Data Science & ML Agent Skills

Advanced Excel & Spreadsheet Automation

Automates professional spreadsheet creation, data analysis, and financial modeling with a focus on formula-driven logic.

Hopf Dynamical Systems

Analyzes and models Hopf bifurcations to identify transitions from equilibrium to limit cycles in complex dynamical systems.

Dynamical Systems Synchronization

Analyzes and implements convergence patterns in coupled dynamical systems for complex mathematical modeling.

Glass Hopping Navigation

Navigates complex conceptual possibility spaces using type-theoretic bridge transitions and ordered locale structures.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and memory distillation for AI agents using the AgentDB vector engine.

DRIVER Finance & Quant Workflow

Implements the DRIVER methodology for research-driven, collaborative finance and quantitative tool development.

Local Model Fine-Tuning Pipeline

Automates the creation of high-quality training datasets from Claude conversation history and local skill files to fine-tune LLMs using MLX on Apple Silicon.

AgentDB Learning Plugins

Integrate 9 reinforcement learning algorithms to build self-improving AI agents that learn from experience and optimize behavior autonomously.

Swarm Orchestration

Orchestrates multi-agent AI swarms for parallel task execution and dynamic coordination using the agentic-flow framework.

Jacobian Linearization

Analyzes dynamical systems using partial derivative matrices to linearize complex flows and evaluate local stability.

Delta Derivation

Extracts and verifies information deltas between Claude.ai conversation exports using categorical morphisms and bisimulation.

HyJAX Relational Thread Analysis

Analyzes conversation threads and concept networks using advanced relational thinking and ACSet modeling.

QRI Valence & Qualia Computing

Implements the Symmetry Theory of Valence (STV) to analyze, map, and optimize phenomenal states through topological mathematical models.

Knowledge Base Builder

Creates and optimizes elizaOS knowledge bases using RAG, smart chunking strategies, and semantic search integration.

Hyperbolicity Analysis

Analyzes and implements robust dynamical systems by ensuring stable equilibria through eigenvalue placement.

Local Compositionality Gadget

Manages ergodic local updates using Blume-Capel dynamics and GF(3) conservation for topological graph rewriting.

Plurigrid ASI Integrated

Orchestrates a topological system of specialized skills using category theory, ternary logic, and autonomous synthesis protocols.

Browser History ACSet

Transforms multi-browser history into a unified categorical structure for behavioral analysis and cross-language data consistency.

TrueALIFE: Self-Indexing Automata

Implements self-indexing automata and metabolic computational patterns at the edge of chaos using GF(3) logic.

Structural Stability Analysis

Analyzes the robustness of qualitative dynamics in complex systems to ensure stability under perturbations.

Ultrametric Distance Metrics

Computes non-Archimedean distance metrics for hierarchical clustering, p-adic analysis, and version control ancestry.

Persistent Homology Analyzer

Analyzes code structure using topological data analysis to identify stable features and structural vulnerabilities across complexity levels.

Phase Space Transformation

Implements coordinate changes that preserve system dynamics within complex dynamical systems and manifolds.

SplitMixTernary Opine

Generates deterministic, triadic opinions on propositions using a SplitMix64-based hashing algorithm for algorithmic hyperrealpolitik.

Ordered Locale Fanout

Orchestrates triadic parallel agent dispatch using ordered locale theory and deterministic seeding for balanced AI workflows.

LaSalle Invariance Analysis

Analyzes dynamical systems using the LaSalle Invariance Principle to determine asymptotic stability and long-term qualitative behavior.

Gay Monte Carlo Measurements

Performs deterministic, color-coded Monte Carlo uncertainty propagation and gamut-aware probability distribution analysis.

Stable Manifold Analysis

Analyzes dynamical systems to identify and model manifolds of points converging toward equilibrium states.

CatSharp Sonification

Sonifies Galois Field color streams and code execution flows using mathematical music theory and categorical structures.

Harmonic Centrality Transport

Facilitates topological transport of data structures using harmonic centrality and GF(3) Galois actions for conserved graph-based operations.