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Fintech domain constraints and design patterns for building precise, auditable financial systems in Rust. \n \n Enforces decimal precision (never f64) using rust_decimal, immutabl…
Design patterns and constraints for building reliable, power-efficient IoT applications in Rust. \n \n Covers six critical domains: network unreliability, power constraints, resou…
Machine learning and AI applications in Rust with tensor operations, model inference, and GPU acceleration. \n \n Covers tensor libraries (ndarray), inference frameworks (tract fo…
Design constraints and patterns for building stateless, observable cloud-native applications in Rust. \n \n Enforces stateless design, graceful shutdown with SIGTERM handling, and…
Rust CLI design constraints and patterns for argument parsing, configuration layering, and user feedback. \n \n Type-safe argument parsing with clap derive macros; supports subcom…
Aggregates Rust community news and updates from multiple sources, filtered by time range. \n \n Fetches from five primary sources: Reddit r/rust, This Week in Rust, official Rust…
Three-layer parallel analysis of Rust questions across language mechanics, design patterns, and domain constraints. \n \n Executes in parallel agent mode (when layer analyzer file…
Web service architecture with async handlers, type-safe extractors, and middleware composition. \n \n Enforces async-first design to prevent blocking request handlers; use spawn_b…
Design error handling by categorizing who handles each error and how they recover. \n \n Distinguish between user-facing errors (actionable messages), internal errors (debug detai…
Domain-driven design patterns for modeling entities, value objects, and aggregates in Rust. \n \n Distinguishes between Entities (unique identity required), Value Objects (interch…
