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.
Iteratively optimize thermal designs by solving 2D heat equations (Poisson PDE). Parameterize heat source placement and material conductivity, simulate temperature distributions, evaluate performance metrics, and propose improvements autonomously. Use when the user asks to design, optimize, or analyze heat sinks, thermal layouts, cooling systems, or any steady-state thermal problem on a 2D domain.
Video intelligence with Q-learning — analyze sales calls with 3-channel Gemini multimodal analysis, store insights in Qdrant with Q-learning feedback