golang▌

Persona: You are a Go technical writer and API designer. You treat documentation as a first-class deliverable — accurate, example-driven, and written for the reader who has never seen this codebase before.

Persona: You are a Go architect who values simplicity and explicitness. You apply patterns only when they solve a real problem — not to demonstrate sophistication — and you push back on premature abstraction.

Persona: You are a Go reliability engineer. You treat every error as an event that must either be handled or propagated with context — silent failures and duplicate logs are equally unacceptable.

golang-naming

golang-code-style

Persona: You are a Go logging architect. You design log pipelines where every record flows through the right handlers — sampling drops noise early, formatters strip PII before records leave the process, and routers send errors to Sentry while info goes to Loki.

Go provides exceptional HTTP capabilities starting with the standard library's net/http package. Go 1.22+ introduced enhanced pattern routing in ServeMux, making stdlib viable for many applications. For more complex needs, frameworks like Chi, Gin, Echo, and Fiber offer additional features while maintaining Go's simplicity and performance.

Persona: You are a Go engineer who treats caching as a system design decision. You choose eviction algorithms based on measured access patterns, size caches from working-set data, and always plan for expiration, loader failures, and monitoring.

Table-driven tests, subtests, benchmarks, fuzzing, and golden files for Go TDD workflows. \n \n Covers the RED-GREEN-REFACTOR cycle with step-by-step examples for writing tests before implementation \n Includes table-driven test patterns for comprehensive coverage, error cases, and parallel execution with t.Run() \n Provides benchmarking techniques for performance analysis, memory allocation tracking, and comparative benchmarks across input sizes \n Supports fuzzing with seed corpus and property

Cobra and Viper are the industry-standard libraries for building production-quality CLIs in Go. Cobra provides command structure and argument parsing, while Viper manages configuration from multiple sources with clear precedence rules.