All work

AI / Software environments for AI training

Test what an agent has to do, not just what a screen looks like.

Workflow review, edge-case testing, and delivery coordination for software environments used in AI-agent training.

Editorial illustration of workflow review, edge-case testing, and delivery coordination for software environments used in AI-agent training.
Editorial illustration of the project scope. Not a production screenshot.
Review & delivery processConceptual overview

Task behavior

End-to-end review

Issues & feedback

Delivery coordination

Product QA & delivery coordination. A simplified visual guide to the work described below.

The behavior is part of the product.

The work involved software environments in which AI agents complete tasks. A familiar-looking screen was only part of the requirement. Search, filters, incident workflows, and other interactions needed to behave consistently enough for a task to be tested and repeated.

Review the whole task.

I worked through scenario-based reviews, compared interface behavior, identified errors, and documented edge cases. The review process included side-by-side demonstrations and recorded walkthroughs. It made differences visible to the team rather than relying on a general impression that a screen looked finished.

Make delivery understandable.

I organized status updates around completed, in-progress, and outstanding work, and coordinated questions about scope and environment constraints. Final handoff preparation connected demonstration videos, QA records, status documentation, and the development team’s code delivery.

The process

How the work came together.

Turning scenarios into a review and test plan. Editorial illustration.
Turning scenarios into a review and test plan. Editorial illustration.

Work through task scenarios

Review the behavior a user or agent must complete, not just the screen appearance.

Compare and document

Use side-by-side walkthroughs and edge-case records to make differences visible.

Coordinate review and handoff

Connect status reports, recorded demonstrations, QA, and development deliverables.

Skills & applications

What the work called for.

Interaction QAEdge-case testingProject managementTechnical communication
Software task environments
Interfaces and behaviors are reviewed as environments for AI-agent tasks.
Loom walkthroughs
Recorded demonstrations communicate behavior and differences for review.
Status & QA records
Module-level tracking and documented scenarios support delivery coordination.

The deliverables

What took shape.

Comparing a task workflow with its expected behavior. Editorial illustration.
Comparing a task workflow with its expected behavior. Editorial illustration, not a production screenshot.

Product QA & delivery coordination

  • Scenario & edge-case reviews
  • Recorded demonstrations & status reporting
  • QA and handoff coordination

The outcome

The result.

A documented review and delivery process for task-based software environments, with observable behaviors and remaining questions made explicit.