Open a creative mind on the current context and invent a leap the user did not know to ask for — a feature, protocol, CLI, demo, architecture, product move, prose, experiment, or visual. Use when they run /awe-me or /inspire-me, say “awe me” or “inspire me”,…
Design, power, run, and analyze statistically valid A/B/N product experiments (sample size, duration, SRM, sequential monitoring, multiple comparisons). Use when pre-registering a test or reading out a controlled split. Not for event instrumentation, funnel…
Runs Astropy BoxLeastSquares (BLS) on photometric time series: autopower/power grids, depth SNR, odd/even vetting. Use for periodic box-shaped transit dips or eclipsing binaries (Kovács 2002). Not for Transit Least Squares limb-darkened templates,…
Implements Erlang/OTP behaviors: gen_server, gen_statem, supervisor, and gen_event with typed callbacks and child_spec helpers. Use when writing OTP processes, supervision trees, or replacing raw spawn/receive. Not for Elixir GenServer/Phoenix, deprecated…
Extracts locational marginal prices (LMPs) as DC-OPF nodal-balance duals (CVXPY + CLARABEL/OSQP), plus reserve MCP. Use for nodal electricity prices, congestion, or transmission counterfactuals. Not for AC-OPF (voltage/Q), unsolved duals, inventory EOQ…
Models Google OR-Tools 9.9+ pickup-and-delivery (PDPTW, dial-a-ride, courier): AddPickupAndDelivery plus same-vehicle and precedence constraints. Use when each job is a coupled pickup/dropoff pair. Not for single-stop VRP, MIP subtour cuts…
Queries PubChem via PUG-REST or PubChemPy: name/CID/SMILES/InChI search, properties, similarity/substructure, bioactivity. Use for public compound lookups. Not for proprietary chemistry (use local RDKit), biomacromolecules (PDB), quantum jobs (Gaussian/ORCA),…
Operates Weaviate Cloud or self-hosted collections with weaviate-client v4: list/create, import, semantic/hybrid/keyword search, Query Agent. Use when the user names Weaviate. Not for local Chroma (chroma), Pinecone serverless (pinecone), or FAISS-only kNN.…