Data Science & ML Habilidades de Claude

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.

Multi-Agent Architecture Patterns

Designs and implements scalable multi-agent systems to overcome context limitations and manage complex task decomposition.

Context Degradation Diagnostic & Mitigation

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

Advanced AI Evaluation & LLM-as-a-Judge

Implements robust LLM-as-a-Judge evaluation techniques to measure, compare, and optimize the quality of AI-generated outputs.

Context Engineering Fundamentals

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

Context Engineering Fundamentals

Masters the mechanics of LLM context to design efficient, high-performance agent architectures and debugging strategies.

Remote Run Over SSH

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

Prompt Forge

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

MLX Local Model Serving

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

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.

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.

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.

AgentDB Memory Patterns

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

AgentDB Vector Search

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

ReasoningBank with AgentDB

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

Data Visualization & Chart Generation

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

0G Compute Model Fine-Tuning

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

Model Intelligence & Detection

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

ComfyUI Core Knowledge

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

Cohere v2 Entity Extraction

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

AutoML Pipeline Builder

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

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.

Sora Video Generation

Generates, remixes, and manages high-quality AI videos using OpenAI’s Sora API via a specialized CLI.

Scientific Schematics & Diagrams

Generates publication-quality scientific diagrams and architectural schematics using AI-driven iterative refinement.

PennyLane Quantum ML

Facilitates the development and training of quantum machine learning models using automatic differentiation and hybrid quantum-classical workflows.

MATLAB/Octave Scientific Computing

Performs advanced numerical computing, matrix operations, and scientific visualization using MATLAB and GNU Octave syntax.