spec-coding-manifesto

Use when output risks looking like a generic app-builder app, landing, dashboard, or SaaS.

Use when converting a raw brief or spec into a Vertical Blueprint Contract for an AI app builder or coding agent.

Use when an AI builder receives this repository as guidance for turning incomplete requests into specific products.

Use to score generated prompts, blueprints, code, products and multi-agent systems.

Use when building iOS, Android, Expo, Flutter, SwiftUI, Jetpack Compose, or mobile-first apps.

Use when designing multi-agent orchestration, control towers, agentic operations, or tool-calling systems.

Use when selecting the correct project profile and blueprint before writing a specification.

Use when designing RAG, knowledge assistants, document chat, or retrieval systems.

Use when a user wants to build, modify, evaluate or improve software with an AI agent or app builder.

Use when turning a specification into an implementation-ready blueprint for app builders or coding agents.

Use when building websites, SaaS apps, dashboards, admin panels, WordPress themes, or full-stack web products.