Generate bash script templates with best practices including error handling, argument parsing, logging, and portability considerations.
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Generate bash script templates with best practices including error handling, argument parsing, logging, and portability considerations.
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Work with Rust async runtimes — Tokio, async-std, executor internals, pinning, wakers, and building high-performance async Rust services.
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Provide robust computational geometry primitives
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Generate blessed widgets for Node.js terminal UIs with boxes, lists, forms, and dashboard layouts.
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Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend services. Triggers on: TDD, outside-in, hexagonal, ports and adapters, emergent design, acceptance test, component test, walking skeleton, in-memory fakes, component, contract test, adapter, fast tests, sub-second feedback. Language-agnostic (Go, Rust, Python, TypeScript, Java, C#).
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Set up cosmiconfig for hierarchical configuration loading from multiple sources and formats.
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Generate comprehensive test cases including edge cases, stress tests, and counter-examples for algorithm correctness verification. Supports random generation, constraint-based generation, and brute force oracle comparison.
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Implement backend async and background processing patterns — event-driven architectures, message queues, async task runners, and worker pools.
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Select optimal graph algorithm based on problem constraints
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Apply language-specific micro-optimizations
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Curated bank of interview problems organized by company, pattern, and difficulty. Provides problem recommendations, coverage tracking, weak area identification, and premium problem alternatives for FAANG interview preparation.
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Create mock stdin utilities for interactive CLI testing.
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Match string problems to appropriate algorithms
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Configure cli-progress with custom formatters, multi-bar support, and ETA calculations for CLI progress indication.
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Simulate realistic coding interview experience
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Generate clear explanations of algorithm solutions
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Generate configuration file migration utilities for version upgrades.
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Set up E2E test harness for CLI applications with process spawning and assertions.
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Integrate dotenv for environment variable loading with validation and type coercion.
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Generate optimized prime sieves and factorization routines
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Provide number theory algorithm implementations and guidance
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Identify and verify loop invariants for correctness proofs
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Assist in constructing algorithm correctness proofs
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Generate argparse-based Python CLI applications with subparsers, type converters, and standard library patterns. Creates lightweight Python CLIs without external dependencies.
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