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PART III · HANSEN BY TIMESTAMPS · 09:16

Generation Mode 1 — the full route from controls to the first provable image checkpoint

Here we turn Mode 1 from a concept into a route. The beginner’s main task is to follow the chain from shared controls through the SDXL sampler to decode without getting distracted by downstream PEOPLE and FLUX.

CONFIRMEDSource topology confirms the SDXL route: model 2, prompts 5/6, ControlNet stack 417/419/418, latent selector 535, KSampler 1 and VAE Decode 14.
HANSEN ORIGINAL

Mode 1 SDXL route

BEGINNER FOUNDATION

The sampler does not “draw by itself” — it is where five systems meet

This structure is universal. The specific sampler or model name can change, but these responsibility families remain.

Input familyMeaning
MODELWhich generative network runs
CONDITIONINGWhat we want + structural/control guidance
LATENTWhich latent state generation starts from
NOISE / SEEDWhich stochastic realization is used
SAMPLER CONFIGHow denoising steps are performed
CHECKPOINT

Node 14 is the first image you can evaluate honestly

Before decode 14, most of the process exists in model/conditioning/latent space. After 14, we have IMAGE again and can compare it with the source.

If the architecture is already broken here, downstream enhancement should not be used as an attempt to “fix everything later.”

QC

Mode 1 verification order

  • Camera / perspective.
  • Main massing and silhouette.
  • Facade rhythm / openings.
  • Ground and horizon relationship.
  • Only then material/lighting/detail quality.