Delivery Monte Carlo

What It Is

A tool to simulate thousands of project scenarios and estimate delivery outcomes.

Who It's For

Delivery Managers, Program Directors, and Product Leaders.

Use When

Planning new AI initiatives or re-evaluating existing project timelines.

beta

AI Operating Model Readiness Scorecard

What It Is

A diagnostic that assesses whether your operating model can absorb AI-driven change across governance, structure, behavior, and delivery.

Who It's For

Delivery leaders, engineering leaders, architects, and executives leading AI transformation.

Use When

You need to know whether your operating model will support or block AI adoption at scale.