Herman was retired on September 10, 2026. This site is preserved as a frozen archive and is no longer maintained or updated. Read the retrospective →
HermanArt Bench

Research registry

Experiments

46 controlled tracks spanning identity, typography, materials, anatomy, composition, and failure analysis.

01
active2 runs

Clockwork owl identity consistency

How consistently does one model preserve Herman’s identity across repeated unseeded trials?

clockwork-owlidentity-lockrepeatability
02
planned0 runs

Beautiful failures

Which failed constraints still produce useful or aesthetically strong artifacts?

failure-museumcuration
06
planned0 runs

Material realism

Can brass, enamel, glass, paper, clay, and textiles remain visually distinct?

materialsrealism
07
planned0 runs

Negative-prompt behavior

Which exclusions measurably alter outputs, and which are silently ignored?

negative-promptablation
09
complete7 runs

Organic Chrome final: Event Horizon Couture

Can the two winning lanes extend the visual language into an original campaign-ready hero?

organic-chrome-20260820round-threefinal-conceptf1-event-horizon-couture
10
complete6 runs

Organic Chrome final: Solar Cathedral

Can the two winning lanes extend the visual language into an original campaign-ready hero?

organic-chrome-20260820round-threefinal-conceptf2-solar-cathedral
11
complete6 runs

Organic Chrome final: Cryogenic Monolith

Can the two winning lanes extend the visual language into an original campaign-ready hero?

organic-chrome-20260820round-threefinal-conceptf3-cryogenic-monolith
12
complete7 runs

Organic Chrome final: Coral Broadcast

Can the two winning lanes extend the visual language into an original campaign-ready hero?

organic-chrome-20260820round-threefinal-conceptf4-coral-broadcast
13
complete6 runs

Organic Chrome final: Quantum Garden

Can the two winning lanes extend the visual language into an original campaign-ready hero?

organic-chrome-20260820round-threefinal-conceptf5-quantum-garden
14
complete21 runs

Organic Chrome seven-lane style fidelity

Which lane best recreates the translucent organic-chrome visual grammar under a byte-identical prompt?

organic-chrome-20260820round-onestyle-fidelityrank-eligible
15
complete9 runs

Organic Chrome variation: Emerald Field

Which finalist turns this controlled direction into the strongest premium campaign graphic?

organic-chrome-20260820round-twocontrolled-variationv1-emerald-field
16
complete9 runs

Organic Chrome variation: Ultraviolet Orchid

Which finalist turns this controlled direction into the strongest premium campaign graphic?

organic-chrome-20260820round-twocontrolled-variationv2-ultraviolet-orchid
17
complete9 runs

Organic Chrome variation: Solar Amber

Which finalist turns this controlled direction into the strongest premium campaign graphic?

organic-chrome-20260820round-twocontrolled-variationv3-solar-amber
18
complete9 runs

Organic Chrome variation: Cryogenic Current

Which finalist turns this controlled direction into the strongest premium campaign graphic?

organic-chrome-20260820round-twocontrolled-variationv4-cryogenic-current
19
complete9 runs

Organic Chrome variation: Coral Signal

Which finalist turns this controlled direction into the strongest premium campaign graphic?

organic-chrome-20260820round-twocontrolled-variationv5-coral-signal
20
complete9 runs

Organic Chrome refinement: Balanced

Which model lane best preserves this isolated Organic Chrome fidelity direction?

organic-chrome-fidelity-refinement-20260820round-fourstyle-fidelity-refinementr4a-balanced
21
complete9 runs

Organic Chrome refinement: Lamellar Blades

Which model lane best preserves this isolated Organic Chrome fidelity direction?

organic-chrome-fidelity-refinement-20260820round-fourstyle-fidelity-refinementr4b-lamellar-blades
22
complete9 runs

Organic Chrome refinement: Two-Stage Topology

Which model lane best preserves this isolated Organic Chrome fidelity direction?

organic-chrome-fidelity-refinement-20260820round-fourstyle-fidelity-refinementr4c-two-stage-topology
23
complete9 runs

Organic Chrome refinement: Negative-Space Crop

Which model lane best preserves this isolated Organic Chrome fidelity direction?

organic-chrome-fidelity-refinement-20260820round-fourstyle-fidelity-refinementr4d-negative-space-crop
24
complete9 runs

Organic Chrome refinement: Optical Emerald

Which model lane best preserves this isolated Organic Chrome fidelity direction?

organic-chrome-fidelity-refinement-20260820round-fourstyle-fidelity-refinementr4e-optical-emerald
25
complete9 runs

Organic Chrome refinement: Tip Rhythm

Which model lane best preserves this isolated Organic Chrome fidelity direction?

organic-chrome-fidelity-refinement-20260820round-fourstyle-fidelity-refinementr4f-tip-rhythm
27
complete9 runs

Organic Chrome refinement: Editorial Restraint

Which model lane best preserves this isolated Organic Chrome fidelity direction?

organic-chrome-fidelity-refinement-20260820round-fourstyle-fidelity-refinementr4h-editorial-restraint
31
complete7 runs

Local OSS round: clockwork owl identity

Which common local OSS checkpoint best preserves Herman's clockwork-owl identity, material constraints, mechanics, and art-deco composition?

local-inferenceossswarmuiround-two
33
complete7 runs

Local OSS round: exact typography

Which common local OSS checkpoint most accurately renders the exact two-line poster copy with no additional text?

local-inferenceossswarmuiround-two
35
active86 runs

Round 3 · Transparent brass-and-navy icon sheet

At a fixed four-icon brief, which hosted endpoints deliver a truly transparent, correctly counted, edge-clear production asset?

round-threescreening-pilottransparenticonsproduction-asset
36
active86 runs

Round 3 · Dark operations dashboard fidelity

At a fixed dark-dashboard brief, how faithfully do hosted endpoints reproduce exact labels, a four-card count, and a three-zone layout?

round-threescreening-pilotuidashboardtypography
37
active117 runs

R4S left/right/bottom colour-attribute binding

Does the checkpoint bind colour to position -- red mug on the left, blue thermos on the right, yellow lemon low and centred -- rather than merely producing the right object counts?

round-4sswarmuiattribute-bindingspatialplanned
38
active114 runs

R4S opaque chroma-key cutout plate

Can the checkpoint produce a clean opaque chroma-key green production plate with a single centred subject -- an alpha-free alternative to the R3 transparent-icon task?

round-4sswarmuichroma-keycutoutactiveopenai-hosted-completion
39
active111 runs

R4S single-practical low-light key

Can the checkpoint hold a single warm practical light with a partially lit subject and crushed blacks elsewhere, without adding extra light sources?

round-4sswarmuilow-lightcinematicactive
40
active108 runs

R4S multi-material still-life quartet

Can a checkpoint render four physically distinct materials -- brushed brass, frosted glass, navy velvet, and black obsidian -- as four separated objects on a clean white cyclorama?

round-4sswarmuimaterialsstill-lifeactiveopenai-hosted-completion
41
active86 runs

Round 1: clockwork owl across models

Which hosted model best preserves Herman's clockwork-owl identity, materials, mechanical coherence, and art-deco composition from one identical prompt?

clockwork-owlcross-modelround-one
46
planned39 runs

UI and brand illustration

Can one visual identity survive icons, empty states, badges, and hero illustrations?

brandui