POST COPY
More proposals need more review

Three takeaways from Viljami Kuosmanen at SDLCAI 2026:

1. Put agents where the work and its context already happen.

2. Separate contribution, merge, CI and production permissions.

3. Contribution counts do not establish a delivery-speed improvement.

Paraphrased from “I Let Non-Engineers Vibe-Code Our Production Codebase”. Watch the full talk: https://www.youtube.com/watch?v=SL6QypO5BxA

#SDLCAI

ALT TEXT
More proposals need more review. Viljami Kuosmanen at SDLCAI 2026. Three paraphrased talk takeaways: 1. Put agents where the work and its context already happen. 2. Separate contribution, merge, CI and production permissions. 3. Contribution counts do not establish a delivery-speed improvement. sdlcai.org

TALK SUMMARY
https://sdlcai.org/2026/talks/non-engineers-vibe-code-production/

SOURCE PASSAGES
2:36–6:22 — https://www.youtube.com/watch?v=SL6QypO5BxA&t=156s
17:37–19:38 — https://www.youtube.com/watch?v=SL6QypO5BxA&t=1057s
19:58–21:31 — https://www.youtube.com/watch?v=SL6QypO5BxA&t=1198s

CONTEXT
- Contribution counts do not establish a delivery-speed improvement; the speaker explicitly says strong speed data is not yet available. The attempted production deployment was detected and stopped.