Insights

Focused reading for vibe coders and AI-first teams. No outsourcing guides, no agency procurement, no legacy detours.

Vibe Coding

Plain-English guides for people building with AI and trying to avoid context collapse, drift, and messy systems.

Definition, how it works, where the term came from, and why the output often falls apart without a source of truth.

A practical way to start building with AI without losing structure, burning tokens, or drowning in re-prompts.

Where vibe coding helps, where it fails, and why reliability depends on more than longer prompts and more memory files.

The ideas behind the product direction: why memory files do not solve system awareness, and why deterministic maps do.

Start here if you need the shared language for how people are actually building with AI today.

A practical starting workflow for AI-first builders who want speed without chaos.

The honest case for AI-first building, including where it breaks and what needs to change for it to hold up.

Connect your repository and give your coding agent a living map of the system it is changing.