Data Science & ML Claude 技能

ReasoningBank with AgentDB

Implements high-performance adaptive learning patterns and trajectory tracking for self-learning agents using a 150x faster vector database.

Flow Nexus Swarm

Deploys and orchestrates cloud-based AI agent swarms with event-driven workflow automation and intelligent coordination.

Flow Nexus Neural Networks

Trains and deploys complex neural networks across distributed E2B sandbox environments using custom architectures or pre-built templates.

AgentDB Learning

Implements and trains reinforcement learning algorithms to create autonomous agents that improve through experience.

AgentDB Memory Patterns

Implements high-performance persistent memory systems for AI agents to enable long-term context retention and autonomous pattern learning.

Epidemiology Methods for R

Conducts comprehensive epidemiological analyses in R, covering study design, causal inference, and outbreak investigation.

GPT-OSS & vLLM Troubleshooter

Diagnoses and resolves openai_harmony.HarmonyError and tool calling failures when using GPT-OSS models with vLLM.

Claude Batch Processing

Optimizes high-volume workloads by leveraging Anthropic's Message Batches API for 50% cost savings on non-time-sensitive tasks.

Document Citations & RAG

Implements robust document attribution and Retrieval-Augmented Generation (RAG) patterns for verifiable AI responses.

RAG Implementation

Builds production-ready Retrieval-Augmented Generation (RAG) systems for LLM applications using vector databases and semantic search.

ONT Align

Automates Oxford Nanopore sequence alignment, reference genome management, and edit distance computations for genomic data analysis.

AgentDB Reinforcement Learning

Implements and trains autonomous agents using nine specialized reinforcement learning algorithms for self-improving behavior.

Presenting Data

Generates professional, data-driven presentations and technical whitepapers with robust citation management and reproducibility standards.

AgentDB Memory Patterns

Implements persistent, high-performance memory and learning patterns for AI agents using AgentDB.

SQL Data Analyst

Performs advanced data analysis and business intelligence using specialized SQL patterns for statistical and exploratory insights.

RAG Implementation Expert

Builds robust Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground AI responses in external data.

Gemini Document Processing

Integrates Google Gemini's native vision capabilities to analyze, summarize, and extract structured data from complex PDF documents.

Flow Nexus Neural

Train, deploy, and manage distributed neural networks across sandboxed E2B environments using multiple architectures and federated learning.

Meta-Analysis Methods in R

Implements comprehensive meta-analysis workflows in R, including effect size calculation, heterogeneity assessment, and publication bias detection.

ReasoningBank Intelligence

Empowers AI agents with adaptive learning and pattern recognition to optimize workflows and decision-making strategies through experience.

ReasoningBank with AgentDB

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

Advanced AI Reasoner

Enhances Claude's problem-solving capabilities using advanced search strategies like Beam Search and Monte Carlo Tree Search.

Deep Research

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

NCI Manipulation Analysis

Detects narrative manipulation and propaganda patterns in text and URLs using the Narrative Credibility Index (NCI) Protocol.

Demographic Predictor

Predicts age, gender, and ethnicity from person data and images to enrich datasets and customer profiles.

Databento Market Data Analysis

Accesses and analyzes ES/NQ futures market data using Databento's high-fidelity platform with a cost-optimized workflow.

R Pharmacokinetics & PD Modeling

Streamlines pharmacokinetic and pharmacodynamic modeling in R using industry-standard packages and best practices.

Genomics & Bioinformatics Analysis

Performs comprehensive genomics and bioinformatics statistical analysis using R and Bioconductor packages.

Prompt Engineering Expert

Crafts production-ready LLM prompts, agent definitions, and system instructions optimized for Claude and GPT models.

Incentive-Based Prompting

Optimizes Claude's output quality using research-backed psychological framing and statistical pattern-matching techniques.