Grok /v1/images/edits 5 refs per scene (max) LoRA-chained identity + real plumber scene refs ~150-word verbose prompts ~$0.01 per image
The hybrid chain: (1) 2 LoRA-generated images of Justin in uniform (face/hair/uniform identity pre-solved) — fed to Grok as primary identity refs. (2) 2 real plumber job-site photos per scene (sourced from Twitter/X plumber accounts + Reddit r/Plumbing) — ground the environment. (3) 1 GPP logo. Verbose prompts describe every detail: specific tools (14" Ridgid pipe wrench, Fluke moisture meter, MAPP gas torch), specific clutter (junk mail, hockey stick, dog hair), specific lighting (yellow-green fluorescent + cool window leak), iPhone 16 Pro Max camera artifacts (ISO 1600 grain, chromatic aberration, motion blur).




















Nagatha · 2026-04-21 · hybrid v4 · LoRA→Grok chain · real-plumber scene refs · verbose 150-word prompts