drawio-skill-nothing-design

name	drawio-skill-nothing-design
description	This skill should be used when the user explicitly says "Nothing style", "Nothing design", "/nothing-design", or directly asks to use/apply the Nothing design system. NEVER trigger automatically for generic UI or design tasks. It provides guidance and templates for generating diagrams using the minimalist, industrial aesthetic of the Nothing design language.
license	MIT

Nothing Design System (Minimalist & Industrial)

Overview

Generate .drawio XML files and export to PNG/SVG/PDF/JPG locally using the native draw.io desktop app CLI.

Supported formats: PNG, SVG, PDF, JPG — no browser automation needed.

PNG, SVG, and PDF exports support --embed-diagram (-e) — the exported file contains the full diagram XML, so opening it in draw.io recovers the editable diagram. Use double extensions (name.drawio.png) to signal embedded XML.

When to Use

Explicit triggers: user says "diagram", "visualize", "flowchart", "draw", "architecture diagram", "process flow", "ER diagram", "UML", "sequence diagram", "class diagram", "neural network", "model architecture"

Proactive triggers:

• Explaining a system with 3+ interacting components
• Describing a multi-step process or decision tree
• Comparing architectures or approaches side by side

Skip when: a simple list or table suffices, or user is in a quick Q&A flow

Prerequisites

The draw.io desktop app must be installed and the CLI accessible:

# macOS (Homebrew — recommended)
brew install --cask drawio
draw.io --version

# macOS (full path if not in PATH)
/Applications/draw.io.app/Contents/MacOS/draw.io --version

# Windows
"C:\Program Files\draw.io\draw.io.exe" --version

# Linux
draw.io --version

Install draw.io desktop if missing:

• macOS: brew install --cask drawio or download from https://github.com/jgraph/drawio-desktop/releases
• Windows: download installer from https://github.com/jgraph/drawio-desktop/releases
• Linux: download .deb/.rpm from https://github.com/jgraph/drawio-desktop/releases

Workflow

Before starting the workflow, assess whether the user's request is specific enough. If key details are missing, ask 1-3 focused questions:

• Diagram type — which preset? (ERD, UML, Sequence, Architecture, ML/DL, Flowchart, or general)
• Output format — PNG (default), SVG, PDF, or JPG?
• Scope/fidelity — how many components? Any specific technologies or labels?

Skip clarification if the request already specifies these details or is clearly simple (e.g., "draw a flowchart of X").

1. Check deps — verify draw.io --version succeeds; note platform for correct CLI path
2. Plan — identify shapes, relationships, layout (LR or TB), group by tier/layer
3. Generate — write .drawio XML file to disk (output dir same as user's working dir)
4. Export draft — run CLI to produce PNG for preview
5. Self-check — use the agent's built-in vision capability to read the exported PNG, catch obvious issues, auto-fix before showing user (requires a vision-enabled model such as Claude Sonnet/Opus)
6. Review loop — show image to user, collect feedback, apply targeted XML edits, re-export, repeat until approved
7. Final export — export approved version to all requested formats, report file paths

Step 5: Self-Check

After exporting the draft PNG, use the agent's vision capability (e.g., Claude's image input) to read the image and check for these issues before showing the user. If the agent does not support vision, skip self-check and show the PNG directly:

Check	What to look for	Auto-fix action
Overlapping shapes	Two or more shapes stacked on top of each other	Shift shapes apart by ≥200px
Clipped labels	Text cut off at shape boundaries	Increase shape width/height to fit label
Missing connections	Arrows that don't visually connect to shapes	Verify source/target ids match existing cells
Off-canvas shapes	Shapes at negative coordinates or far from the main group	Move to positive coordinates near the cluster
Edge-shape overlap	An edge/arrow visually crosses through an unrelated shape	Add waypoints (<Array as="points">) to route around the shape, or increase spacing between shapes
Stacked edges	Multiple edges overlap each other on the same path	Distribute entry/exit points across the shape perimeter (use different exitX/entryX values)

• Max 2 self-check rounds — if issues remain after 2 fixes, show the user anyway
• Re-export after each fix and re-read the new PNG

Step 6: Review Loop

After self-check, show the exported image and ask the user for feedback.

