3. Data, Science & AI

Expert ML engineering services for model development, MLOps, feature engineering, and production deployment.

Creates interactive data visualizations using Plotly.js within Svelte 5, handling real-time updates and reactivity patterns for smooth performance.

Queries and filters Civilization game entities from JSON data, supporting era, unit class, and cost extraction for game analysis.

Provides expert data science services including machine learning, statistical modeling, and predictive analytics for data-driven decision making.

Captures and stores session learnings and context in AI-ready format for seamless continuity in future AI sessions, counterpart to /hydrate.

Specializes in data modeling, dbt development, data transformation, and semantic layer management for analytics engineering.

Analyzes Claude Code session logs to identify project patterns, error rates, security risks, and workflow efficiency.

Specializes in designing and optimizing prompts for LLM applications, including RAG systems, agent architectures, and AI product development.

Provides data-driven HR insights through workforce analytics, predictive modeling, and employee metrics for strategic decision-making.

Expert data engineering services for building and maintaining data pipelines, ETL/ELT processes, data warehousing, streaming solutions, and data quality assurance.

Updates and maintains memory bank files including active context, progress, and decision logs for AI agent state management.

Delivers expert business intelligence services including dashboard design, data visualization, automated reporting, and executive insights for data-driven decision making.

Initializes an AI memory system with folder structure, Memory.md dashboard, and example files for cross-session persistence in a vault.

Performs data analysis, visualization, and report generation using pandas, SQL, BigQuery, and statistical methods.

Provides expert data analysis including SQL, visualization, statistical analysis, business intelligence, and data storytelling.

Analyzes Obsidian vaults for AI readiness with pass/fail checks and actionable recommendations.

Extracts EXIF metadata from images and outputs structured JSON data, including dimensions, orientation, and timestamps for any image folder.

Configures and manages Model Context Protocol (MCP) servers for AI agent tooling, including authentication flows and service architecture.

Provides expert quantitative analysis for financial modeling, algorithmic trading, and risk management using statistical methods and data-driven strategies.

Guides structured data analysis workflows for EDA, dashboards, metrics, and A/B testing using SQL and visualization techniques.

Assists AI agents by detecting stuck states, managing session memory, and enabling session-based learning for improved operational performance.

Transcribes audio files to text using AWS Transcribe service, enabling speech-to-text processing for various applications.

Converts audio files to text transcripts using the audinota command-line interface for efficient text-based analysis and data extraction.

Assists in developing, training, evaluating, and deploying machine learning models using MLOps practices.