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From Tester to AI Operator: Building the Career Path Before You Need It

A talk that turns one observation, that AI makes code cheap and judgement scarce, into a career path for testers and their leaders.

From Tester to AI Operator: Building the Career Path Before You Need It

By Michał (Mike) Buczko, quality and delivery leader at Carrier/Viessmann and founder of BowSmith.

If AI can write code, what is left for testers? Layoff data from the US, Europe and Poland shows the same pattern: executional work and junior roles go first, and judgement holds. This talk turns that pattern into a career path.

I tested it on myself. Without knowing Swift, I shipped BowSmith, a production iOS app, by running a team of AI agents as its product owner. The agents never lacked speed. They lacked judgement about risk, impact and business context, which is what testers spend years learning.

What the talk covers

  • What the layoff data shows, and which kinds of work it hits first.
  • What the BowSmith build showed: code became cheap, and deciding what to trust became the bottleneck.
  • Where AI agents still need human judgement: risk, impact and business context.
  • The skills a tester already has that an AI operator needs.
  • The skills to add, from architecture basics to spec-driven development.
  • How team leads can plan the transition before a reorganisation forces it.

Who it is for

All levels. Testers who want to know where their role is going, and QA leads and people leaders who are planning how quality roles change.

What you take away

  • A map of the skills to keep and the ones to add.
  • The places where AI agents still need human judgement.
  • First steps for your own development plan, or your team's.

Where I have given it

A Polish version, “Od testera do operatora AI”, is on the programme of the Sii x ŁuczniczQA meetup in Bydgoszcz on 25 November 2026. The English version is new for 2027 — available for conferences and company events.

For the build story behind this talk, see From Tester to AI Operator: 20 Months of Shipping with AI Agents.

Slides and recordings

This talk is new, so there is no recording of it yet. Slides are available to organisers on request. Recordings of my earlier talks are on the Speaking page.

Format and practical details

  • Length: 40 minutes plus Q&A.
  • Language: English or Polish. Polish title: "Od testera do operatora AI: jak zbudować ścieżkę kariery, zanim będzie potrzebna"
  • Level: all levels.
  • Room and tech: a projector or screen to connect to.
  • Formats: conference talk, meetup or company event.

Book this talk

To book this talk, start at the Speaking page, book a 30-minute call or message me on LinkedIn.