Targeted edit rules — for each type of feedback, apply the minimal XML change:

User request	XML edit action
Change color of X	Find mxCell by value matching X, update fillColor/strokeColor in style
Add a new node	Append a new mxCell vertex with next available id, position near related nodes
Remove a node	Delete the mxCell vertex and any edges with matching source/target
Move shape X	Update x/y in the mxGeometry of the matching mxCell
Resize shape X	Update width/height in the mxGeometry of the matching mxCell
Add arrow from A to B	Append a new mxCell edge with source/target matching A and B ids
Change label text	Update the value attribute of the matching mxCell
Change layout direction	Full regeneration — rebuild XML with new orientation

Rules:

• For single-element changes: edit existing XML in place — preserves layout tuning from prior iterations
• For layout-wide changes (e.g., swap LR↔TB, "start over"): regenerate full XML
• Overwrite the same {name}.png each iteration — do not create v1, v2, v3 files
• After applying edits, re-export and show the updated image
• Loop continues until user says approved / done / LGTM
• Safety valve: after 5 iteration rounds, suggest the user open the .drawio file in draw.io desktop for fine-grained adjustments

Step 7: Final Export

Once the user approves:

• Export to all requested formats (PNG, SVG, PDF, JPG) — default to PNG if not specified
• Report file paths for both the .drawio source file and exported image(s)
• Auto-launch: offer to open the .drawio file in draw.io desktop for fine-tuning — open diagram.drawio (macOS), xdg-open (Linux), start (Windows)
• Confirm files are saved and ready to use

Draw.io XML Structure

File skeleton

<?xml version="1.0" encoding="UTF-8"?>
<mxfile host="drawio" version="26.0.0">
  <diagram name="Page-1">
    <mxGraphModel>
      <root>
        <mxCell id="0" />
        <mxCell id="1" parent="0" />
        <!-- user shapes start at id="2" -->
      </root>
    </mxGraphModel>
  </diagram>
</mxfile>

Rules:

• id="0" and id="1" are required root cells — never omit them
• User shapes start at id="2" and increment sequentially
• All shapes have parent="1" (unless inside a container — then use container's id)
• All text uses html=1 in style for proper rendering
• Never use -- inside XML comments — it's illegal per XML spec and causes parse errors
• Escape special characters in attribute values: &, <, >, "
• Multi-line text in labels: use 
 for line breaks inside value attributes (not literal \n). Example: value="Line 1
Line 2"

Shape types (vertex)

Style keyword	Use for
rounded=0	plain rectangle (default)
rounded=1	rounded rectangle — services, modules
ellipse;	circles/ovals — start/end, databases
rhombus;	diamond — decision points
shape=mxgraph.aws4.resourceIcon;	AWS icons
shape=cylinder3;	cylinder — databases
swimlane;	group/container with title bar

Required properties

<!-- Rectangle / rounded box -->
<mxCell id="2" value="Label" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#dae8fc;strokeColor=#6c8ebf;" vertex="1" parent="1">
  <mxGeometry x="100" y="100" width="160" height="60" as="geometry" />
</mxCell>

<!-- Cylinder (database) -->
<mxCell id="3" value="DB" style="shape=cylinder3;whiteSpace=wrap;html=1;fillColor=#f5f5f5;strokeColor=#666666;fontColor=#333333;" vertex="1" parent="1">
  <mxGeometry x="350" y="100" width="120" height="80" as="geometry" />
</mxCell>

<!-- Diamond (decision) -->
<mxCell id="4" value="Check?" style="rhombus;whiteSpace=wrap;html=1;fillColor=#fff2cc;strokeColor=#d6b656;" vertex="1" parent="1">
  <mxGeometry x="100" y="220" width="160" height="80" as="geometry" />
</mxCell>

Containers and groups

For architecture diagrams with nested elements, use draw.io's parent-child containment — do not just place shapes on top of larger shapes.

Type	Style	When to use
Group (invisible)	group;pointerEvents=0;	No visual border needed, container has no connections
Swimlane (titled)	swimlane;startSize=30;	Container needs a visible title bar, or container itself has connections
Custom container	Add container=1;pointerEvents=0; to any shape	Any shape acting as a container without its own connections

Key rules:

• Add pointerEvents=0; to container styles that should not capture connections between children
• Children set parent="containerId" and use coordinates relative to the container

