Playwright + AI Brain
Human pace typing, randomized waits, and 4-tier AI decision engine for smart automation.
Automated Higgsfield pipelines
Generate cinematic shots with agent-grade reliability.
XSpace Runner wraps the Higgsfield.ai studio with Playwright flows that feel human, recover from UI drifts, and keep every generation observable.
6+
resiliency layers
∞
prompt variations
1
single command launch
Status · Ready
npm run generate
✔ Session verified
✔ Selectors patched
… Shot queue loaded
Stateful retries
Prompt patching softens prompts, then hardens quality when Higgsfield throttles.
Config driven
Models, profiles, and shotlists live in JSON so creative teams can own updates.
Deep observability
Every click, screenshot, and error funnels into logs/ for audits.
Workflow
From login capture to final render.
Capture session
Run npm run login, authenticate once, and persist cookies.
Verify selectors
Dry-run with npm run verify-session or --dry-run.
Queue shots
Edit shotlist.json, ranking priorities, tags, and profiles.
Ship assets
Run npm run generate for hands-free execution and download.
Config highlights
Dial in results without touching code.
Shot blueprint
{
"id": "hero_image_001",
"type": "image",
"modelId": "img_realistic_v1",
"profileId": "premium_quality",
"settings": { "aspectRatio": "16:9" }
}
Profile preset
{
"premium_quality": {
"qualityLevel": "high",
"upscale": true,
"negativePrompt": "blurry, low quality"
}
}
Selector playbook
Regenerate selectors with Playwright codegen, paste them into
ui/selectors.js, and rerun --dry-run to confirm.
Ready?
Bring cinematic generation into your pipeline.
Start the server, use the AI dashboard, and connect your preferred schedulers or job queues on top of XSpace Runner.