Content illustration workflow — generate the mandatory AI hero image first, then create contextual visuals (HTML→Playwright for simple diagrams, AI for concepts), wire heroImage/frontmatter, and inject inline visuals into MDX. Use when user says "illustrate", "add visuals", "hero image", "generate diagram", "content illustration", "architecture diagram", "process visual", "inline images", or "backpropagation visuals".
Content illustration workflow — generate the mandatory AI hero image first, then create contextual visuals (HTML→Playwright for simple diagrams, AI for concepts), wire heroImage/frontmatter, and inject inline visuals into MDX. Use when user says "illustrate", "add visuals", "hero image", "generate diagram", "content illustration", "architecture diagram", "process visual", "inline images", or "backpropagation visuals".
Content Illustration Skill
Complete workflow for generating contextual illustrations for {{PERSONAL_DOMAIN}} content. Supports two pipelines: HTML→Playwright for structured visuals and AI generation for conceptual art.
Every content-producing agent MUST dispatch content-illustrator after content creation. This is a pipeline gate — content is NOT complete without illustrations.
Who dispatches:
blog-writer — after creating article/newsletter PR
blueprint-manager — after creating/updating blueprint PR
content-blitz — after each merge step (Steps 2, 3, 4)
How to dispatch:
task tool with agent_type: "content-illustrator"
prompt: "Generate illustrations for [content-type] at [path]. Slug: [slug]. PR: [url]."
What's generated:
Mandatory AI hero image (1200×800) → wired into heroImage frontmatter
Dev.to cover image (1000×420) → wired into devtoCover frontmatter
2-4 inline visuals (architecture diagrams, process flows, concept art)
All with {{PERSONAL_DOMAIN}} branding
Illustration is part of the content creation pipeline — NOT a separate backprop cycle.
Define the single strongest visual metaphor or system composition for the content
Generate a wide AI image using the image-generation skill / generate_image at 1536×1024
Scale proportionally to 1200px wide (resulting in 1200×800) — NEVER crop, NEVER pad
Save as optimized WebP (quality 90) in the proper /public/images/... folder
Write the asset path to heroImage: in frontmatter
⚠️ CRITICAL: No aspect ratio conversion. gpt-image-2 only supports 1024×1024, 1536×1024, and 1024×1536. The 1536×1024 (3:2 ratio) scales to 1200×800. Do NOT force 1200×630 — that requires cropping 21% of content. Social platforms handle their own OG card cropping from the full image.
When an article will be cross-posted to dev.to (all articles by default), generate a separate cover image optimized for dev.to's required dimensions.
Why a separate image?
dev.to cover images are 1000×420 (2.38:1 ultra-wide ratio)
Our hero is 1200×800 (3:2 ratio) — dev.to's fit=cover crops ~44% of the height
We NEVER crop — so we generate a purpose-built image at the correct dimensions
Dev.to cover requirements
Final deliverable must be exactly 1000×420
Same dark {{PERSONAL_DOMAIN}} brand aesthetic as the hero
Simpler composition than the hero — fewer elements, bolder text (it displays small)
Must include the article title/headline prominently (readable at small sizes)
Must include {{PERSONAL_DOMAIN}} branding (bottom-right, subtle)
Must be self-explanatory — readers on dev.to see this before clicking
Dev.to cover workflow
After generating the hero (Step 1), generate the dev.to cover
Generate at 1536×1024 with a prompt that composes ALL important content within the center horizontal band (middle ~42% of height = center 430px of 1024px). Top/bottom are background padding only.
Extract the center band: crop vertically to center 430px (y=297 to y=727) → gives 1536×430
Scale proportionally to 1000×420 (final deliverable)
Convert to WebP (quality 90)
Save as devto-cover.webp in the same image directory
Dev.to cover prompt template
Create a premium ultra-wide banner for a developer blog post about [TOPIC].
COMPOSITION CRITICAL: This image will be extracted as an ULTRA-WIDE horizontal strip (2.38:1 ratio). ALL important content (title, visual elements, branding) MUST be concentrated in the CENTER 42% of the image height. The top 29% and bottom 29% should be ONLY dark background with no important elements.
HEADER: '[ARTICLE TITLE]' in bold white (#f8fafc) sans-serif, vertically centered in the image. Keep it to 1-2 lines max.
VISUAL: [One strong visual element — icon, simple diagram, or graphic — placed to the LEFT or RIGHT of the title]
BACKGROUND: Dark navy-charcoal (#0f172a) solid background filling the entire canvas.
BRANDING: '{{PERSONAL_DOMAIN}}' in small light gray text, right side, vertically centered.
