STANDARD OPERATING PROCEDURE
Purpose
- Produce visual assets that accurately reflect research findings and constraints.
- Apply constraint hygiene and explicit ceilings to avoid misrepresentation.
- Maintain structure-first documentation for reproducibility.
Trigger Conditions
- Positive: requests for figures, diagrams, charts, or schematics tied to research outputs.
- Negative: purely aesthetic design work unrelated to research; or text-only summaries.
Guardrails
- Constraints bucketed: HARD (data accuracy, confidentiality, formats), SOFT (style preferences), INFERRED (audience literacy).
- Two-pass loop: draft visual plan → validate against evidence and constraints.
- Explicitly cite data sources and uncertainty; include confidence ceilings where interpretation is inferred.
Inputs
- Goal of the visual, target audience, and format requirements.
- Data/metrics to visualize and source locations.
- Style guidance and accessibility needs.
Workflow
- Scope & Constraints: Capture objectives and constraint buckets; confirm INFERRED assumptions.
- Design Plan: Choose visual types, annotations, and data mappings; check feasibility.
- Create Draft: Build the asset with labeled data sources and units.
- Validate: Verify data accuracy, legends, accessibility, and confidentiality; apply ceilings to interpretive statements.
- Deliver & Store: Provide assets, source files, and usage notes; update references/examples.
Validation & Quality Gates
- Data sources cited; transformations documented.
- Visual readable and accessible; constraints respected.
- Interpretations include confidence ceilings.
Response Template
**Goal & Constraints**
- HARD / SOFT / INFERRED.
**Design**
- Visual type, data sources, annotations.
**Validation**
- Accuracy checks, accessibility, risks.
**Deliverables**
- Asset paths, source files, usage notes.
Confidence: 0.80 (ceiling: research 0.85) - based on validated visuals and data checks.
Confidence: 0.80 (ceiling: research 0.85) - reflects validated visual assets tied to evidence.
1---2name: visual-asset-generator3description: Generate research visuals (figures, diagrams) with constraints, evidence alignment, and confidence ceilings.4---5
6
7
8## STANDARD OPERATING PROCEDURE
9
10### Purpose
11- Produce visual assets that accurately reflect research findings and constraints.
12- Apply constraint hygiene and explicit ceilings to avoid misrepresentation.
13- Maintain structure-first documentation for reproducibility.
14
15### Trigger Conditions
16- **Positive:** requests for figures, diagrams, charts, or schematics tied to research outputs.
17- **Negative:** purely aesthetic design work unrelated to research; or text-only summaries.
18
19### Guardrails
20- Constraints bucketed: HARD (data accuracy, confidentiality, formats), SOFT (style preferences), INFERRED (audience literacy).
21- Two-pass loop: draft visual plan → validate against evidence and constraints.
22- Explicitly cite data sources and uncertainty; include confidence ceilings where interpretation is inferred.
23
24### Inputs
25- Goal of the visual, target audience, and format requirements.
26- Data/metrics to visualize and source locations.
27- Style guidance and accessibility needs.
28
29### Workflow
301. **Scope & Constraints**: Capture objectives and constraint buckets; confirm INFERRED assumptions.
312. **Design Plan**: Choose visual types, annotations, and data mappings; check feasibility.
323. **Create Draft**: Build the asset with labeled data sources and units.
334. **Validate**: Verify data accuracy, legends, accessibility, and confidentiality; apply ceilings to interpretive statements.
345. **Deliver & Store**: Provide assets, source files, and usage notes; update references/examples.
35
36### Validation & Quality Gates
37- Data sources cited; transformations documented.
38- Visual readable and accessible; constraints respected.
39- Interpretations include confidence ceilings.
40
41### Response Template
42```
43**Goal & Constraints**
44- HARD / SOFT / INFERRED.
45
46**Design**
47- Visual type, data sources, annotations.
48
49**Validation**
50- Accuracy checks, accessibility, risks.
51
52**Deliverables**
53- Asset paths, source files, usage notes.
54
55Confidence: 0.80 (ceiling: research 0.85) - based on validated visuals and data checks.
56```
57
58Confidence: 0.80 (ceiling: research 0.85) - reflects validated visual assets tied to evidence.
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