Technology requires constant reassessment. Six-month deprecation cycle for skills/tools.

• Compile-time memory validation
• Zero-cost abstractions eliminate GC overhead
• Production metrics: 30% CPU reduction vs Python services

• Default performance matters (electric car vs 1968 Suburban analogy)
• No GIL bottleneck = true parallelism
• Direct hardware access capability
• Deterministic operation timing

• Type system prevents race conditions by design
• Real parallel processing vs Python's IO-bound concurrency
• Async/await with actual hardware utilization

• Compilation = runtime validation
• No 3AM TypeError incidents
• Superior to Python's bolt-on typing (Pydantic)
• IDE integration for systems development

• Cargo: deterministic dependency resolution
• Single source of truth vs Python's fragmented ecosystem (venv/conda/poetry)
• Eliminates "works on my machine" syndrome

• Zero-overhead FFI
• Embedded systems support
• Kernel module development potential

• Native cross-compilation (x86/ARM)
• Minimal runtime footprint
• Docker images: 10MB vs Python's 200MB

• Built-in tooling (rustfmt, clippy)
• First-class documentation
• IDE support for systems development

• AWS Lambda core uses Rust
• Cost optimization through CPU/memory efficiency
• Growing ML/LLM ecosystem

• "Wash the Cup" principle: Build once, maintain forever
• Compiler-driven refactoring
• Technical debt caught at compile-time
• 80% reduction in runtime issues

• Single binary deployment
• Cross-compilation support
• ECR storage reduction: 95%
• Elimination of dependency hell

• Standard library utilities
• Quick scripts without dependencies
• Notebook experimentation
• Not suited for production-scale systems

Production systems demand predictable performance, memory safety, and deployment certainty. Rust delivers these by design.

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