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Implements a rigorous, step-by-step methodology for isolating, fixing, and validating software bugs and test failures.
Parses microscopy channel and marker names from KINTSUGI metadata files using automatic format detection.
Streamlines the implementation and management of Rithum B2B distribution APIs using standardized Java patterns.
Orchestrates background subagents to perform parallel research and long-running tasks without bloating the primary Claude Code session.
Implements utility-first Tailwind CSS styling with a focus on responsive patterns and consistent design scales.
Designs and manages production-ready Kubernetes deployments, services, and cluster resources with built-in best practices.
Architects high-performance Python APIs using FastAPI, SQLAlchemy 2.0, and modern async patterns for production-grade services.
Streamlines BigCommerce development with standardized API patterns, secure webhook validation, and enterprise-grade catalog management strategies.
Enforces scientific-grade quality standards and mandatory GPU acceleration for KINTSUGI image processing pipelines.
Enforces Java 21 and Spring Boot 3 standards for secure, high-performance API development and database integration.
Enforces technical standards and manages engineering workflows by validating code implementations against architectural specifications.
Implements and debugs dynamic Hidden Markov Model (HMM) regime detection for Reinforcement Learning trading observations.
Optimizes JavaScript and TypeScript development by implementing Bun's high-performance runtime and package management best practices.
Integrates Daniel Miessler’s Fabric patterns natively into Claude Code for seamless content analysis, security auditing, and wisdom extraction.
Defines system architecture, interface contracts, and technical standards to ensure scalable and maintainable application design.
Reconstructs multiplex microscopy images by correctly ordering tiles acquired via snake or serpentine stage patterns.
Optimizes and crafts high-performance LLM prompts using research-backed techniques like Chain-of-Thought and Few-Shot learning.
Guides bioimaging optimization by advising against BaSiC caching and providing high-performance GPU-accelerated alternatives.
Optimizes Python codebases using verified, low-risk patterns for I/O, NumPy operations, and efficient directory scanning.
Converts Kirby CMS content into structured Moodle Book chapters and XML documents for educational platforms.
Implements and manages Retrieval-Augmented Generation (RAG) systems using Weaviate vector databases for semantic search and document retrieval.
Empowers Claude with a multi-layered cognitive memory system for project history tracking, SQL-style event querying, and intelligent knowledge retrieval.
Empowers Claude with a cognitive-aware identity and autonomous workflow system for deep code analysis and persistent memory.
Manages and integrates internal professional utilities and external CLI tools to extend AI cognitive capabilities through a metadata-driven discovery system.
Resolves Ruff F821 undefined name errors for optional Python dependencies using the TYPE_CHECKING pattern.
Transforms product requirements into comprehensive interaction specifications, covering every user flow, state transition, and edge case.
Standardizes technical writing by enforcing specific patterns for internal team documentation and external customer guides.
Manages infrastructure cost analysis, budget monitoring, and financial projections for cloud environments.
Manages and applies consistent design system values across platforms using a specialized token mapping system for Moodle themes.
Standardizes and migrates legacy Claude Code plugins to the current directory-based format and specification.
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