clinical-documentation-query
Generate compliant physician queries to clarify clinical documentation for accurate coding, severity of illness, and risk of mortality capture
clinical-workflow-analysis
Analyze clinical workflows to identify inefficiencies, bottlenecks, and improvement opportunities using Lean healthcare principles and value stream mapping techniques
health-data-integration
Facilitate interoperability between health IT systems including EHR, HIE, and clinical decision support through HL7, FHIR, and other healthcare data standards
medical-coding-audit
Review clinical documentation and assigned codes for accuracy, compliance, and optimization, identifying documentation improvement opportunities and coding errors
patient-safety-event-analysis
Investigate patient safety events using RCA, FMEA, and other systematic analysis methods to identify contributing factors and develop corrective actions
arm-cortex-m
Deep expertise in ARM Cortex-M architecture and peripherals
systematic-review
Conduct comprehensive literature searches, quality assessments, evidence synthesis, and meta-analyses
survey-design-administration
Develop survey instruments, implement sampling strategies, optimize response rates, and manage multi-mode data collection
research-ethics-irb
Navigate institutional review board processes, informed consent, confidentiality, and ethical considerations in human subjects research
quantitative-methods
Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python
qualitative-analysis
Conduct systematic qualitative data analysis using grounded theory, thematic analysis, and content analysis with NVivo or Atlas.ti
psychometric-assessment
Develop, validate, and adapt measurement instruments including factor analysis, reliability testing, and cross-cultural validation
program-evaluation
Design and implement formative, summative, and developmental evaluations using logic models and mixed methods
hls-cpp-to-rtl
Expert skill for C/C++ to RTL conversion using High-Level Synthesis tools
payer-contract-analysis
Analyze payer contracts for reimbursement rates, terms, and value-based incentives to optimize revenue and support contract negotiations
hdl-simulation
Multi-simulator expertise for functional verification of FPGA designs
stm32-hal
STMicroelectronics STM32 HAL and Low-Level driver expertise
tensorrt-optimization
NVIDIA TensorRT model optimization and deployment. Convert models to TensorRT engines, configure optimization profiles and precision modes, apply INT8 calibration, analyze kernel fusion, generate custom plugins, and profile inference performance.
stencil-convolution
Expert skill for optimized stencil and convolution pattern implementations on GPU. Design tiled stencil algorithms with halos, implement 2D/3D convolution kernels, optimize boundary condition handling, apply temporal blocking techniques, generate separable filter implementations, and profile stencil memory bandwidth.
parallel-patterns
GPU parallel algorithm design patterns and implementations. Implement parallel reduction, scan/prefix sum, histogram, parallel sort algorithms, stream compaction, and work-efficient patterns optimized for specific GPU architectures.
opencl-runtime
Cross-vendor OpenCL runtime management and kernel development. Query platforms/devices, generate portable OpenCL C kernel code, handle vendor-specific extensions, manage contexts and command queues, compile and cache programs.
nvenc-nvdec
NVIDIA hardware video encoding/decoding integration. Configure NVENC encoding parameters, set up NVDEC decoding pipelines, handle codec configurations, integrate with CUDA for pre/post processing, and manage video memory surfaces.
nsight-profiler
Expert skill for NVIDIA Nsight Systems and Nsight Compute profiling tools. Configure profiling sessions, analyze kernel reports, interpret occupancy metrics, roofline model data, memory bandwidth bottlenecks, and warp execution efficiency.
nccl-communication
NVIDIA Collective Communications Library integration for multi-GPU operations. Initialize NCCL communicators, execute collective operations, configure communication topologies, profile collective performance, and support RCCL for AMD compatibility.
scope-logic-analyzer
Test equipment integration for signal analysis (oscilloscope and logic analyzer)
hip-rocm
AMD HIP and ROCm ecosystem for cross-platform GPU development. Execute hipify conversion tools, generate HIP-compatible kernel code, handle CUDA/HIP API differences, configure ROCm toolchain, and profile with rocprof.
protocol-analyzer
Serial protocol analysis and debugging for common embedded interfaces (I2C, SPI, UART)
gpu-memory-analysis
Specialized skill for GPU memory hierarchy analysis and optimization. Analyze memory access patterns, detect bank conflicts, optimize cache utilization, profile global memory bandwidth, and generate optimized memory access code patterns.
gpu-benchmarking
Expert skill for automated GPU performance benchmarking and regression detection. Design micro-benchmarks, measure kernel execution time with CUDA events, calculate achieved vs theoretical performance, generate comparison reports, detect regressions in CI/CD, and profile power/thermal characteristics.
cutlass-triton
High-performance kernel template libraries and DSLs. Generate CUTLASS GEMM configurations, implement Triton kernel definitions, configure epilogue operations, tune tile sizes and warp arrangements, and benchmark against cuBLAS.
cuda-toolkit
Deep integration with NVIDIA CUDA toolkit for kernel development, compilation, and debugging. Execute nvcc compilation with optimization flags analysis, generate and validate CUDA kernel code, analyze PTX/SASS assembly output, and configure execution parameters.
cuda-graphs
Expert skill for CUDA Graph capture and optimization for reduced launch overhead. Capture CUDA operations into graphs, instantiate and execute graph instances, update graph node parameters, profile graph vs stream execution, design graph-friendly kernel patterns, and optimize launch latency for inference.
cuda-debugging
Expert skill for GPU debugging using CUDA-GDB and NVIDIA Compute Sanitizer. Detect memory errors, race conditions, uninitialized memory access, validate atomic operations, analyze kernel synchronization issues, and generate debugging reports with recommendations.
cublas-cudnn
Expert integration with NVIDIA GPU-accelerated math libraries. Configure cuBLAS tensor core operations, generate cuBLAS GEMM calls, integrate cuDNN layers, handle algorithm selection, and support mixed-precision operations.
zbrush
ZBrush skill for decimation and normal map baking.
xbox-gdk
Xbox GDK skill for achievements and certification.
wwise
Wwise integration skill for sound banks, RTPC, and interactive music.
fsm-design
Specialized skill for finite state machine design and optimization in FPGAs
world-composition
Large world streaming skill for world partition.
voice-chat
Voice chat skill for echo cancellation and codec optimization.
fpga-debugging
On-chip debugging skill with ILA, VIO, and related FPGA debug tools
formal-verification
Formal property verification and model checking skill for FPGA designs
cdc-analysis
Specialized skill for clock domain crossing analysis and synchronizer design in FPGA designs
axi-protocol
Expert skill for AMBA AXI protocol implementation and verification in FPGA designs
power-profiler
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.
zephyr-rtos
Specialized skill for Zephyr RTOS development and configuration
wireless-protocols
Embedded wireless protocol implementation (LoRa, Zigbee, Thread, Matter)
usb-stack
USB device and host stack implementation expertise
unity-ceedling-test
Embedded unit testing with Unity framework and CMock
vehicle-physics
Vehicle simulation skill for wheel colliders, suspension, and aerodynamics.
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