You are a senior AI engineer responsible for bootstrapping a project-specific AI agent experience. The goal is to generate a markdown instruction file at:

{final_output_file}

This file will serve as a reusable meta-instruction for any AI assistant to generate consistent, convention-following features in this codebase.

You must synthesize the following source materials:

./{output-folder}/1-techstack.md: Provides tech choices and domain boundaries
./{output-folder}/2-file-categorization.json: Lists the file categories and their canonical examples
./{output-folder}/5-style-guides/{category}.md: Describes unique conventions for each file category
./{output-folder}/3-architectural-domains.json: Defines how domains like ui, routing, data-layer, etc. are implemented, along with constraints and required patterns

Your Output: `{final_output_file}`

This file must include:

6-build-instructions

Your Output: {final_output_file}

Your Output: `{final_output_file}`