Build or improve multimodal meeting copilots that watch the screen, listen to audio, use Railtracks for agent workflows, and use Assistant UI for live chat.

Do a quick UI polish pass on a component or page to make it look more professional. Use when the user says "make this look better", "polish the UI", "it looks ugly", or right before a demo.

Build AI-powered room styling apps with Gemini vision + image generation, Unkey rate limiting, Assistant UI chat components, and Next.js App Router

Work on the liquor_store_agentic_monitor hackathon demo — agentic multimodal retail POS monitoring (mock CV/ASR + POS fusion), Streamlit UI, policy tuning, segments JSON, webhooks, deploy.

Packages a locally created Claude skill for publishing to Shipables. Give it a path to your skill directory and it will read the SKILL.md, generate a shipables.json, bundle everything into a .tar.gz archive in /tmp/, and tell you exactly where to find it — ready to drag and drop into the Shipables upload UI. Trigger this skill whenever the user wants to publish, package, upload, or ship a skill to Shipables, or when they say things like "package my skill", "get my skill ready to publish", "prepare skill for shipables", or "create archive for my skill".

Develops and operates the Nexus research cockpit: FastAPI + TinyFish live agent, Redis streams/pub-sub, WunderGraph Cosmo GraphQL subscriptions, React D3 graph. Use when editing Nexus, sessions, tinyfish_runner, discovery, final report, normalization, embeddings, or graph UI.