Data Science & ML Agent Skills

Data Science Implementation (Output-First)

Enforces a strict output-first verification protocol for data science and machine learning implementation tasks.

RLM Project Assistant

Orchestrates Recursive Language Models (RLM) to process and analyze massive datasets and files exceeding 10MB using Rust and WASM.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

LangChain Architecture

Designs and implements sophisticated LLM applications using the LangChain framework for complex AI workflows.

Google Gemini File Search

Implements fully managed Retrieval-Augmented Generation (RAG) using the Google Gemini File Search API for advanced document Q&A.

Excel & Spreadsheet Mastery

Automates the creation, editing, and analysis of professional Excel workbooks with formula persistence and financial modeling standards.

MATLAB & Octave Scientific Computing

Performs complex numerical analysis and scientific computing using MATLAB and GNU Octave syntax for matrix operations and data visualization.

Amazon Bedrock Inference

Integrates Amazon Bedrock Runtime APIs for unified model inference, streaming, and safety guardrails across multiple foundation models.

RAG Implementation Pro

Builds robust Retrieval-Augmented Generation (RAG) systems to ground LLM applications with external knowledge and proprietary data.

RAG System Implementation

Build robust Retrieval-Augmented Generation systems using vector databases and semantic search patterns to ground LLM responses in factual data.

xAI Financial Sentiment Integration

Integrates real-time xAI Grok sentiment with professional financial data APIs for comprehensive market and sentiment analysis.

RAG Systems Implementation

Implements advanced Retrieval-Augmented Generation (RAG) architectures using vector databases and semantic search to ground LLM responses in external knowledge.

AI Agent Architect

Architects and implements autonomous AI agent systems using sophisticated planning, memory, and tool-integration strategies.

Morgus Research & Deep Analysis

Conducts systematic, high-rigor research and data synthesis to transform raw information into actionable insights and structured reports.

xAI Financial Intelligence & Data Integration

Integrates real-time xAI Grok sentiment with major financial APIs to provide a holistic view of market trends, price action, and fundamental health.

Deep Research

Produces comprehensive, well-sourced research reports using an iterative diffusion-based refinement methodology.

Semantik Plugin Development

Builds custom plugins for the Semantik search engine to handle document ingestion, embeddings, and AI-powered reranking.

Climpt Agent Scaffolder

Automates the creation of standardized Climpt agent directories and configuration files to accelerate AI agent development.

AI Training Diagnostics

Diagnoses and fixes machine learning training issues including loss plateaus, gradient instabilities, and convergence failures.

Auto-Claude Memory System

Implements a persistent knowledge graph memory system for Auto-Claude to retain context and learn patterns across development sessions.

C++ Anti-Slop for Rcpp

Optimizes Rcpp and C++ extensions by enforcing memory safety, const-correctness, and high-performance vectorized patterns.

Bayesian Survival Models

Implements robust Bayesian survival analysis models including Weibull and Cox-like piecewise hazards with censoring support.

Recipes Feature Engineering

Streamlines machine learning data preprocessing in R using standardized Tidymodels recipes patterns.

arXiv Daily Paper Reader

Automates the discovery and retrieval of the latest research papers from arXiv across multiple scientific categories.

Memory Manager

Persists project knowledge and error-solution patterns across autonomous coding sessions to prevent repetitive mistakes.

xAI Grok Model Selector

Simplifies the selection and optimization of xAI Grok models for development tasks through detailed capability and cost analysis.

Amazon Bedrock Knowledge Bases

Builds and manages fully managed RAG solutions using Amazon Bedrock for semantic search and document-based AI applications.

LLM Application Development

Builds robust AI-powered applications using advanced prompt engineering, RAG patterns, and multi-provider LLM integrations.

Memory System Architecture

Design and implement multi-layered memory architectures for AI agents to ensure long-term state persistence and entity consistency.

Memory Manager

Persists learned solutions and error patterns across autonomous coding sessions to create a self-healing development environment.