STYLE: Premium, clean, bold. Blue (#3b82f6) accent on key elements. NO neon, NO glow, NO cyberpunk. Wide 1536x1024. Solid background (NOT transparent).
Dev.to cover post-processing
from PIL import Image
# Load the generated 1536x1024 image
img = Image.open("devto-raw.png")
# Extract center horizontal band (42% of height centered)# 1024 * 0.42 ≈ 430px band, centered at 512
top = 297# (1024 - 430) / 2
bottom = 727# 297 + 430
center_band = img.crop((0, top, 1536, bottom)) # 1536×430# Scale to exactly 1000×420
devto_cover = center_band.resize((1000, 420), Image.LANCZOS)
# Save as WebP
devto_cover.save("devto-cover.webp", "webp", quality=90)
The cross-posting GitHub Action reads devtoCover for the dev.to cover_image field. If absent, falls back to heroImage (which will be cropped by dev.to — avoid this).
Step 2: Content Analysis
Read the full article/blueprint and identify concepts that benefit from visual explanation:
High-value illustration targets:
Architecture descriptions ("the system has X components that connect via Y")
Process descriptions ("first we do A, then B, then C")
Simple system architecture (3-5 distinct elements, boxes + arrows)
HTML→Playwright
Precise layout, editable
Simple step-by-step process (3-5 steps)
HTML→Playwright
Sequential, text-heavy
Comparison grid/table
HTML→Playwright
Tabular, needs alignment
Simple timeline/roadmap
HTML→Playwright
Linear, labeled
Simple decision tree
HTML→Playwright
Branching logic
Abstract concept (e.g., "AI orchestration")
AI Generation
Creative interpretation
Dense architecture, multi-lane workflow, or crowded orchestration map
AI Generation
More visually striking, avoids cramped diagrams
Hero/banner image
AI Generation
Artistic impact
Metaphorical visualization
AI Generation
Abstract→concrete
Hard Selection Rule (MANDATORY)
Use HTML→Playwright only when the illustration stays simple, spacious, and instantly readable.
Choose AI generation instead when ANY are true:
The concept needs more than 5-6 distinct visual elements to make sense
The layout would require text smaller than 14px to fit cleanly
The image is meant to feel visually stunning / shareable, not just mechanically precise
The HTML version feels crowded, busy, or too literal to be worth reposting
Default heuristic:
HTML→Playwright = clean explanatory diagrams
AI generation = complex, abstract, or high-impact visuals
Step 3A: HTML→Playwright Pipeline
Branding Requirement (MANDATORY)
Every illustration — HTML→Playwright or AI-generated — MUST include visible but subtle {{PERSONAL_DOMAIN}} branding so shared screenshots still drive traffic back to the site.
Rules:
Use {{PERSONAL_DOMAIN}} (not @{{GITHUB_USERNAME}}) as the visible brand mark
Place it as a subtle bottom-right watermark or compact footer chip
It must be visible at normal article width but never dominate the diagram
Use the same Luminous Void palette: dark backing, white text, cyan/green accent
Apply this to articles, blueprints, social visuals, comparison graphics, and backfilled illustration work
# Using Playwright to screenshot the HTMLfrom playwright.sync_api import sync_playwright
with sync_playwright() as p:
browser = p.chromium.launch()
page = browser.new_page(viewport={"width": 1200, "height": 800}, device_scale_factor=2)
page.set_content(html_content)
# Wait for any fonts to load
page.wait_for_timeout(500)
# Screenshot with appropriate height
page.screenshot(path="output.png", full_page=True)
browser.close()
# Convert to WebP# Use: cwebp output.png -q 85 -o output.webp# Or via Python Pillow: Image.open("output.png").save("output.webp", "webp", quality=85)
Architecture Diagram Example
<divclass="title">Multi-Agent Orchestration Architecture</div><divclass="container"><divclass="card"style="border-color: #58a6ff;"><divclass="card-title">🎯 Orchestrator</div><divclass="card-body">Dispatches tasks to specialized agents based on domain ownership</div></div><divclass="arrow">→</div><divclass="card"><divclass="card-title accent-green">📝 Blog Writer</div><divclass="card-body">Researches, drafts, reviews articles</div></div><divclass="card"><divclass=>🎨 Content Creative
Generates images and social posts
📊 Analytics
Tracks engagement, reports performance
Gold Standard Prompting Style (established PR#255, 2026-05-18)
Every AI-generated illustration must follow this proven structure. A recent premium technical illustration set the bar — aim for that same standout quality.
