Data Science & ML Agent Skills

Sheaf Laplacian Coordination

Coordinates multi-agent systems and graph neural networks using sheaf Laplacians for distributed consensus and harmonic inference.

CatColab Stock-and-Flow Modeling

Generates mass-action ODEs and dynamic simulations for epidemiological and ecological systems using stock-and-flow diagrams.

Unworld Derivational Logic

Replaces temporal sequencing with deterministic seed-chaining and color derivations for verifiable state transitions.

Möbius Inversion & Combinatorics

Implements Möbius inversion on posets and lattices to solve complex combinatorial problems, graph coloring, and centrality analysis.

Glass Bead Game Synthesis Engine

Enables interdisciplinary synthesis across mathematics, music, and philosophy using structural morphisms and ontological world-hopping.

CatColab Causal Loop Systems Dynamics

Models complex feedback systems and strategic dynamics using reinforcing and balancing loops with Lotka-Volterra semantics.

Ihara Zeta Graph Analysis

Analyzes graph topology using the Ihara zeta function and non-backtracking spectral methods to identify prime cycles and community structures.

GAP Computational Algebra

Generates group-theoretic structures and computational algebraic objects for the Plurigrid ASI ecosystem.

Spectral Methods Analysis

Performs frequency-domain decomposition and graph Laplacian analysis for complex signal and topological structures.

System 2 Attention

Enhances AI reasoning by implementing two-stage deliberate attention mechanisms to filter context and reduce sycophancy.

Spectral Random Walker

Analyzes mathematical theorem dependencies using spectral random walks to discover comprehension neighborhoods and proof patterns.

Whisper Expert

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

Triad Interleave

Interleaves three deterministic color streams into balanced schedules for parallel execution and evaluation.

Ihara Zeta Graph Analysis

Analyzes graph structures using the Ihara zeta function, non-backtracking walks, and spectral clustering techniques.

Vector Database Expert

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

Audio Fingerprint Expert

Identifies and matches audio content through advanced fingerprinting techniques for music recognition and automated segment detection.

AI Integration Expert

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

AssemblyAI Transcription & Audio Intelligence

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

CatColab Regulatory Networks

Models molecular biology gene regulatory networks using signed graphs for activation and inhibition logic.

de Rham Cohomology for Signal Manifolds

Implements differential forms and exterior calculus on signal manifolds to bridge differential geometry and topological data analysis.

Mem0 Expert

Integrates a persistent AI memory layer to manage user preferences and conversation context across multiple sessions.

Infinity Categories Framework

Implements higher category theory and simplicial sets to provide a universal framework for homotopy-coherent signal processing and BCI modeling.

Topos Model Generator

Generates sheaf-theoretic models and verifies logical propositions using Kripke-Joyal forcing semantics.

Deepgram Transcription Expert

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

ASI Polynomial Operads

Implements advanced category theory frameworks to build compositional, causal, and explainable intelligence systems using polynomial functors and operads.

Context Window Expert

Optimizes LLM context usage through advanced token management, semantic chunking, and intelligent prompt compression.

Operad Compose

Facilitates structured generation and algebraic modeling using colored operad composition.

Letta AI Agent Architect

Builds and manages stateful AI agents with long-term memory and persistent context using the Letta (MemGPT) framework.

Glif AI Workflow Expert

Builds and integrates sophisticated AI workflows using the Glif platform for automated content and image generation.

Möbius Path Filtering

Eliminates invalid and self-revisiting navigation paths in complex data structures using non-orientable topological constraints.