<!-- Swimlane container -->
<mxCell id="svc1" value="User Service" style="swimlane;startSize=30;fillColor=#dae8fc;strokeColor=#6c8ebf;" vertex="1" parent="1">
  <mxGeometry x="100" y="100" width="300" height="200" as="geometry"/>
</mxCell>
<!-- Child inside container — coordinates relative to parent -->
<mxCell id="api1" value="REST API" style="rounded=1;whiteSpace=wrap;html=1;" vertex="1" parent="svc1">
  <mxGeometry x="20" y="40" width="120" height="60" as="geometry"/>
</mxCell>
<mxCell id="db1" value="Database" style="shape=cylinder3;whiteSpace=wrap;html=1;" vertex="1" parent="svc1">
  <mxGeometry x="160" y="40" width="120" height="60" as="geometry"/>
</mxCell>

Connector (edge)

CRITICAL: Every edge mxCell must contain a <mxGeometry relative="1" as="geometry" /> child element. Self-closing edge cells (<mxCell ... edge="1" ... />) are invalid and will not render. Always use the expanded form.

<!-- Directed arrow — always include rounded, orthogonalLoop, jettySize for clean routing -->
<mxCell id="10" value="" style="edgeStyle=orthogonalEdgeStyle;rounded=1;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="2" target="3">
  <mxGeometry relative="1" as="geometry" />
</mxCell>

<!-- Arrow with label + explicit entry/exit points to control direction -->
<mxCell id="11" value="HTTP/REST" style="edgeStyle=orthogonalEdgeStyle;rounded=1;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;" edge="1" parent="1" source="2" target="4">
  <mxGeometry relative="1" as="geometry" />
</mxCell>

<!-- Arrow with waypoints — use when edge must route around other shapes -->
<mxCell id="12" value="" style="edgeStyle=orthogonalEdgeStyle;rounded=1;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="3" target="5">
  <mxGeometry relative="1" as="geometry">
    <Array as="points">
      <mxPoint x="500" y="50" />
    </Array>
  </mxGeometry>
</mxCell>

Edge style rules:

• Animated connectors: add flowAnimation=1; to any edge style to show a moving dot animation along the arrow. Works in SVG export and draw.io desktop — ideal for data-flow and pipeline diagrams. Example: style="edgeStyle=orthogonalEdgeStyle;flowAnimation=1;rounded=1;..."
• Always include rounded=1;orthogonalLoop=1;jettySize=auto — these enable smart routing that avoids overlaps
• Label Background: always add labelBackgroundColor=#FFFFFF; to edges with labels to prevent the connection line from crossing through the text.
• Stroke Width: use strokeWidth=1.5 for standard flows and strokeWidth=2 for primary/critical paths to create visual hierarchy.
• Pin exitX/exitY/entryX/entryY on every edge when a node has 2+ connections — distributes lines across the shape perimeter
• Add <Array as="points"> waypoints when an edge must detour around an intermediate shape
• Leave room for arrowheads: the final straight segment between the last bend and the target shape must be ≥20px long. If too short, the arrowhead overlaps the bend and looks broken. Fix by increasing node spacing or adding explicit waypoints

Distributing connections on a shape

When multiple edges connect to the same shape, assign different entry/exit points to prevent stacking:

Position	exitX/entryX	exitY/entryY	Use when
Top center	0.5	0	connecting to node above
Top-left	0.25	0	2nd connection from top
Top-right	0.75	0	3rd connection from top
Right center	1	0.5	connecting to node on right
Bottom center	0.5	1	connecting to node below
Left center	0	0.5	connecting to node on left

Rule: if a shape has N connections on one side, space them evenly (e.g., 3 connections on bottom → exitX = 0.25, 0.5, 0.75)

Color palette (fillColor / strokeColor)

Color name	fillColor	strokeColor	Use for
Zone Gray	#F8F9FA	#D5D5D5	Background layers/swimlanes (dashed=1; arcSize=2)
Active Blue	#DAE8FC	#6C8EBF	Core application/service nodes (shadow=1)
Pure White	#FFFFFF	#3788E4	Premium card nodes (strokeWidth: 1 or 2)
Success Green	#D5E8D4	#82B366	Databases, validated states, storage
Error Red	#F8CECC	#B85450	Alerts, anomaly flows, external risks
Neutral Gray	#F5F5F5	#B3B3B3	External systems, legacy components

Industrial Premium Styles

To achieve an "industrial-grade" architectural look, apply these refined patterns:

