Optimizes forecaster hyperparameters using grid search, random search, or Bayesian search (Optuna). Covers single-series and multi-series search, cross-validation configuration, and search space definition. Use when the user wants to find the best model configuration.
RenoDX workflow for setting up or resuming game mod development with Clang debug builds, DevKit, MCP bridge, ReShade game-folder links, live shader paths, per-game addon scaffolds, metadata, shader dump/decompile baselines, and verification. Use when starting a new src/games/{game} mod, continuing game-specific addon work, configuring DevKit for a game, or turning DevKit findings into a real mod.
Nonlinear optimization with CasADi and IPOPT solver. Use when building and solving NLP problems: defining symbolic variables, adding nonlinear constraints, setting solver options, handling multiple initializations, and extracting solutions. Covers power systems optimization patterns including per-unit scaling and complex number formulations.
Use this skill when converting natural language flight commands into waypoints and timing for a drone simulator. Covers parsing commands like "Take off to X m height in Y seconds", "Hover at X m height for Y seconds", "Fly from (x,y,z) to (x',y',z') in T seconds", and "Land from X m height in Y seconds" into structured (4×n) waypoint arrays and segment mode lists.
A toolkit for fuzzy string matching and data reconciliation. Useful for matching entity names (companies, people) across different datasets where spelling variations, typos, or formatting differences exist.
Work with the Membrane multimedia streaming framework in Elixir. Use this skill whenever the user is building or debugging Membrane pipelines, writing custom Elements, Bins, or Filters, connecting pads, implementing callbacks, handling stream formats or EOS, or asking about Membrane architecture. Trigger on any mention of membrane_core, membrane, membrane framework, Membrane.Pipeline, Membrane.Sink, Membrane.Source, Membrane.Filter, Membrane.Endpoint, Membrane.Bin, Membrane.Pad, or multimedia streaming in an Elixir context — even if the user doesn't say "Membrane" explicitly but is clearly working on this codebase.