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Systematic Debugging

Implements a rigorous, step-by-step methodology for isolating, fixing, and validating software bugs and test failures.

Channel Name Parsing Utility

Parses microscopy channel and marker names from KINTSUGI metadata files using automatic format detection.

Rithum B2B Integration

Streamlines the implementation and management of Rithum B2B distribution APIs using standardized Java patterns.

Codex Subagent Management

Orchestrates background subagents to perform parallel research and long-running tasks without bloating the primary Claude Code session.

Tailwind CSS Styling

Implements utility-first Tailwind CSS styling with a focus on responsive patterns and consistent design scales.

Kubernetes Manager

Designs and manages production-ready Kubernetes deployments, services, and cluster resources with built-in best practices.

Modern Python Backend

Architects high-performance Python APIs using FastAPI, SQLAlchemy 2.0, and modern async patterns for production-grade services.

BigCommerce Integration & Patterns

Streamlines BigCommerce development with standardized API patterns, secure webhook validation, and enterprise-grade catalog management strategies.

KINTSUGI GPU & Quality Priority

Enforces scientific-grade quality standards and mandatory GPU acceleration for KINTSUGI image processing pipelines.

Java Spring Boot Conventions

Enforces Java 21 and Spring Boot 3 standards for secure, high-performance API development and database integration.

Tech Lead Code Reviewer

Enforces technical standards and manages engineering workflows by validating code implementations against architectural specifications.

Markov Trading Regime Features

Implements and debugs dynamic Hidden Markov Model (HMM) regime detection for Reinforcement Learning trading observations.

Bun Development Patterns

Optimizes JavaScript and TypeScript development by implementing Bun's high-performance runtime and package management best practices.

Fabric Native Patterns

Integrates Daniel Miessler’s Fabric patterns natively into Claude Code for seamless content analysis, security auditing, and wisdom extraction.

System Architect

Defines system architecture, interface contracts, and technical standards to ensure scalable and maintainable application design.

Tile Snake Pattern Stitching

Reconstructs multiplex microscopy images by correctly ordering tiles acquired via snake or serpentine stage patterns.

Prompt Engineering Expert

Optimizes and crafts high-performance LLM prompts using research-backed techniques like Chain-of-Thought and Few-Shot learning.

BaSiC Caching Evaluation

Guides bioimaging optimization by advising against BaSiC caching and providing high-performance GPU-accelerated alternatives.

Python Performance Optimization Patterns

Optimizes Python codebases using verified, low-risk patterns for I/O, NumPy operations, and efficient directory scanning.

Kirby to Moodle Book Exporter

Converts Kirby CMS content into structured Moodle Book chapters and XML documents for educational platforms.

Weaviate RAG Integration

Implements and manages Retrieval-Augmented Generation (RAG) systems using Weaviate vector databases for semantic search and document retrieval.

AI Runtime Layered Memory System

Empowers Claude with a multi-layered cognitive memory system for project history tracking, SQL-style event querying, and intelligent knowledge retrieval.

CodeConscious AI Runtime

Empowers Claude with a cognitive-aware identity and autonomous workflow system for deep code analysis and persistent memory.

AI Runtime Toolkit

Manages and integrates internal professional utilities and external CLI tools to extend AI cognitive capabilities through a metadata-driven discovery system.

Python Optional Dependency Type Checker

Resolves Ruff F821 undefined name errors for optional Python dependencies using the TYPE_CHECKING pattern.

Experience Designer

Transforms product requirements into comprehensive interaction specifications, covering every user flow, state transition, and edge case.

Documentation Standards

Standardizes technical writing by enforcing specific patterns for internal team documentation and external customer guides.

Finance Engineer

Manages infrastructure cost analysis, budget monitoring, and financial projections for cloud environments.

Cloodle Design System Tokens

Manages and applies consistent design system values across platforms using a specialized token mapping system for Moodle themes.

Claude Plugin Migration Guide

Standardizes and migrates legacy Claude Code plugins to the current directory-based format and specification.