deterministic HTML
Raw brief
source brief + sample case
Examples
Model UI generation matrix examples compare how the same activity changes across raw brief, JudgmentKit skill context, Material UI only, and JudgmentKit skill plus Material UI paths.
Support refund triage 3x4 matrix
A support operations manager reviews refund escalation cases and decides approve, policy review, or missing evidence. Columns separate Raw brief, JudgmentKit skill context, Material UI only, and JudgmentKit skill + Material UI.
Path
Raw brief
deterministic HTML
JudgmentKit skill context
deterministic HTML
Material UI only
Material UI SSR
JudgmentKit skill + Material UI
Material UI SSR
Generation path
Deterministic
Scripted renderer paths show the controlled baseline for each context combination.
deterministic HTML
JudgmentKit skill context
source brief + sample case + reviewed handoff + frontend skill context
Material UI SSR
Material UI only
source brief + sample case + Material UI adapter
Material UI SSR
JudgmentKit skill + Material UI
source brief + sample case + reviewed handoff + frontend skill context + Material UI adapter
Generation path
Gemma 4 via LM Studio lms
Local Gemma 4 captures show how a smaller local model responds to the same four context boundaries.
static HTML/CSS
Raw brief
source brief + sample case
static HTML/CSS
JudgmentKit skill context
source brief + sample case + reviewed handoff + frontend skill context
Material UI SSR
Material UI only
source brief + sample case + Material UI adapter
Material UI SSR
JudgmentKit skill + Material UI
source brief + sample case + reviewed handoff + frontend skill context + Material UI adapter
Generation path
GPT-5.5 xhigh via codex exec
GPT-5.5 captures use extra-high reasoning to show the same matrix with a stronger model path.
static HTML/CSS
Raw brief
source brief + sample case
static HTML/CSS
JudgmentKit skill context
source brief + sample case + reviewed handoff + frontend skill context
Material UI SSR
Material UI only
source brief + sample case + Material UI adapter
Material UI SSR
JudgmentKit skill + Material UI
source brief + sample case + reviewed handoff + frontend skill context + Material UI adapter
Field service dispatch 3x4 matrix
A field operations manager assigns, reschedules, or escalates a repair visit using route, parts, and SLA constraints. Columns separate Raw brief, JudgmentKit skill context, Material UI only, and JudgmentKit skill + Material UI.
Path
Raw brief
deterministic HTML
JudgmentKit skill context
deterministic HTML
Material UI only
Material UI SSR
JudgmentKit skill + Material UI
Material UI SSR
Generation path
Deterministic
Scripted renderer paths show the controlled baseline for each context combination.
deterministic HTML
Raw brief
source brief + sample case
deterministic HTML
JudgmentKit skill context
source brief + sample case + reviewed handoff + frontend skill context
Material UI SSR
Material UI only
source brief + sample case + Material UI adapter
Material UI SSR
JudgmentKit skill + Material UI
source brief + sample case + reviewed handoff + frontend skill context + Material UI adapter
Generation path
Gemma 4 via LM Studio lms
Local Gemma 4 captures show how a smaller local model responds to the same four context boundaries.
static HTML/CSS
Raw brief
source brief + sample case
static HTML/CSS
JudgmentKit skill context
source brief + sample case + reviewed handoff + frontend skill context
Material UI SSR
Material UI only
source brief + sample case + Material UI adapter
Material UI SSR
JudgmentKit skill + Material UI
source brief + sample case + reviewed handoff + frontend skill context + Material UI adapter
Generation path
GPT-5.5 xhigh via codex exec
GPT-5.5 captures use extra-high reasoning to show the same matrix with a stronger model path.
static HTML/CSS
Raw brief
source brief + sample case
static HTML/CSS
JudgmentKit skill context
source brief + sample case + reviewed handoff + frontend skill context
Material UI SSR
Material UI only
source brief + sample case + Material UI adapter
Material UI SSR
JudgmentKit skill + Material UI
source brief + sample case + reviewed handoff + frontend skill context + Material UI adapter
Clinical intake review 3x4 matrix
An intake coordinator reviews administrative appointment readiness and decides schedule, return missing forms, or escalate insurance verification. Columns separate Raw brief, JudgmentKit skill context, Material UI only, and JudgmentKit skill + Material UI.