Feature	Style Attribute / Pattern	Effect
Zone Background	fillColor=#F8F9FA;dashed=1;arcSize=2;	Subtle, non-distracting logical grouping
Zone Title	fontSize=18;fontStyle=1;fontColor=#333333;	High-level navigation (place at top-left of zone)
Premium Card	rounded=1;arcSize=12;shadow=1;fillColor=#FFFFFF;	Modern "floating" UI feel
Typography	value="<b>TITLE</b><br><font size="1" color="#666666">(Desc)</font>"	Clear information hierarchy
Edge Masking	labelBackgroundColor=#FFFFFF;	Mandatory for edge labels to prevent line-text overlap
Semantic Flow	strokeColor=#3788E4;strokeWidth=1.5;	Use color-coded lines (Blue: Logic, Green: Data, Red: Alert)

Layout tips

Spacing — scale with complexity:

Diagram complexity	Nodes	Horizontal gap	Vertical gap
Simple	≤5	200px	150px
Medium	6–10	280px	200px
Complex	>10	350px	250px

Routing corridors: between shape rows/columns, leave an extra ~80px empty corridor where edges can route without crossing shapes. Never place a shape in a gap that edges need to traverse.

Grid alignment: snap all x, y, width, height values to multiples of 10 — this ensures shapes align cleanly on draw.io's default grid and makes manual editing easier.

General rules:

• Plan a grid before assigning x/y coordinates — sketch node positions on paper/mentally first
• Group related nodes in the same horizontal or vertical band
• Use swimlane cells for logical grouping with visible borders
• Place heavily-connected "hub" nodes centrally so edges radiate outward instead of crossing
• To force straight vertical connections, pin entry/exit points explicitly on edges: exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0
• Always center-align a child node under its parent (same center x) to avoid diagonal routing
• Event bus pattern: place Kafka/bus nodes in the center of the service row, not below — services on either side can reach it with short horizontal arrows (exitX=1 left side, exitX=0 right side), eliminating all line crossings
• Horizontal connections (exitX=1 or exitX=0) never cross vertical nodes in the same row; use them for peer-to-peer and publish connections

Avoiding edge-shape overlap:

• Before finalizing coordinates, trace each edge path mentally — if it must cross an unrelated shape, either move the shape or add waypoints
• For tree/hierarchical layouts: assign nodes to layers (rows), connect only between adjacent layers to minimize crossings
• For star/hub layouts: place the hub center, satellites around it — edges stay short and radial
• When an edge must span multiple rows/columns, route it along the outer corridor, not through the middle of the diagram

Export

Commands

# macOS — Homebrew (draw.io in PATH)
draw.io -x -f png -e -s 2 -o diagram.drawio.png input.drawio

# macOS — full path (if not in PATH)
/Applications/draw.io.app/Contents/MacOS/draw.io -x -f png -e -s 2 -o diagram.drawio.png input.drawio

# Windows
"C:\Program Files\draw.io\draw.io.exe" -x -f png -e -s 2 -o diagram.drawio.png input.drawio

# Linux (headless — requires xvfb-run)
xvfb-run -a draw.io -x -f png -e -s 2 -o diagram.drawio.png input.drawio

# SVG export
draw.io -x -f svg -o diagram.svg input.drawio

# PDF export
draw.io -x -f pdf -o diagram.pdf input.drawio

Key flags:

• -x — export mode (required)
• -f — format: png, svg, pdf, jpg
• -e — embed diagram XML in output (PNG, SVG, PDF only) — exported file remains editable in draw.io
• -s — scale: 1, 2, 3 (2 recommended for PNG)
• -o — output file path (use .drawio.png double extension when embedding)
• -b — border width around diagram (default: 0, recommend 10)
• -t — transparent background (PNG only)
• --page-index 0 — export specific page (default: all)

Browser fallback (no CLI needed)

When the draw.io desktop CLI is unavailable, generate a browser-editable URL by deflate-compressing and base64-encoding the XML:

# Encode .drawio XML into a diagrams.net URL
python3 -c "
import zlib, base64, urllib.parse, sys
xml = open(sys.argv[1]).read()
compressed = zlib.compress(xml.encode('utf-8'), 9)
encoded = base64.urlsafe_b64encode(compressed).decode('utf-8')
print('https://viewer.diagrams.net/?tags=%7B%7D&lightbox=1&edit=_blank#R' + urllib.parse.quote(encoded, safe=''))
" input.drawio

This produces a client-side URL that opens the diagram in the browser for viewing and editing. No data is uploaded to any server — the entire diagram XML is encoded in the URL fragment (after #), which is never sent to the server. Useful when the user cannot install the desktop app.

