productivity▌

Trade perpetual futures on Binance with up to 125x leverage and full database tracking.

Navigate .NET concurrency from async/await through Channels to Akka.NET based on your specific problem. \n \n Start with async/await for I/O-bound work; escalate only when you hit a concrete limitation that simpler tools can't address cleanly \n Use Parallel.ForEachAsync for CPU-bound parallelism, Channel<T> for producer/consumer decoupling with backpressure, and Reactive Extensions for UI event composition \n Akka.NET Actors handle stateful entity management, state machines with Become() ,

Expert guidelines for NumPy development, focusing on array programming, numerical computing, and performance optimization.

PyTorch Geometric is a library built on PyTorch for developing and training Graph Neural Networks (GNNs). Apply this skill for deep learning on graphs and irregular structures, including mini-batch processing, multi-GPU training, and geometric deep learning applications.

Create and manage production-ready Grafana dashboards for comprehensive system observability.

Verification-driven coding with tight feedback loops. Distilled from 21,321 tracked operations across 64+ projects, 612 debugging sessions, and 2,476 conversation histories. These are the patterns that consistently ship working code.

Custom security implementations for authentication, authorization, input validation, and OWASP Top 10 vulnerability prevention. \n \n Covers password hashing (bcrypt/argon2), parameterized SQL queries, JWT validation, and rate limiting with explicit code examples \n Includes validation checkpoints for authentication (brute-force, session fixation, token expiration), authorization (privilege escalation), input handling (SQL injection, XSS), and security headers \n Enforces must-do constraints: ha

Guides Connected TV (CTV) and OTT advertising: ads on streaming platforms (Hulu, Roku, YouTube TV, etc.). Use when targeting viewers who watch streaming content; CTV achieves ~95% ad completion, higher than mobile/desktop.

Modern C++ standards enforcing type safety, resource management, and clarity through the C++ Core Guidelines. \n \n Covers six foundational principles: RAII for resource lifetime, immutability by default, compile-time type safety, intent-driven naming, minimal complexity, and value semantics over pointers \n Provides detailed rules across 15+ domains including functions, classes, resource management, error handling, concurrency, templates, and standard library usage with code examples for each \

Advanced configuration for Vite 8 (Rolldown-powered, stable Mar 2026) with Environment API from Vite 7.