Data Science & ML Agent Skills

Safe Rewriting Advisor

Optimizes complex graph structures by identifying and removing redundant dependencies while maintaining critical spectral connectivity.

World Hopping: Possible World Navigator

Navigates complex mathematical and philosophical state spaces using Badiou’s event ontology and modal logic constraints.

Three-Match SAT Solver Gadgets

Implements 3-SAT reductions via colored subgraph isomorphism and non-backtracking geodesics for topological computing.

Triad Interleave Scheduler

Generates balanced execution schedules by interleaving three deterministic color streams for parallel tasks and simulations.

Geiser Chicken Scheme Topological Tools

Integrates Chicken Scheme with Geiser to provide graph 3-coloring, collaborative S-expression patterns, and Penrose diagram generation.

Epistemic Arbitrage Synthesis

Facilitates cross-domain knowledge transfer using propagator networks and deterministic parallel processing.

CIDER Semantic Embedding

Enhances Clojure development with semantic code navigation and similarity search using vector embeddings.

CIDER Semantic Code Embedding

Enhances Clojure development by providing semantic code navigation and similarity search via CIDER embeddings.

Epistemic Arbitrage Engine

Facilitates cross-domain knowledge synthesis using propagator-based networks to bridge conceptual gaps between different fields of study.

Rezk Types & Local Univalence

Implements and reasons about complete Segal spaces and local univalence within synthetic ∞-category theory.

Gtars Genomic Analysis Toolkit

Performs high-performance genomic interval analysis, coverage generation, and machine learning preprocessing using Rust and Python.

PyHealth Clinical AI Toolkit

Builds, tests, and deploys specialized machine learning models for healthcare applications using clinical data and electronic health records.

AlphaFold Structure Database

Accesses and analyzes over 200 million AI-predicted protein structures from the AlphaFold database for structural biology and drug discovery.

Map Projection & Spatial Topology

Analyzes and implements geographic map projections using category theory and manifold distortion metrics.

Network Influence & Propagation

Analyzes social network dynamics and traces the diffusion of ideas using advanced topological math and cellular sheaf structures.

Bayesian Reasoning

Updates beliefs systematically based on new evidence using probabilistic reasoning and Bayes' Theorem.

Entropy Sequencer

Reorders interaction sequences using entropy-based interleaving to maximize information gain and accelerate pattern learning.

Entropy Sequencer

Optimizes interaction sequences using information theory to maximize learning efficiency and pattern recognition.

Multi-LLM Consult

Consults external AI models like Gemini and OpenAI to provide second opinions, code reviews, and alternative implementation plans.

Multi-LLM Consultant

Consults external LLMs like Gemini, OpenAI, and Qwen to provide second opinions, code reviews, and alternative implementation plans.

Abductive REPL

Facilitates exploratory abductive inference through iterative hypothesis-test loops within a multi-language REPL environment.

Replicate API Expert

Integrates over 600 specialized AI models for image, video, and audio generation into your development workflow using the unified Replicate API.

AssemblyAI Transcription & Audio Intelligence

Integrates AssemblyAI for cost-effective transcription, sentiment analysis, and PII redaction within your development workflow.

Deepgram Transcription Expert

Integrates enterprise-grade real-time speech-to-text, speaker diarization, and low-latency audio processing into development workflows.

Whisper Expert

Enables high-accuracy speech-to-text transcription and audio processing using OpenAI's Whisper models.

Vector Database Expert

Guides the selection, implementation, and optimization of vector databases like Pinecone, Weaviate, Chroma, and Qdrant for RAG-based AI applications.

Kolmogorov Complexity & Compression

Measures and optimizes data complexity by finding the shortest program representation to evaluate intelligence and algorithmic efficiency.

Transcription Expert

Streamlines audio and video transcription workflows by providing implementation patterns and comparative analysis for Whisper, Deepgram, and AssemblyAI.

Geodesic Manifold Geometry

Calculates geodesic paths, spherical trigonometry, and Riemannian manifold metrics for complex navigation and spatial modeling.

AI Integration Expert

Integrates sophisticated AI capabilities including multi-tier LLM fallbacks, on-device models, and local image generation.