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Full Project Integrity Check
Data & AI
Run a two-phase project integrity check covering pipeline scripts, data files, directories, and manuscript references.
Autonomous Feature Engineering Experiment
Data & AI
Run an autonomous feature engineering experiment loop to improve the statcast-gbm model by analyzing residuals, generating hypotheses, and testing candidates.
D3.js Visualization
Data & AI
Create interactive data visualizations with D3.js. Use for custom charts, network diagrams, geographic visualizations, and SVG-based graphics.
Azure AI Transcription SDK for Python
Data & AI
Azure AI speech-to-text SDK for Python with real-time and batch transcription, timestamps, and diarization.
DSPy: Declarative LM Programming
Data & AI
Use DSPy to build and optimize language model programs declaratively, with automatic prompt optimization and support for RAG and agents.
Motivia AI Model Management
Data & AI
Manages Motivia AI models. Allows adding a new model (update utils/ai-model.tsx) or a new API provider (install SDK, update Prisma schema, create icon, add to registry). Useful for configuring generation options and cost display.
Distributed Training with PyTorch FSDP
Data & AI
Expert guidance for distributed training with PyTorch FSDP: parameter sharding, mixed precision, CPU offloading, FSDP2.
D3.js Visualization
Data & AI
Create interactive data visualizations using D3.js: charts, network diagrams, maps, and custom SVG graphics.
Earnings Prediction
Data & AI
Predicts stock direction and magnitude at earnings release using point-in-time data only. Implements PIT filtering architecture to prevent data contamination from post-filing market reactions.
Research Agent
Data & AI
Research agent that finds, evaluates, and synthesizes information, distinguishing peer-reviewed sources.
Generate Statistical Tables
Data & AI
Create publication-ready statistical tables in R using gt, kableExtra, or flextable. Covers descriptive stats, regression results, ANOVA, correlation matrices, and APA style.
Firecrawl Web Skill
Data & AI
Fetch web content, take screenshots, extract structured data, search the web, and crawl documentation sites using Firecrawl.