MLOps

minimax-h3-fast-master

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

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

Russ534

"W&B: log ML experiments, sweeps, model registry, dashboards."

algorithm-designer

Data-Wise

Design and document statistical algorithms with pseudocode and complexity analysis

frontend-patterns

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

Data-Wise

DAG and potential outcomes frameworks for causal mediation identification

arcgis-3d-layers

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

Data-Wise

M-estimation, influence functions, and semiparametric efficiency theory for causal inference

cross-disciplinary-ideation

Data-Wise

Field connection mapping and systematic ideation for method transfer

ollama-launch

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

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

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

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

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

luisschmitzheadline

creating-financial-models

luisschmitzheadline

This skill provides an advanced financial modeling suite with DCF analysis, sensitivity testing, Monte Carlo simulations, and scenario planning for investment decisions

forecast

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

luisschmitzheadline

This skill should be used when the user asks to "create financial

financial-model-architect

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

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

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

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

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.

plg-mental-models

SkeneTechnologies

When the user needs mental models or frameworks for PLG decisions -- including product-channel fit, time-to-value, network effects, habit loops, or pricing psychology. Also use when the user asks "what framework should I use," "how should I think about this," or references a specific model like "adjacent user theory" or "bowling alley framework." For comprehensive PLG strategy, see plg-strategy. For growth loops, see growth-loops.