Data Science & ML Agent Skills

Bazi Chart Engine

Generates professional Bazi (Four Pillars of Destiny) charts with solar time correction and elemental analysis using Python.

Gemini Web AI & Image Generator

Integrates Google Gemini Web for high-quality image generation and persistent text conversations within Claude Code.

Da Liu Ren Divination Logic

Powers traditional Chinese divination logic to provide structured decision-making signals based on classical Da Liu Ren texts.

AI Context Engineering & Optimization

Optimizes LLM agent performance by managing token density, memory architectures, and context window efficiency.

Aristotle Mathematical Prover

Formalizes natural language mathematical questions into Lean 4 and verifies them using the Harmonic Aristotle prover API.

Tournament Forecasting

Implements structured competitive prediction frameworks using Brier scores and systematic debiasing to enhance organizational forecasting accuracy.

AI Multimodal Processing

Integrates Google Gemini's multimodal capabilities to process, analyze, and generate audio, video, images, and documents within Claude Code.

Survivorship Bias Thinking Pattern

Enables Claude to identify and mitigate logical errors caused by focusing on visible successes while ignoring hidden failures.

Regression to the Mean Thinking Pattern

Enhances decision-making by identifying statistical reversion in performance data and preventing false causal interpretations.

Academic Paper Finder

Streamlines academic literature reviews by discovering, ranking, and processing research papers from top scientific venues.

Research Paper Finder

Discovers, prioritizes, and manages academic research papers for systematic literature reviews and methodology research.

Paper Finder

Streamlines academic literature review and research paper discovery with automated prioritization and screening workflows.

ctrlsys Control Theory & Systems Engineering

Simplifies the design and analysis of complex control systems using the C11-based ctrlsys library.

Knowledge Synthesis

Synthesizes multi-source information into structured knowledge, generating comprehensive reports, summaries, and knowledge graphs with automated contradiction resolution.

Fitness Landscapes Thinking Pattern

Analyzes complex optimization problems using evolutionary landscape metaphors to identify local traps and global optima.

ML Feature Engineering

Generates and optimizes high-impact features from raw datasets to boost machine learning model performance.

Agent Data Processor

Processes and prepares data files for AI agent testing and deployment workflows.

Agent-Based Modeling Simulation

Simulates complex systems from the bottom-up by defining simple rules for individual agents to observe emergent collective patterns.

Whisper Audio Transcriber

Converts audio and video files into text transcripts with word-level timestamps using WhisperX.

Lebanon Market Gap Analyzer

Analyzes Lebanese market gaps using Ridge Regression to recommend optimal locations for new business branches based on demographic and competitor data.

LLM Arena CLI

Runs the interactive LLM Arena in the terminal to compare AI model outputs with high-quality markdown rendering.

Base Rate Analysis

Combats decision-making bias by anchoring probability assessments on statistical baseline frequencies before incorporating specific case details.

Data Labeling Patterns

Implements expert annotation pipeline designs, quality assurance protocols, and scalable labeling systems for machine learning workflows.

MLflow Integration Patterns

Implements professional MLflow patterns for experiment tracking, model registry management, and reproducible ML pipelines.

Feature Engineering Patterns

Transforms raw data into optimized features to improve machine learning model performance and predictive accuracy.

BioLM Protocol Creator

Generates valid BioLM Protocol YAML files for protein engineering and bioinformatics pipelines.

Academic Paper Writer

Transforms experimental results into publication-ready LaTeX academic papers following professional research standards and style guides.

OctoMesh Pipeline Expert

Architects and debugs complex OctoMesh ETL pipelines using YAML-defined data flows and transformations.

Streaming Inference

Implements real-time machine learning architectures for processing unbounded data streams with sub-100ms prediction latency.

Nexus Knowledge Graph

Manages complex relationships and structured data entities across multiple domains using GraphRAG memory.