Path
Raw brief
deterministic HTML
JudgmentKit skill context
deterministic HTML
Material UI only
Material UI SSR
JudgmentKit skill + Material UI
Material UI SSR
Generation path
Deterministic
Scripted renderer paths show the controlled baseline for each context combination.
deterministic HTML
Raw brief
source brief + sample case
deterministic HTML
JudgmentKit skill context
source brief + sample case + reviewed handoff + frontend skill context
Material UI SSR
Material UI only
source brief + sample case + Material UI adapter
Material UI SSR
JudgmentKit skill + Material UI
source brief + sample case + reviewed handoff + frontend skill context + Material UI adapter
Generation path
Gemma 4 via LM Studio lms
Local Gemma 4 captures show how a smaller local model responds to the same four context boundaries.
static HTML/CSS
Raw brief
source brief + sample case
static HTML/CSS
JudgmentKit skill context
source brief + sample case + reviewed handoff + frontend skill context
Material UI SSR
Material UI only
source brief + sample case + Material UI adapter
Material UI SSR
JudgmentKit skill + Material UI
source brief + sample case + reviewed handoff + frontend skill context + Material UI adapter
Generation path
GPT-5.5 xhigh via codex exec
GPT-5.5 captures use extra-high reasoning to show the same matrix with a stronger model path.
static HTML/CSS
Raw brief
source brief + sample case
static HTML/CSS
JudgmentKit skill context
source brief + sample case + reviewed handoff + frontend skill context
Material UI SSR
Material UI only
source brief + sample case + Material UI adapter
Material UI SSR
JudgmentKit skill + Material UI
source brief + sample case + reviewed handoff + frontend skill context + Material UI adapter
B2B renewal risk review 3x4 matrix
A customer success manager reviews renewal risk and decides save plan, executive escalation, or wait for usage evidence. Columns separate Raw brief, JudgmentKit skill context, Material UI only, and JudgmentKit skill + Material UI.
Path
Raw brief
deterministic HTML
JudgmentKit skill context
deterministic HTML
Material UI only
Material UI SSR
JudgmentKit skill + Material UI
Material UI SSR
Generation path
Deterministic
Scripted renderer paths show the controlled baseline for each context combination.
deterministic HTML
Raw brief
source brief + sample case
deterministic HTML
JudgmentKit skill context
source brief + sample case + reviewed handoff + frontend skill context
Material UI SSR
Material UI only
source brief + sample case + Material UI adapter
Material UI SSR
JudgmentKit skill + Material UI
source brief + sample case + reviewed handoff + frontend skill context + Material UI adapter
Generation path
Gemma 4 via LM Studio lms
Local Gemma 4 captures show how a smaller local model responds to the same four context boundaries.
static HTML/CSS
Raw brief
source brief + sample case
static HTML/CSS
JudgmentKit skill context
source brief + sample case + reviewed handoff + frontend skill context
Material UI SSR
Material UI only
source brief + sample case + Material UI adapter
Material UI SSR
JudgmentKit skill + Material UI
source brief + sample case + reviewed handoff + frontend skill context + Material UI adapter
Generation path
GPT-5.5 xhigh via codex exec
GPT-5.5 captures use extra-high reasoning to show the same matrix with a stronger model path.
static HTML/CSS
Raw brief
source brief + sample case
static HTML/CSS
JudgmentKit skill context
source brief + sample case + reviewed handoff + frontend skill context
Material UI SSR
Material UI only
source brief + sample case + Material UI adapter
Material UI SSR
JudgmentKit skill + Material UI
source brief + sample case + reviewed handoff + frontend skill context + Material UI adapter