studio by aiChemist
Pipeline stress test · 2026-07-04

Any drawing, any source,
any resolution.

Five drawings pulled straight off the public web — four of them thumbnail-size. CAD linework, an architectural section, labeled planting plans, a resort masterplan. The intake router classified each one, picked its pipeline, and ran it end-to-end: realize → relight → restyle → walk, every output quality-gated.

5 web images, five pipelines Routed automatically (S0) Every output gate-scored

1 · Sketch → RenderThe Freeform Pool

S1 · Realize
The Freeform Pool — source drawing The Freeform Pool — photoreal render
CAD linework planPhotoreal render

From pure linework

A black-and-white CAD pool plan — freeform pool, flagstone deck, timber screen — pulled off the web at thumbnail resolution, and still returned as a finished, photoreal poolscape.

Source: a public web image — four of the five at thumbnail resolution. The intake router classified each one and picked its pipeline automatically.

S0 routerlayout-preservingquality-gated

2 · Variant StudioEvery mood, every direction

S2 · Relight  ·  S3 · Restyle

One render becomes every mood and every design language — the geometry never moves.

3 · Walk itStand in it

S4 · Walk

The same render becomes a place you can look around — drag to turn, scroll to zoom.

How to read itOne drawing, four stations

S0 · Intake. The router reads each drawing — plan, linework, section — and picks the right pipeline. No hand-holding.
S1 · Realize. The drawing becomes a photoreal render — layout held, annotations stripped, even at thumbnail resolution.
S2 · Relight + S3 · Restyle. Every mood, three design languages — hardscape locked. The hillside runs entirely self-hosted.
S4 · Walk. The strongest scenes become 360s you can stand in.

The pipeline doesn't need perfect inputs. These five drawings arrived as anonymous web images — no client files, no full-resolution sheets. If it can be drawn, it can be realized, offered in every mood and direction, and walked.