wshobson

Use after generating code, after accepting AI suggestions, or when reviewing AI-written modules.

Master Material Design 3 and Jetpack Compose patterns for building native Android apps.

Understand anti-reversing, obfuscation, and protection techniques encountered during software analysis.

Write and maintain Architecture Decision Records (ADRs) following best practices for technical decision documentation.

Master authentication and authorization patterns including JWT, OAuth2, session management, and RBAC to build secure, scalable access…

Audit and rewrite prose so it stops reading as machine-generated.

Master Bash Automated Testing System (Bats) for comprehensive shell script testing.

Build automated billing systems for recurring payments, invoicing, subscription lifecycle, and dunning management.

Configure a PreToolUse hook to prevent AI agents from skipping git pre-commit hooks with --no-verify and other bypass flags.

Brand-first landing page designer — runs a brand-identity interview (colors, typography, shape language), then generates and iterates on a…

Gate fine-tuned checkpoints with drift budgets, paired comparison, and forgetting checks before promotion.

Scans the codebase to generate project-doc.md and AGENTS.md.