Data Science & ML Agent Skills

ML Pipeline Workflow

Build and orchestrate production-grade MLOps pipelines from data preparation through model training, validation, and deployment.

Backtesting Frameworks

Builds robust, production-grade backtesting systems for trading strategies while mitigating common pitfalls like look-ahead and survivorship biases.

Hybrid Search Implementation

Implements search architectures that combine vector similarity and keyword matching to maximize retrieval precision and recall.

Airflow DAG Patterns

Builds production-ready Apache Airflow pipelines using industry best practices for orchestration, testing, and error handling.

Azure AI Search for TypeScript

Integrates Azure AI Search capabilities into TypeScript applications, including vector, hybrid, and semantic search implementations.

GitHub Copilot SDK Integration

Builds and embeds sophisticated AI agents and programmable workflows into custom applications using the GitHub Copilot SDK.

Vercel AI SDK Function Examples

Generates and maintains standardized code examples for Vercel AI SDK functions and provider integrations.

Vercel AI SDK Assistant

Builds production-grade AI-powered applications, agents, and chatbots using the Vercel AI SDK for TypeScript.

LangChain Architecture

Architects sophisticated LLM applications using LangChain for autonomous agents, complex chains, and context-aware memory systems.

Vector Index Tuning

Optimizes vector index performance to achieve high-speed search, low memory consumption, and superior recall rates.

LlamaIndex RAG Framework

Simplifies the creation of data-centric LLM applications by providing patterns for RAG, document ingestion, and vector indexing.

AI Agent Builder

Designs and builds autonomous AI agents by providing architectural frameworks for capabilities, knowledge management, and agentic loops.

Fal AI Image & Video Upscaler

Enhances and upscales image and video resolution using high-performance AI models via the Fal.ai platform.

Deep Research Agent

Executes autonomous multi-step research tasks and synthesizes findings into comprehensive, cited reports using Gemini.

Fal Platform Management

Manages fal.ai models, monitors real-time pricing, and tracks API usage for high-performance AI applications.

Data Science Expert

Performs advanced statistical analysis, machine learning modeling, and data-driven business intelligence to extract actionable insights from complex datasets.

Memory System Design

Designs and implements sophisticated memory architectures including short-term, long-term, and graph-based persistence layers for AI agents.

MLOps Engineer

Builds and automates production-grade machine learning pipelines, experiment tracking systems, and cloud-native ML infrastructure.

LLM Performance Evaluation

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback loops, and benchmarking.

Fal Audio Integration

Integrates fal.ai audio models into Claude Code for seamless text-to-speech and speech-to-text processing.

AI Context & Memory Manager

Optimizes AI performance through dynamic context engineering, vector database orchestration, and intelligent memory systems for complex workflows.

Quantitative Financial Analyst

Builds sophisticated financial models, backtests trading strategies, and implements risk management metrics using vectorized operations.

AI Engineer

Builds production-ready LLM applications, advanced RAG systems, and intelligent agent architectures with a focus on scalability and safety.

Scientific Protein Modeling (ESM)

Facilitates advanced protein design, structure prediction, and representation learning using the Evolutionary Scale Modeling (ESM) toolkit.

Data Processor & Analyzer

Processes and analyzes enterprise RAG retrieval results through statistical computation, format conversion, and automated report generation.

Claude Flow V3 Deep Integration

Refactors agentic architectures by integrating agentic-flow@alpha to eliminate code redundancy and maximize swarm performance.

Flow Nexus Neural

Trains and deploys custom neural network architectures across distributed sandbox environments.

ReasoningBank AgentDB

Implements adaptive learning and experience replay for agents using a high-performance vector database to optimize decision-making over time.

Flow Nexus Platform

Orchestrates intelligent agent swarms, manages secure code sandboxes, and handles application deployment within the Flow Nexus ecosystem.

AgentDB Memory Patterns

Implements high-performance persistent memory and pattern-learning capabilities for stateful AI agents using AgentDB.