# Non-tech paths to AI engineering

- Date: 2026-10-08
- Added: 2026-10-09
- Who: Kevin (Head of AIAP) · AI Singapore
- Source: https://www.youtube.com/watch?v=LuhETpR34Wg
- sgai: https://sgai.md/videos/v119/
- License: sgai-authored content (summaries, translations, analysis) is CC BY 4.0 — attribute and link to sgai.md. Verbatim source text (Hansard, speeches, transcripts, policy documents) remains © its original rights holders and is reproduced for reference only. Terms: https://github.com/meltflake/sgai/blob/main/DATA-LICENSE.md

## Why it matters

The AIAP programme, now in its 22nd cohort, continues to prioritize recruiting people without technical backgrounds, showing that Singapore's AI talent strategy relies on in-service transformation rather than expanding computer science graduate recruitment.

## Summary

Kevin, Head of AIAP, discusses how non-tech backgrounds can succeed in AI engineering through learning commitment and domain knowledge.

## Full text

© AI Singapore — reproduced for reference only.

So Kevin after looking through many batches of people in AIAP do you see any major differences between people with tech and non techch background >> for tech people background they are very meticulous in their way they design their codes and on the other hand for people with non techch they bring their domain knowledge their other soft skills and together we can see the team of engineers with different background coming together to solve the problem statement for cliences in a more refined and polished way itself >> Kevin you've been in the AI industry for quite some time I'm curious if you have any insight or advice to give for someone like me who has no technical background uh for their start in a career in AI engineering. >> So I have two piece of advice.

The first advice is that don't forget about your domain because with this domain knowledge your understanding of this sector itself you can design a very perfect solution. The second advice I have is that hone your skill in your AI engineering as well as software engineering because this is the foundation of becoming a good AI engineers. Right? So check out AI foundation to kickstart your learning in AI engineering. So you heard that guys. Don't think that having no technical background is a limitation. Use that as your unique selling point. >> As for the people with technical background, this is a great opportunity for you to get real hands-on experience and get industry knowledge to the projects that you will uptake in the AIAP program. >> So apply for AIAP to springboard your career in AI engineering.