Fallback chain

When tools are unavailable, degrade gracefully:

Scenario	Behavior
draw.io CLI missing, Python available	Use browser fallback (diagrams.net URL)
draw.io CLI missing, Python missing	Generate .drawio XML only; instruct user to open in draw.io desktop or diagrams.net manually
Vision unavailable for self-check	Skip self-check (step 5); proceed directly to showing user the exported PNG
Export fails (Chromium/display issues)	On Linux, retry with xvfb-run -a; if still failing, deliver .drawio XML and suggest manual export

Checking if draw.io is in PATH

# Try short command first
if command -v draw.io &>/dev/null; then
  DRAWIO="draw.io"
elif [ -f "/Applications/draw.io.app/Contents/MacOS/draw.io" ]; then
  DRAWIO="/Applications/draw.io.app/Contents/MacOS/draw.io"
else
  echo "draw.io not found — install from https://github.com/jgraph/drawio-desktop/releases"
fi

Common Mistakes

Mistake	Fix
Missing id="0" and id="1" root cells	Always include both at the top of <root>
Shapes not connected	source and target on edge must match existing shape id values
Export command not found on macOS	Try full path /Applications/draw.io.app/Contents/MacOS/draw.io
Linux: blank/error output headlessly	Prefix command with xvfb-run -a
PDF export fails	Ensure Chromium is available (draw.io bundles it on desktop)
Background color wrong in CLI export	Known CLI bug; add --transparent flag or set background via style
Overlapping shapes	Scale spacing with complexity (200–350px); leave routing corridors
Edges crossing through shapes	Add waypoints, distribute entry/exit points, or increase spacing
Special characters in value	Use XML entities: &amp; &lt; &gt; &quot;
Iteration loop never ends	After 5 rounds, suggest user open .drawio in draw.io desktop for fine-tuning
Self-closing edge mxCell	Always use expanded form with <mxGeometry> child — self-closing edges won't render
-- inside XML comments	Illegal per XML spec — use single hyphens or rephrase
Arrowhead overlaps bend	Final edge segment before target must be ≥20px — increase spacing or add waypoints
Literal \n in label text	Use &#xa; for line breaks in value attributes

Diagram Type Presets

When the user requests a specific diagram type, apply the matching preset below for shapes, styles, and layout conventions.

ERD (Entity-Relationship Diagram)

Element	Style	Notes
Table	shape=table;startSize=30;container=1;collapsible=1;childLayout=tableLayout;fixedRows=1;rowLines=0;fontStyle=1;strokeColor=#6c8ebf;fillColor=#dae8fc;	Each table is a container
Row (column)	shape=tableRow;horizontal=0;startSize=0;swimlaneHead=0;swimlaneBody=0;fillColor=none;collapsible=0;dropTarget=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;fontSize=12;	Child of table, parent=tableId
PK column	Bold text: fontStyle=1 on the row	Mark with PK prefix or key icon
FK relationship	Dashed edge: dashed=1;endArrow=ERmandOne;startArrow=ERmandOne;	Use ER notation arrows
Layout	TB, tables spaced 300px apart	Group related tables vertically

UML Class Diagram

Element	Style	Notes
Class box	swimlane;fontStyle=1;align=center;startSize=26;html=1;	3-section: title / attributes / methods
Separator	line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=10;rotatable=0;labelPosition=left;points=[];portConstraint=eastwest;	Between sections
Inheritance	endArrow=block;endFill=0;	Hollow triangle arrow
Implementation	endArrow=block;endFill=0;dashed=1;	Dashed + hollow triangle
Composition	endArrow=diamondThin;endFill=1;	Filled diamond
Aggregation	endArrow=diamondThin;endFill=0;	Hollow diamond
Layout	TB, classes 250px apart	Interfaces above implementations

Sequence Diagram

Element	Style	Notes
Actor/Object	shape=umlLifeline;perimeter=lifelinePerimeter;whiteSpace=wrap;html=1;container=1;collapsible=0;recursiveResize=0;outlineConnect=0;portConstraint=eastwest;	Lifeline with dashed vertical line
Sync message	html=1;verticalAlign=bottom;endArrow=block;	Solid line, filled arrowhead
Async message	html=1;verticalAlign=bottom;endArrow=open;dashed=1;	Dashed line, open arrowhead
Return message	html=1;verticalAlign=bottom;endArrow=open;dashed=1;strokeColor=#999999;	Grey dashed
Activation box	shape=umlFrame;whiteSpace=wrap; on the lifeline	Narrow rectangle on lifeline
Layout	LR, lifelines spaced 200px apart	Time flows top to bottom

