Data Science & ML Agent Skills

Sorting & Searching Algorithms

Implements production-grade sorting and searching algorithms with comprehensive complexity analysis and unit testing templates.

IES Triadic Reasoning

Implements a triadic framework balancing category theory, cybernetic agency, and phenomenological observation for complex system modeling.

Unworld Derivational Engine

Replaces temporal succession with deterministic seed-chaining to enable verifiable, frame-invariant state transitions.

Cognitive Surrogate System

Builds and validates high-fidelity psychological models to predict behaviors and generate authentic cognitive responses matching a subject's unique patterns.

Qualitative Research Framework

Implements a rigorous 6-phase framework for conducting and analyzing qualitative research with mandatory bias prevention and reproducible methodology.

Data Presentation & Reporting

Generates professional data-driven presentations and whitepapers using Marp and Pandoc with full citation support and reproducibility.

Interpreting Results

Guides rigorous, intellectually honest interpretation of data query results to ensure objective and actionable conclusions.

Creating Data Visualizations

Generates professional terminal-based and image-based data visualizations to enhance analytical insights and documentation.

AgentDB Vector Search

Implements high-performance semantic vector search and intelligent document retrieval for RAG systems and context-aware applications.

AgentDB Memory Patterns

Implements high-performance persistent memory and pattern learning for stateful AI agents using AgentDB.

RAG Research & Semantic Search

Optimizes document retrieval and semantic search workflows using RAG best practices, vector databases, and advanced chunking strategies.

Databricks Model Serving

Deploys and manages production-grade machine learning models on Databricks with support for A/B testing and auto-scaling.

Databricks Delta Live Tables

Build and manage declarative, self-healing data pipelines with built-in quality enforcement and automated lineage tracking.

ML Monitoring for Databricks

Implements automated model monitoring, drift detection, and performance tracking for production machine learning systems on Databricks.

MLflow Experiment Tracking

Optimizes machine learning workflows on Databricks by implementing structured MLflow experiment tracking and model governance patterns.

Databricks Feature Engineering

Streamlines the creation, management, and serving of scalable feature stores within the Databricks MLOps ecosystem.

EdgeVLA Robotics Skill

Standardizes robotics datasets and deploys edge-optimized vision-language-action models for embodied AI applications.

URDF to MJCF Converter

Converts URDF robot descriptions into MJCF format for high-performance MuJoCo and MJX physics simulations.

QuackBot Duckoid Robotics & Music

Builds and simulates a cost-efficient, wobbling robot that composes nonstandard musical scales through duck-like vocalizations.

KSIM Humanoid RL Training

Trains humanoid locomotion and manipulation policies using JAX-accelerated MuJoCo simulations and advanced RL algorithms.

Active Inference Robotics

Synthesizes Patrick Kenny's active inference framework with K-Scale's JAX/MuJoCo robotics stack for advanced predictive coding in robot locomotion.

K-Scale Robotics Ecosystem

Provides a unified framework for humanoid robot development, reinforcement learning training, and sim-to-real deployment.

K-Bot Humanoid Robotics

Provides hardware specifications, MuJoCo MJCF models, and deployment workflows for the K-Scale flagship humanoid robot platform.

Kinfer Runtime

Deploys trained Reinforcement Learning (RL) policies to real robots using high-performance Rust and ONNX Runtime.

Entropy Sim2Real Bridge

Bridges the gap between robotic simulations and real-world deployment using maximum entropy reinforcement learning and information-theoretic alignment.

MuJoCo Scene Builder

Composes complex 3D environments and terrains for robotic simulation and reinforcement learning training.

Topological Superintelligence (ASI)

Implements a compositional AI framework based on category theory and GF(3) triadic balance for deterministic, self-modifying agent architectures.

Zeroth Bot Robotics Platform

Facilitates the development, simulation, and control of 3D-printed humanoid robots for reinforcement learning research.

Polars Portfolio Backtester

Performs ultra-fast portfolio backtesting and trading strategy analysis using the Polars library.

LLM Apps Creator

Simplifies the creation of LLM-powered applications and autonomous agents using standardized LangChain implementation patterns.