shorted.com.au

Diagnose and fix Shorted web performance (Core Web Vitals, bundle size, Lighthouse/PageSpeed) and keep it from regressing. Use when a PageSpeed/Lighthouse report comes in, LCP/TBT/CLS is high, the JS bundle grows, images are heavy, or someone asks to "make the site faster" / "improve the score".

Operate and improve the Shorted weekly/monthly/yearly short-selling report pipeline — run the generator, iterate on prompts safely, debug quality-gate failures, extend the data snapshot, and keep the generator↔proto JSON contract intact. Use when generating/regenerating reports, tuning report prompts, adding fields to the report snapshot, or debugging /reports pages.

Operate and improve the Shorted investigative newsroom — generate, validate, publish, and iterate on MDX editorial takes. Use when running newsroom-daily/preview, regenerating images, fixing article quality, extending the MDX component palette, or debugging duplicates in the wire feed.

Compose and post full-stack social posts to @shorted___ on X — text + X-card link preview + generated infographic. Wraps the Twitter bot, /api/og/twitter PNG endpoint, and /news/[slug] editorial pages. Use when the user says "post a tweet", "tweet today's shorts", "share to X", "social post", "compose a tweet about $TICKER", or "/social-post".

Add new Connect-RPC API endpoints to the shorts backend. Use when creating new API methods, defining protobuf services, or implementing backend handlers.

Manage data population and synchronization for ASIC short data and stock prices. Use when populating the database, syncing data, or troubleshooting data issues.

Create and manage PostgreSQL database migrations. Use when adding tables, columns, indexes, or modifying the database schema.

Debug common issues in the Shorted project. Use when troubleshooting errors, fixing bugs, or diagnosing problems with the backend, frontend, or database.

Create distinctive, award-winning UI that avoids generic "AI slop" aesthetics. Use when building new pages, components, or features that need to be visually striking and memorable. Triggers on "beautiful UI", "stunning design", "award-winning", "aesthetic", "stylish interface".

Create React components following Shorted project patterns. Use when building UI components, pages, or features in the Next.js frontend.

Run and write tests for the Shorted project. Use when running tests, writing unit tests, integration tests, or E2E tests.