copy-tag-link

Shared AI Memory

Welcome to Copy-Tag-Link, or CTL for short. A file-first ingestion standard for shared AI memory.

When you build AI knowledge systems, you start with rich documents containing maps, columns, and data tables.

USGS Report Cover Ingestion

Vectors Chunk

Traditional RAG systems shred documents like scrap paper. They break down layout structures and generate raw float coordinate matrices.

The core structure is lost, image contexts dissolve, and exact coordinate/table data are replaced by approximations.

Vectors Chunk Shredder

Markdown Flattens

Converting rich layouts directly to Markdown compresses multi-column layouts into a vertical stream, scrambling chronological order.

Table cells lose boundaries, and spatial components like maps are reduced to flat, detached text captions.

Markdown Flattening Diagram

Copy-Tag-Link Preserves

We preserve the original source as evidence, copy out layout assets like images and tables, tag them with provenance, and link them to semantic HTML views.

The output remains human-readable, machine-validatable, and fully independent of any one model.

Copy Tag Link Concept

OKF Indexing

These parsed components are cataloged using OKF cards: markdown files with standard YAML metadata tags.

The OKF cards act as portable index entries, making your rich HTML segments and assets instantly searchable and accessible to any database or AI agent you choose.

OKF Card Index

Rebuilding & Portability

Because the folder is the source of truth, your memory survives database failures. If your database dies, you can rebuild your indexes in minutes.

Use the OKF tags to index your data with SQLite, PostgreSQL, Qdrant, Graphify, Obsidian, or whatever you like.

Rebuild FTS & Vector Spaces in Minutes

The CTL Philosophy

Keep your data local, portable, and durable. The folder is the source of truth: databases and vector spaces are rebuildable accelerators.

Local-First

Zippable, syncable folders that run offline.

Zero Trust

Preserves all source evidence cleanly before review.

OKF Connected

Generates index cards for Obsidian and RAG pipelines.

Rebuildable

If indexes fail, rebuild them directly from source.

Join the Ecosystem

github.com/dpi-workshop/copy-tag-link

CTL-Core is designed to be simple. Fork the repository, plug in the custom parsers and database indexers you need, and keep your memory standard.