Data Science & ML Agent Skills

Multi-Agent Architecture Patterns

Designs and implements robust multi-agent systems to overcome context limits and handle complex, parallelizable tasks.

Memory Systems for AI Agents

Design and implement advanced memory architectures to help AI agents persist state, maintain entity consistency, and reason over structured knowledge.

Context Degradation Diagnostic & Mitigation

Diagnoses and mitigates performance loss in AI agents by identifying patterns like lost-in-middle, context poisoning, and distraction.

Context Engineering Fundamentals

Master the mechanics, constraints, and optimization strategies of context within AI agent architectures to improve performance and reduce costs.

Remote Run Over SSH

Executes machine learning examples on remote GPU hosts via SSH by syncing minimal workspaces and launching Docker-based training scripts.

AI Memory Systems Architect

Design and implement sophisticated memory architectures for AI agents to maintain state, consistency, and long-term knowledge.

MLX Local Model Serving

Provides a unified local API for ASR, TTS, translation, and image generation optimized for Apple Silicon.

Prompt Forge

Transforms vague human intent into structured, production-ready prompt artifacts through iterative clarification.

Ontology Permissible Value Mapper

Maps LinkML enum permissible values to verified ontology terms and CURIEs using the Ontology Access Kit (OAK).

Pipeline Architecture & ETL Design

Implements robust pipes-and-filters architectures for complex ETL, media processing, and data transformation workloads.

Academic Peer Reviewer

Provides rigorous, PhD-level critiques of academic manuscripts and research methodologies to ensure high-impact scholarly standards.

LangChain TypeScript Initializer

Bootstraps a production-ready LangChain TypeScript project with optimal configuration for AI agents and LangGraph.

AutoML Pipeline Builder

Automates the end-to-end machine learning lifecycle including data preprocessing, model selection, and hyperparameter optimization.

ReasoningBank with AgentDB

Enhances AI agents with high-performance adaptive learning and vector-based experience replay to improve decision-making over time.

AgentDB Vector Search

Enables high-performance semantic vector search and intelligent document retrieval for RAG systems and knowledge bases.

ComfyUI Core Knowledge

Manages and executes complex ComfyUI image generation workflows and model lifecycles directly within Claude Code.

ReasoningBank Intelligence

Implements adaptive learning systems for Claude to recognize patterns, optimize strategies, and continuously improve through experience.

Flow Nexus Neural

Train and deploy distributed neural networks in isolated E2B sandboxes with automated cluster management.

Swarm Orchestration

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

AgentDB Learning Plugins

Implements nine reinforcement learning algorithms to train autonomous agents that improve through experience.

0G Compute Model Fine-Tuning

Fine-tunes AI models on 0G's decentralized GPU network using a streamlined CLI and SDK workflow.

Data Visualization & Chart Generation

Generates accurate, data-driven charts and business visualizations using Python for professional reports and analysis.

AgentDB Memory Patterns

Implements high-performance persistent memory and context management for AI agents using AgentDB and vector storage.

Model Intelligence & Detection

Optimizes agent behavior by automatically identifying the active LLM and adjusting execution configurations for maximum cross-model compatibility.

China A-Share Market Data (AkShare)

Provides comprehensive China A-share financial data including real-time quotes, historical K-lines, and corporate announcements via the AkShare library.

Cohere v2 Entity Extraction

Automates structured entity extraction and data validation using the Cohere v2 Python Chat API and strict JSON Schema enforcement.

Local Code Search Embeddings (Ollama)

Configures Ollama as a local embedding provider to enable private, offline semantic code search within GrepAI.

Rowan Computational Chemistry

Automates complex quantum chemistry workflows and molecular simulations through a high-level cloud-based Python API.

GrepAI Code Indexing & Chunking

Optimizes semantic code search by configuring precise file splitting and embedding parameters within GrepAI.

K-Dense Web AI Research Assistant

Connects Claude to the K-Dense Web AI co-scientist platform for executing complex, end-to-end scientific research workflows.