Core Principles
Conceptual metaphor first — don't just diagram boxes. Find the visual story (rock climber=model, harness=governance; before/after panels; timeline roadmaps).
Navy-charcoal premium aesthetic — background #0f172a, blue (#3b82f6) accents, gradient (blue→purple→pink) for emphasis lines.
Self-explanatory — bold title + labeled elements + subtitles. Image must make sense shared alone on social without article context.
Hyper-specific prompts — specify exact text, exact layout, exact colors. Never leave composition to chance.
Proven Prompt Structure (use for ALL AI illustrations)
Create a premium technical illustration for a developer blog about [TOPIC].
CONCEPT: [What it represents + the visual metaphor/storytelling approach. E.g., "A rock climber (the AI model) ascending a cliff (the task) secured by a high-tech harness (governance) with labeled anchor points"]
LAYOUT: [Specific spatial arrangement — radial hub-spoke, vertical timeline, horizontal split, before/after panels, etc. Include element count and positioning.]
HEADER: '[EXACT TITLE TEXT]' in bold white sans-serif at top. Subtitle: '[EXACT SUBTITLE]' in light gray (#cbd5e1).
LABELS/ELEMENTS: [List every visual element with its exact label text. Be exhaustive — every node, card, arrow, zone gets named.]
BACKGROUND: Dark navy-charcoal (#0f172a) solid background.
COLORS: Dark navy background. Blue (#3b82f6) for primary accents and borders. White (#f8fafc) for titles. Light gray (#cbd5e1) for subtitles/descriptions. Green (#3fb950) for success/positive states. Blue→purple→pink gradient for emphasis lines/borders. Cards use slightly lighter dark (#1e293b) with thin blue borders.
BRANDING: '{{PERSONAL_DOMAIN}}' in small light text, bottom-right corner.
STYLE: Premium technical illustration. Clean, modern, professional. NO neon glow, NO cyberpunk, NO sci-fi, NO geometric wireframes. Clean sans-serif typography. Solid dark background (NOT transparent). [SIZE: Square 1024x1024 OR Wide 1536x1024 for heroes].
Hero-Specific Additions (wide format)
For hero images, append to the prompt:
Wide hero composition at 1536x1024. ALL important content (title, labels, key visual elements) must be well within the frame boundaries — compose for the FULL image to be displayed at 1200×800 without any cropping. The visual metaphor should be DRAMATIC and NARRATIVE — tell a story that makes someone want to click through.
Legacy Prompt Template (still valid for simpler illustrations)
Create a technical illustration for a developer blog article about [TOPIC].
BACKGROUND: Dark (#0d1117) solid background.
CONTENT: [Describe what the illustration should show — be specific about layout, elements, relationships]
STYLE: Clean, minimal, technical illustration. Use thin cyan (#58a6ff) lines and accents. White (#f0f6fc) text where needed. Gray (#8b949e) for secondary elements. Green (#3fb950) for success/positive elements. Purple (#bc8cff) for categories/groupings.
TEXT IN IMAGE (MANDATORY): Add a clear title/header inside the image plus short labels on the main components, steps, arrows, or zones. The image must be self-explanatory even when shared as a standalone screenshot.
DESIGN: Professional data visualization / technical diagram aesthetic. NO neon glow, NO cyberpunk, NO sci-fi. Clean sans-serif text. Minimal decorative elements. Dark background with bright accent elements.
WATERMARK: `{{PERSONAL_DOMAIN}}` in a subtle bottom-right brand chip or footer mark using the Luminous Void palette.
Square 1024x1024. Solid dark background (NOT transparent).
Wide Format (for hero/banner)
Generate the source image in wide format (size="1536x1024"). The image will be proportionally scaled to 1200×800 for display.
⚠️ DO NOT crop to 1200×630. The full 3:2 image is the deliverable. Compose all important content within the frame — it will ALL be visible.
Append guidance to the prompt like:
Wide hero composition at 1536x1024. ALL important content (title, labels, key visual elements) must be well within the frame boundaries — compose for the FULL image to be displayed without any cropping. This is the final deliverable — no post-processing crop will occur.
Post-process: Scale proportionally to 1200px wide (→ 1200×800). Convert to WebP quality 90. That's it — no crop, no pad, no aspect ratio change.
