Doing More With Less in QA
Companion to: the entry course
The compression problem, leverage gap, Last 20 Bugs, regression drag audit, AI leverage vs theater, the 90-day plan.
- 6 modules
- ~3.5 hours
- 5 worksheets
- 1 capstone plan
The same operating model Loop runs in private engagements, packaged as on-demand tracks you can take at your own pace. Track 01 ships first; the rest land in waves through 2026.
Catalog · 4 tracks planned
Every track is a companion to one of the published books. Take them in sequence or only the ones that match what you're doing this quarter.
Companion to: the entry course
The compression problem, leverage gap, Last 20 Bugs, regression drag audit, AI leverage vs theater, the 90-day plan.
Companion to: AI-Native Quality Engineering
Layered tests, named owners, leverage metrics, and the 5-bucket maturity framework. Applied to your team.
Companion to: AI-Driven TDD
Tests define intent, AI accelerates implementation, engineers own verification. Translated to your stack.
Companion to: Bespoke Agentic Pipelines
Roles, permissions, observability, project-specific operating rules. For teams running AI-generated code.
While you wait
Take the live cohort version now. Same curriculum, with the working sessions and Q&A.
See the syllabus →BooksFour published methodology books. Every course track is a companion to one of them.
Open the bookshelf →ResourcesThe 90-day plan, the QA Leverage Scorecard, the Regression Audit. All free, all from the same operating model.
Browse the hub →Watch · Companion videos
Couldn't load the latest videos right now. Head over to the channel directly.
Visit @benfellows-dev on YouTube →Common questions
90-Day QA Leverage Plan
Coming soonUse it on Monday · Editable doc + Notion template