Same prompt, same seed image: the coding harness still matters

NathanWilbanks_ · x · 2026-09-05

Using the exact same prompt and seed image ("create this as a real interactive UI in html / 3js"), the author shows that outputs differ noticeably across harnesses, concluding that the harness still matters even for the same underlying model.

Related event: Same Prompt, Different Results: Coding Harness Shapes Model Output Quality(3 posts)→

Original post →

More from coding & agent

coding & agent channel →