Data Science & ML Agent Skills

Cognitive Surrogate System

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

Bmorphism Diagrams

Interleaves context-aware Mermaid diagrams into interactions using GF(3) triadic selection logic.

Known Motif Enrichment Analysis

Identifies enriched transcription factor binding motifs in genomic regions or gene lists using the HOMER bioinformatics suite.

Quantum Music Composition

Bridges classical music theory with quantum computing to compose and perform algorithmic music using quantum circuits and ZX-calculus.

SICMUtils (Emmy) Physics Math

Provides a powerful Clojure environment for symbolic mathematics, automatic differentiation, and computational classical mechanics.

Criticality Detector

Detects phase transitions and classifies dynamical system states using fixed-point distance measurements and self-loop closure verification.

JaxLife Open-Ended Simulator

Implements high-performance JAX-based agentic simulations to model emergent behaviors, tool use, and open-ended cultural evolution.

World Hopping Logic

Navigates complex mathematical and ontological possibility spaces using Badiou-inspired event logic and Kripke semantics.

Kinetic Block Orchestrator

Orchestrates complex AI behaviors using a tripartite framework of hierarchical stratification, compositional fabrication, and mathematical conservation.

Levin-Levity: Algorithmic Complexity & WEV

Balances algorithmic complexity with exploratory game theory to optimize proof discovery and extract World Extractable Value (WEV).

Categorical World Rewriting (Triad 4)

Orchestrates complex world-state transformations using categorical rewriting, graph grafting, and formal semantic verification.

Condensed Analytic Stacks

Bridges Scholze-Clausen condensed mathematics and analytic stacks to sheaf neural networks via 6-functor formalisms.

Unworld Pattern Generator

Generates deterministic behavioral patterns using seed chaining and GF(3) conservation laws as a high-speed alternative to temporal training.

Databricks Feature Engineering

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

Specter ACSet Navigation

Provides high-performance bidirectional data navigation and transformation for Julia collections, S-expressions, and ACSets.

MLflow Experiment Tracking

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

Track Generation

Generates normalized BigWig signal tracks from BAM files for ATAC-seq and ChIP-seq visualization.

Directed Interval Logic

Axiomatizes the directed interval 0 → 1 to model irreversible processes and time-directed homotopy in synthetic infinity-categories.

World Hopping: Topological Navigation

Navigates complex state spaces and possible worlds using Badiou-inspired ontology and triangle inequality constraints.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and experience replay for AI agents using AgentDB's ultra-fast vector storage.

Saddle-Node Dynamics

Analyzes and implements saddle-node bifurcations for modeling qualitative changes in dynamical systems and equilibrium pairs.

Abductive Inference REPL

Facilitates exploratory abductive reasoning and hypothesis testing through interactive REPL environments.

Qualitative Research Framework

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

ML Monitoring for Databricks

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

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.

Databricks Delta Live Tables

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

Creating Data Visualizations

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

HyThermal Dynamics

Models and explores concept networks using relational ACSet structures and Langevin thermal dynamics for deep semantic analysis.

Risk of Bias Assessment

Evaluates methodological quality and potential bias in research studies using standardized frameworks like RoB 2 and ROBINS-I.