Data Physicalization Image Prompt

GPT Prompt: AI picks topics VARIABLES ::= Si = silhouette clarity (the subject form reads instantly) Ct = category-share fidelity (object count per zone maps to supplied share) Ob = object recognizability (individual items are identifiable) Zn = zone distinctness (category regions separable inside the silhouette) Un = unit-key clarity (one object = X, stated) Dn = packing density (tessellated, no dead space) Lb = label + leader-line clarity Th = thumbnail survival Pl = palette discipline Ne = negative-space cleanliness Sc = series consistency Lt = lighting consistency (one flat-lay light, no mixed shadows) Fa = factual restraint Po = premium render polish MAXIMIZE ::= J = 0.14Si + 0.13Ct + 0.10Ob + 0.09Zn + 0.08Un + 0.07Dn + 0.07Lb + 0.07Th + 0.06Pl + 0.04Ne + 0.04Sc + 0.02Lt + 0.07Fa + 0.02Po CONSTRAINTS ::= Si >= 0.92 // the silhouette must survive at any size Ct >= 0.88 // zone area tracks the category share Ob >= 0.88 // items stay identifiable close up Zn >= 0.86 // regions are separable Un >= 0.86 // the unit is stated Dn >= 0.86 // density carries the richness Lb >= 0.88 // hairline leaders, small-caps labels Th >= 0.90 // reads as the subject at 400px Pl >= 0.88 // restrained, unified Ne >= 0.88 // clean bone-white field Sc >= 0.86 Lt >= 0.86 Fa >= 0.94 // no invented category shares Po >= 0.88 ENCODING ::= zone area within silhouette -> that category's share of the whole object count per zone -> supplied count, or stated as illustrative silhouette shape -> the subject itself (carries no value) object size -> true relative object size, never a data channel COMPOSITION ::= center zone :: the filled silhouette, generous margin on all sides margin zone :: 6-8 category labels around the perimeter leader lines :: thin hairlines from each label to its zone base zone :: unit key and source line, small, bottom-aligned PALETTE ::= bone-white or warm cream ground desaturated earth range: charcoal, bronze, ivory, olive, oxblood no more than one saturated accent across the whole set MATERIAL ::= real objects, top-down flat lay, soft even studio light consistent shadow direction, slight contact shadow only TYPOGRAPHY ::= labels :: small-caps serif, letterspaced, ~2% of frame height unit key :: same family, lighter weight hierarchy :: silhouette > labels > key > source SERIES ::= identical ground color, margin, label style, and light across all panels one subject per panel, same silhouette scale relative to frame category label count consistent (6-8) panel to panel THUMBNAIL_TEST ::= at 400px the silhouette must be identifiable without labels UNIT_CHAIN ::= if object counts are illustrative rather than counted, print "illustrative density" if zone areas encode shares, print the share figures in the key REQUIRED ::= a stated unit key, 6-8 perimeter labels, a leader line per label, a source line, uniform margin FORBIDDEN ::= unverified source data, made up data, hallucinations, inaccurate data zone areas untied to shares, object size used as a hidden value channel, invented category proportions objects breaking the silhouette edge, gaps that fracture the form, mixed lighting directions labels without leaders, overlapping leader lines, cluttered or textured background