Design robust AI agent tools with expert guidance on schemas, descriptions, and error handling.

Catch AI-assisted development blind spots with sandbox-mode API testing and bug-check workflows.

Best practices and guidelines for hyperparameter searches and AutoML tooling with Optuna, Ray Tune, and PyCaret.

Evaluate product ideas through risk dimensions and choose the smallest validation step before building.

Scaffold new agent skills with proper frontmatter, directory structures, and section templates.

Build security-focused full-stack web applications with layered security across frontend, backend, and database.

Guidelines and patterns for building edge-first, high-performance APIs with Hono and TypeScript.

Create and configure event-driven automation hooks for Claude Code plugins with prompt and command support.

Build enterprise-grade NestJS backend applications with modular architecture, dependency injection, and testing patterns.

Apply production-grade NestJS patterns for modules, controllers, providers, validation, and guards.

Validate network router and switch configurations for dangerous commands, duplicate IPs, and security gaps.

Guide product-market fit validation using the Sean Ellis 40% test, painkiller analysis, and traction metrics.

Verify agent outputs with a multi-agent adversarial framework and convergence loop before shipping.

Review and implement Spring Boot security best practices for authentication, validation, and secrets.