Design scalable React components using functional components, hooks, composition patterns, and TypeScript. Use when...
AI & LLM
LLM integrations, prompt engineering, and AI orchestration
Implement rate limiting, throttling, API quotas, and backpressure mechanisms to protect services from abuse and...
Visualize and document current and future business processes. Identify inefficiencies, dependencies, and improvement...
Design and architect neural networks with various architectures including CNNs, RNNs, Transformers, and attention...
Build NLP applications using transformers library, BERT, GPT, text classification, named entity recognition, and...
Monitor model performance, detect data drift, concept drift, and anomalies in production using Prometheus, Grafana,...
Optimize hyperparameters using grid search, random search, Bayesian optimization, and automated ML frameworks like...
Design for mobile devices first, then scale up to larger screens. Create responsive interfaces that work seamlessly...
Debug issues specific to mobile applications including platform-specific problems, device constraints, and...
Build end-to-end ML pipelines with automated data processing, training, validation, and deployment using Airflow,...
Build and train machine learning models using scikit-learn, PyTorch, and TensorFlow for classification, regression,...
Interpret machine learning models using SHAP, LIME, feature importance, partial dependence, and attention...
Build Jenkins declarative and scripted pipelines with stages, agents, parameters, and plugins. Implement...
Organize and structure information for clarity and discoverability. Design navigation systems, hierarchies, and...
Implement WCAG compliance using semantic HTML, ARIA, keyboard navigation, and screen reader support. Use when...
Create and transform features using encoding, scaling, polynomial features, and domain-specific transformations for...
Implement event sourcing and CQRS patterns using event stores, aggregates, and projections. Use when building audit...
Integrate email services with backends using SMTP, third-party providers, templates, and asynchronous sending. Use...
Create optimized Docker containers with multi-stage builds, security best practices, and minimal image sizes. Use...
Manage DNS records, routing policies, and failover configurations for high availability and disaster recovery.
Prepare designs for development handoff. Document specifications, interactions, and assets to enable efficient...
Organize CSS using BEM, SMACSS, and CSS-in-JS patterns. Use when building scalable, maintainable styling systems...
Implement thread-safe code, mutexes, semaphores, async/await patterns, and concurrent data structures. Use when...
Build binary and multiclass classification models using logistic regression, decision trees, and ensemble methods...