Retraining, if you're leaving programming

The honest version first

The Retrain pillar on the front page promises something we haven’t built: a coordination layer that helps someone learn the next field while they still have the job that’s going away. That doesn’t exist yet. What follows is a list of real programs other people already run, so a programmer looking at this today isn’t waiting on us to have an answer.

We haven’t vetted these beyond reading what they say about themselves and checking that the sites are real. If you’ve used one and something here is wrong, tell us: join@automate-ethically.com.

Public programs with money attached

• Trade Adjustment Assistance (TAA) is a federal Department of Labor program offering training funds and income support to workers who lost a job. Caveat, and it’s an important one: TAA has historically covered job loss tied to import competition or offshoring. Whether AI-driven displacement qualifies is not settled and varies by case, so call your state’s TAA office and ask directly rather than assume it applies to you.
• Registered apprenticeships (apprenticeship.gov) is the federal directory of paid-to-learn apprenticeships in nearly every state: electricians (IBEW), plumbers and pipefitters (UA), HVAC, carpentry. These pay a wage from day one, not tuition.

Lateral moves that reuse what you already know

Leaving programming doesn’t have to mean leaving tech-adjacent work entirely:

• The Code She Writes: 20+ non-technical careers for software engineers and MakeUseOf: alternative career paths for developers are roundups of roles like technical writing, product management, UX research, and sales engineering that reuse a developer’s background without daily coding.
• opensource.com’s jobs and careers collection covers documentation, community management, and other open source roles that don’t require writing new code every day, for people leaving the writing of code but not the ecosystem around it.

Read before you pick a program

• scale.jobs: AI job loss retraining programs, 2026 is a current roundup of bootcamps and certificate programs. Read the placement-rate numbers in it as marketing from the programs themselves, not an independent audit, and we haven’t verified any of them.

What we didn’t find

We looked for an open source project (software, not a program) built specifically to help programmers retrain. We didn’t find one. That gap is closer to what the Retrain pillar is actually supposed to become, once it’s more than a promise.