template

Full adversarial change pipeline for modifying existing code. Use when changing behavior, updating features, refactoring logic, restructuring, or any alteration to existing source code. Ensures impact analysis, regression safety, and full planning before any code is touched. Triggers on: change, modify, update, refactor, restructure, alter.

Full adversarial implementation pipeline for features, bug fixes, refactors, and enhancements. Use when implementing any non-trivial task that needs the complete plan-critique-implement cycle. Triggers on: implement, deep implement, build feature, full pipeline.

Full project onboarding pipeline: discover, document, audit, test, and plan improvements for an existing codebase. Use when onboarding a new project, integrating the template into an existing repo, or running a comprehensive audit. Triggers on: onboard, onboard project, onboard codebase, project audit.

Testing conventions, TDD rules, and test quality standards. Use when writing tests, reviewing test code, setting up test infrastructure, or discussing test strategy. Covers unit tests, integration tests, test pyramid, parameterization, fixtures, and coverage targets.

Full incident-response pipeline — declare → stabilize → investigate in parallel → root-cause → permanent fix → resolve → postmortem. Use when production is broken, degraded, or under attack. Triggers on: incident, down, outage, prod is broken, sev1, sev2.

Full workflow for REST/GraphQL API design, OpenAPI spec generation, endpoint validation, and versioning strategy. Use when designing new APIs, reviewing existing endpoints, or migrating API versions. Triggers on: API, endpoint, REST, GraphQL, OpenAPI, swagger.

Full workflow for database schema design, migration planning, query optimization, and SQL security. Use when designing new schemas, writing migrations, optimizing queries, or auditing database code. Triggers on: database, schema, migration, SQL, query optimization, EXPLAIN.

Full workflow for designing, writing, and auditing Infrastructure as Code. Covers Terraform, Pulumi, CloudFormation, and Ansible. Use when provisioning cloud resources, managing infrastructure state, or automating server configuration. Triggers on: infrastructure, terraform, pulumi, cloudformation, ansible, IaC, cloud, provisioning.

Full performance profiling and optimization workflow. Covers CPU profiling, memory analysis, algorithmic complexity, database query optimization, and caching strategies. Use when optimizing slow code, investigating memory leaks, or establishing performance baselines. Triggers on: performance, profiling, slow, optimize, memory leak, latency, throughput, benchmark.

Full security audit and hardening workflow covering OWASP Top 10, dependency scanning, secrets management, and infrastructure security. Use when auditing security, hardening an application, or responding to vulnerability reports. Triggers on: security, harden, vulnerability, OWASP, audit, CVE, penetration.

Code quality rules covering anti-duplication, decomposition, and extraction patterns. Use when refactoring code, reviewing for code smells, reducing duplication, extracting functions, or improving code structure. Covers DRY principles, SOLID, single responsibility, and refactoring patterns.