otvorenesudy

Skill for designing APIs (REST, GraphQL, gRPC). Apply these rules when designing, implementing, or reviewing HTTP APIs.

Autonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then runs an autonomous loop of code changes, testing, measuring, and keeping/discarding results. Inspired by Karpathy's autoresearch. USE FOR: autonomous improvement, iterative optimization, experiment loop, auto research, performance tuning, automated experimentation, hill climbing, try things automatically, optimize code, run experiments, autonomous coding loop. DO NOT USE FOR: one-shot tasks, simple bug fixes, code review, or tasks without a measurable metric.

Use this skill when committing code changes. Always follow conventional commit messages using a structured XML format. Guides users to create standardized, descriptive commit messages in line with the Conventional Commits specification, including instructions, examples, and validation.

Skill for applying engineering principles when writing or reviewing code, inspired by Russ Cox's worknotes. Apply this skill anytime you're writing, editing, or reviewing any code.

Skill for choosing variable names and identifiers. Use this skill when asked to choose names for variables, functions, classes, or any other identifiers in code.