Modern C++ patterns and best practices for readable, safe, maintainable C++ code: RAII, ownership, error handling, API design, concurrency basics, and build/tooling hygiene. Use when writing or reviewing C++ (C++20+) code.
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Idiomatic Go patterns, best practices, and conventions for building robust, readable, and maintainable Go code. Use when writing, reviewing, or refactoring Go (APIs, packages, errors, interfaces, concurrency, and code style).
Go performance workflow: benchmark and profile (pprof/trace), identify hotspots, reduce allocations/GC and contention, and verify improvements with repeatable measurement. Use only after you have evidence the Go code is the bottleneck.
Async Python patterns for building non-blocking I/O with asyncio and async/await: task orchestration, cancellation, timeouts, backpressure, rate limiting, and safe sync/async boundaries. Use when implementing concurrent network/DB workflows or async services.
Pythonic patterns and best practices for writing readable, robust Python: typing, error handling, data modeling, iteration, resource management, project layout, and tooling. Use when writing or reviewing Python code and APIs.
Rust performance workflow: benchmark and profile first, identify hotspots, reduce allocations and contention, improve data layout, tune release profiles, and verify gains with repeatable evidence. Use only after you have a real Rust performance symptom,…
Build and maintain production-grade LangChain Python systems (LangChain 1.2.x baseline) with create_agent, middleware, tools, structured output, and multi-agent architectures (subagents, handoffs, router, skills). Activate for Python agent design, debugging,…