Architecture Diagram (Industrial Premium)

Element	Style	Notes
Layer/Tier	rounded=1;dashed=1;fillColor=#F8F9FA;strokeColor=#D5D5D5;arcSize=2;	Use as large background boxes for layers
Zone Title	text;strokeColor=none;fillColor=none;fontSize=18;fontStyle=1;	Place inside zone at (x+20, y+10)
Service Card	rounded=1;fillColor=#FFFFFF;strokeColor=#3788E4;shadow=1;arcSize=12;strokeWidth=1.5;	The "Industrial" standard for services
Database	shape=cylinder3;fillColor=#D5E8D4;strokeColor=#82B366;shadow=1;	Solid green accent for persistence
Data Flow	edgeStyle=orthogonalEdgeStyle;rounded=1;strokeWidth=2;strokeColor=#3788E4;	Bold blue for primary flows
External Sys	rounded=1;dashed=1;fillColor=#F5F5F5;strokeColor=#B3B3B3;	Desaturated for third-party systems

Nothing Style (Minimalist & Industrial)

Inspired by Swiss design and industrial craft. Use when the user requests "Nothing style", "minimalist", or "monochrome industrial".

Element	Style	Notes
Node Card	rounded=0;fillColor=#FFFFFF;strokeColor=#000000;strokeWidth=1;shadow=0;	Sharp edges, no shadows, flat surfaces
Typography	fontFamily=Courier New;fontSize=12;fontColor=#000000;	Monospaced technical look
Accent Red	fillColor=#D71921;fontColor=#FFFFFF;	ONLY for critical alerts or interrupts
Connectors	endArrow=none;strokeColor=#000000;strokeWidth=1;	Minimalist paths without bulky arrowheads
Background	background=#FFFFFF;	Pure white or OLED black (#000000)

ML / Deep Learning Model Diagram

For neural network architecture diagrams — ideal for papers targeting NeurIPS, ICML, ICLR.

Element	Style	Notes
Layer block	rounded=1;whiteSpace=wrap;html=1; + type color	Main building block
Input/Output	fillColor=#d5e8d4;strokeColor=#82b366;	Green
Conv / Pooling	fillColor=#dae8fc;strokeColor=#6c8ebf;	Blue
Attention / Transformer	fillColor=#e1d5e7;strokeColor=#9673a6;	Purple
RNN / LSTM / GRU	fillColor=#fff2cc;strokeColor=#d6b656;	Yellow
FC / Linear	fillColor=#ffe6cc;strokeColor=#d79b00;	Orange
Loss / Activation	fillColor=#f8cecc;strokeColor=#b85450;	Red/Pink
Skip connection	dashed=1;endArrow=block;curved=1;	Dashed curved arrow
Tensor shape label	Add shape annotation as secondary label: value="Conv2D
(B, 64, 32, 32)"	Use 
 for multi-line
Layout	TB (data flows top→bottom), layers 150px apart	Group encoder/decoder as swimlanes

Tensor shape convention: annotate each layer with input/output tensor dimensions in (B, C, H, W) or (B, T, D) format. Place dimensions as the second line of the label using 
.

Flowchart (enhanced)

Element	Style	Notes
Start/End	ellipse;whiteSpace=wrap;html=1;fillColor=#d5e8d4;strokeColor=#82b366;	Green oval
Process	rounded=0;whiteSpace=wrap;html=1;fillColor=#dae8fc;strokeColor=#6c8ebf;	Blue rectangle
Decision	rhombus;whiteSpace=wrap;html=1;fillColor=#fff2cc;strokeColor=#d6b656;	Yellow diamond
I/O	shape=parallelogram;perimeter=parallelogramPerimeter;whiteSpace=wrap;html=1;fillColor=#ffe6cc;strokeColor=#d79b00;	Orange parallelogram
Subprocess	rounded=0;whiteSpace=wrap;html=1;fillColor=#e1d5e7;strokeColor=#9673a6; + double border	Purple
Yes/No labels	value="Yes" / value="No" on decision edges	Always label decision branches
Layout	TB, 200px vertical gap	Decisions branch LR, merge back to center