Kraken2 taxonomic classification skill for rapid metagenomic read assignment

MEGAHIT metagenomic assembly skill for reconstructing genomes from short reads

Snakemake workflow management skill for rule-based pipeline execution

AI/ML medical device validation skill implementing FDA's GMLP principles

EU MDR General Safety and Performance Requirements (GSPR) mapping and compliance documentation skill

Medical image processing algorithm validation skill for segmentation, detection, and analysis algorithms

Chemical reactor design skill for sizing, configuration selection, and performance optimization

Traffic signal timing optimization skill for cycle length, phasing, and coordination

Water distribution system modeling skill for pipe networks, pump analysis, and fire flow

Wind load calculation skill per ASCE 7 for MWFRS and components and cladding

Analyze programs under various memory models for concurrent correctness

Manage and execute mathematical benchmark suites

High-performance numerical linear algebra operations

Systematic material selection using Ashby methodology and performance indices

Skill for mechanism kinematics, dynamics, and motion analysis

Atomic Layer Deposition skill for conformal thin film deposition with atomic-level thickness control

Chemical/Physical Vapor Deposition skill for thin film and nanostructure deposition optimization

Drug delivery formulation skill for optimizing drug loading, encapsulation efficiency, and release kinetics

Nanocatalysis skill for evaluating catalytic activity, selectivity, and stability of nanomaterial catalysts

Synthesis parameter optimization skill for metal, semiconductor, and oxide nanoparticle production with automated protocol generation and reproducibility validation

Plasma etching skill for anisotropic nanostructure patterning with selectivity and profile control

iminuit statistical fitting skill for physics data analysis with proper error handling and profile likelihood

Multi-backend comparison and selection skill for optimal hardware choice

Quantum circuit optimization skill for gate reduction, depth minimization, and hardware-aware compilation

Randomized benchmarking skill for gate fidelity characterization

Cambridge Quantum (Quantinuum) t|ket> compiler skill for platform-independent circuit optimization

Build complete character profiles with psychology, backstory, arcs, and visual design for film/TV

Create detailed text-to-image prompts for album and song cover artwork optimized for Midjourney, DALL-E, and other AI image generators

Write complete song lyrics with structural annotations and production notes optimized for AI music generation platforms like Suno and Udio

Conduct comprehensive learner audience analysis, identify performance gaps, and determine instructional requirements using surveys, interviews, and data analysis

Develop clear scoring rubrics with defined criteria, performance levels, and anchor examples ensuring inter-rater reliability

Analyze payer contracts for reimbursement rates, terms, and value-based incentives to optimize revenue and support contract negotiations

Develop survey instruments, implement sampling strategies, optimize response rates, and manage multi-mode data collection

Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems.

GNU linker script generation and optimization for embedded systems. Expert skill for memory layout definition, section placement, multi-image linking, and memory protection configuration.

Embedded memory analysis, optimization, and leak detection

Power consumption measurement and analysis expertise for embedded systems. Integrates with power analyzer tools to measure, profile, and optimize power consumption in battery-powered and energy-efficient designs.

Expert skill for AMBA AXI protocol implementation and verification in FPGA designs

Expert skill for C/C++ to RTL conversion using High-Level Synthesis tools

Expert skill for on-chip and external memory interface design in FPGAs

Cloth physics skill for softbody dynamics and constraint systems.

Destructible environment skill for fracturing and debris systems.

Godot C# programming skill for .NET integration, scripting patterns, and performance optimization.

GDScript programming skill for Godot Engine, including signals, coroutines, and performance optimization.

Shader performance optimization skill for instruction counting, GPU profiling, and rendering efficiency.

Unity Addressables asset management skill for remote catalogs, content updates, asset bundles, and memory-efficient asset loading.

Unity DOTS/ECS skill for data-oriented design, jobs system, burst compiler optimization, and high-performance gameplay systems.

Unity Visual Effect Graph skill for GPU particle systems, procedural effects, and high-performance visual effects.

Lottie animation skill for integrating After Effects animations into iOS, Android, and cross-platform mobile apps with playback control, performance optimization, and interactive animation capabilities.

Mobile app performance analysis and optimization