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PART III · HANSEN BY TIMESTAMPS · 13:20
Mode 2 enhancement — local modules return to the shared master pipeline
By this point the graph has completed base generation. The production pattern now becomes clear: local branches do not replace the master image permanently; they perform bounded work and return a standard result to the next shared refinement stage.
CONFIRMEDSource topology confirms PEOPLE return through 459, detail transfer 573, VAE Encode 67, main FLUX sampler 57 and decode 53. Video review around 13:20 shows the downstream/right-side pipeline and result comparisons.
PEOPLE and detail modules converge before main FLUX
A local module needs a clear RETURN contract
A good module performs one responsibility and returns a standard data type understood by the next stage. This makes it possible to replace the PEOPLE implementation without rewriting the entire downstream pipeline.
Main FLUX acts as a refinement stage here, not a new composition generator
The scene after PEOPLE/detail transfer is encoded to latent by 67 and passes through FLUX with stored denoise 0.18. The low denoise reflects an intended refinement role; actual preservation of specific objects still requires comparison.
Check survival after every return
- Compare before/after PEOPLE.
- Compare before/after detail transfer.
- Compare 459/573 with decode 53 after main FLUX.
- Do not accept a beautiful final image if a local architectural error appeared earlier.