API Call
import openai, base64, os
client = openai.OpenAI(api_key=os.environ.get("OPENAI_API_KEY"))
response = client.images.generate(
model="gpt-image-2",
prompt="[DETAILED PROMPT]",
size="1024x1024", # or "1536x1024" for wide
quality="high",
response_format="b64_json",
n=1
)
image_data = base64.b64decode(response.data[0].b64_json)
withopen("illustration.png", "wb") as f:
f.write(image_data)
Step 4: Image Optimization
All images must be converted to WebP before injection:
# From PNG to WebP (quality 85, max 500KB)
cwebp input.png -q 85 -o output.webp
# Verify file size# If > 500KB, reduce quality to 75 and retry
cwebp input.png -q 75 -o output.webp
Step 5: MDX Injection
Image Placement Rules
Place the image AFTER the heading of the section it illustrates
Never place two images back-to-back — at least one paragraph between them
First illustration should appear within the first 30% of the article
Last illustration should not be at the very end (leave room for conclusion)
MDX Image Format
*Figure 1: The orchestrator dispatches tasks to domain-specific agents, each owning a piece of the content pipeline.*
⚠️ NEVER generate and push blindly. After generating EACH image, you MUST visually inspect it before committing:
View the generated PNG using the view tool (it renders images inline)
Confirm: Full content visible? No cropping? No garbled text? Labels readable? Branding present?
If issues found: Regenerate with adjusted prompt (max 2 retries)
Only after visual confirmation → proceed to WebP conversion and commit
The workflow is: generate → view/inspect → confirm quality → convert → commit. NOT: generate → commit → hope.
Step 7: Quality Checklist
Before finalizing, verify each illustration:
Hero image exists for the content item and is wired into frontmatter via heroImage
Hero image is 1200×800 (full proportional scale from 1536×1024, NO crop, NO pad)
Dev.to cover exists at 1000×420 and is wired into frontmatter via devtoCover
Visually inspected — full content visible, nothing cut off at edges
Image renders correctly (no broken elements)
Text in image is readable at article width (if HTML→Playwright)
No garbled/distorted text (if AI generated)
Colors match the Luminous Void palette
Alt text is descriptive and accessible
Caption adds context beyond what's visible
File size < 500KB
Image dimensions appropriate for display context
{{PERSONAL_DOMAIN}} branding is present, visible, and not distracting
AI-generated visuals include an embedded title/headline
AI-generated visuals include labels on the key components, arrows, or regions
The image is understandable as a standalone screenshot without article context
No brand safety issues (no competitor logos, no negative framing)
HTML visuals stay under the simplicity threshold (roughly 3-5 core elements, never more than 5-6)
If the composition feels crowded or would need sub-14px text, it was upgraded to AI instead of forced into HTML
Integration: How Other Agents Invoke This
From blog-writer (after article is written):
Invoke content-illustration skill:
- Read the article I just wrote at {path}
- Generate the mandatory AI hero image first
- Save it to `/public/images/articles/{slug}/hero-og.webp`
- Write the frontmatter field `heroImage`
- Identify 2-4 concepts that need visual explanation
- Generate inline illustrations using the appropriate pipeline
- Return the hero path, frontmatter update, image paths, and MDX injection snippets
From blueprint-manager (during draft):
Invoke content-illustration skill:
- Generate the mandatory AI hero image first for the blueprint
- Save it to `/public/images/blueprints/{slug}/hero-og.webp`
- Write the frontmatter field `heroImage`
- This blueprint section describes {architecture/process}
- Generate the needed inline visual(s) for the section
- Use HTML→Playwright only if the diagram stays simple; otherwise switch to AI
- Return the hero path, frontmatter update, and MDX snippet(s)
Caption styling: *italic text* immediately after an image renders as a centered gray caption (0.875rem, #8b949e)
Directory Convention
public/images/articles/{article-slug}/ # Article illustrations
public/images/blueprints/{blueprint-slug}/ # Blueprint illustrations
public/articles/ # LEGACY — don't add new files here
Current State (customize for your site)
Audit your article inventory in src/content/articles/ and identify which pieces still need illustrations
Track which articles already have hero/inline visuals versus none
If you have legacy image folders or flat PNG assets, plan a migration into /public/images/... with WebP output
What the Agent Needs to Do (per article)
Create directory: public/images/articles/{slug}/
Generate images, convert to WebP, save to that directory
Inject markdown image syntax into the MDX file
All in one PR branch per article
MDX Injection Example (real)
Some paragraph text explaining the architecture...
*The orchestrator dispatches tasks based on domain ownership — each agent handles its specialty independently.*
The key insight here is that...
No Build-Time Optimization (yet)
Images served as-is from public/ (Vercel CDN handles caching/compression)
WebP at quality 85 is the optimization — do it at generation time
Future: may add Astro <Image> component or Vercel Image Optimization
