ML Ops
Machine learning operations
minimax-h3-max
by RobZombAI
Baseline high-fidelity guide and execution toolkit for MiniMax H3-Max video generation, SGLang miles RL + LoRA SFT training, PDD 6-step/8-step high-fidelity inference, and Apple Silicon Metal 4 NAX native acceleration. Activate whenever the user mentions MiniMax H3, H3-Max, Hailuo 3, SGLang miles, or asks for high-fidelity 6-step/8-step cinematic video generation with synchronized 48 kHz audio.
minimax-h3-fast-master
by RobZombAI
Champion gold execution toolkit for MiniMax H3 / H3-Max Fast Master ultra-photorealistic video generation on Apple Silicon M5 Max (128GB Unified Memory). Combines 8-step / 5-step exact DPM++ 2M Trailing Flow, 50 full layers, dynamic int8 FC2 quantization, single-chunk and multi-chunk causal temporal lattice (T = 17n + 5), and zero-loss optical macro definition.
fine-tuning-data-generator
by markpitt
Generates comprehensive synthetic fine-tuning datasets in ChatML format (JSONL) for use with Unsloth, Axolotl, and similar training frameworks. Gathers requirements, creates datasets with diverse examples, validates quality, and provides framework integration guidance.
weights-and-biases
by Russ534
"W&B: log ML experiments, sweeps, model registry, dashboards."
algorithm-designer
by Data-Wise
Design and document statistical algorithms with pseudocode and complexity analysis
frontend-patterns
by RoleModel
Frontend patterns for Rails applications using Slim templates, Stimulus JavaScript framework, CSS with Optics utilities. Use when building views, adding interactivity, styling components, or when the user mentions Slim, Stimulus, JavaScript, CSS, or frontend development.
identification-theory
by Data-Wise
DAG and potential outcomes frameworks for causal mediation identification
arcgis-3d-layers
by SaschaBrunnerCH
3D layer types including VoxelLayer, PointCloudLayer, IntegratedMeshLayer, glTF model imports, and 3D analysis components. Use for volumetric data, LiDAR visualization, and immersive 3D experiences.
asymptotic-theory
by Data-Wise
M-estimation, influence functions, and semiparametric efficiency theory for causal inference
cross-disciplinary-ideation
by Data-Wise
Field connection mapping and systematic ideation for method transfer
ollama-launch
by richfrem
Start and verify the local Ollama LLM server. Use when Ollama is needed for RLM distillation, seal snapshots, embeddings, or any local LLM inference — and it's not already running. Checks if Ollama is running, starts it if not, and verifies the health endpoint.
open3d-skill
by darellchua2
Open3D 3D data processing — point clouds (filtering, registration, FPFH, RANSAC, ICP), mesh operations, TSDF reconstruction, visualization, Open3D-ML, RGBD/Kinect/RealSense. Version detection first.
roi-calculator
by luisschmitzheadline
Build an ROI calculator or value model for deals. Inputs: cost savings, efficiency gains, revenue impact. Output: ROI %, payback period, value summary. Trigger with "create ROI calculator for [deal/segment]", "value model for [product]", or use the /create-roi-calculator command.
pricing-strategist
by luisschmitzheadline
Builds comprehensive pricing strategies by reading business context and asking targeted questions interactively. Use when user needs pricing plans, tier structures, price points, pricing model recommendations, or any pricing-related strategy for their product or service.
startup-go-to-market
by luisschmitzheadline
Use when designing go-to-market strategy, selecting GTM motion (PLG/sales-led), defining ICP, planning product launches, or implementing AI-powered GTM automation. Covers channel selection, growth loops, RevOps alignment, and market entry execution.
Business Model Frameworks
by luisschmitzheadline
creating-financial-models
by luisschmitzheadline
This skill provides an advanced financial modeling suite with DCF analysis, sensitivity testing, Monte Carlo simulations, and scenario planning for investment decisions
forecast
by luisschmitzheadline
Generate weighted sales forecasts with best/likely/worst scenarios, commit vs. upside breakdown, and gap analysis. Works standalone with CSV or pasted pipeline; supercharged when you connect CRM. Trigger with "forecast my pipeline", "weighted forecast for this quarter", or use the /forecast command.
startup-financial-modeling
by luisschmitzheadline
This skill should be used when the user asks to "create financial
financial-model-architect
by luisschmitzheadline
Build comprehensive 3-5 year financial models projecting revenue, expenses, headcount, cash flow, and runway. Model unit economics, scenario planning, and path to profitability. Generate investor-ready HTML reports with detailed projections and charts.
pricing-strategy-architect
by luisschmitzheadline
Value-based pricing framework with Van Westendorp PSM analysis. Designs tier structure, packaging strategy, and unit economics. Produces comprehensive pricing strategy with Good-Better-Best model, competitive positioning, and implementation roadmap.
Apple Foundation Models
by Eyadkelleh
Use this skill when working with Apple's Foundation Models framework for on-device AI and LLM capabilities in iOS/macOS apps
growth-modeling
by SkeneTechnologies
When the user wants to build quantitative growth models -- including loop-based models, sensitivity analysis, revenue forecasting, or unit economics. Also use when the user says "growth forecast," "revenue model," "CAC LTV," "growth projections," or "financial model." For growth loops, see growth-loops. For PLG metrics, see plg-metrics.
plg-strategy
by SkeneTechnologies
When the user wants to assess PLG readiness, design a product-led growth strategy, choose between freemium and free trial, evaluate PLG maturity, or plan a hybrid PLG + sales model. Also use when the user says "should we do PLG," "PLG vs sales-led," "growth motions," "PLG audit," or "go-to-market strategy." For specific mental models, see plg-mental-models. For growth loop design, see growth-loops.