How to Use This Canon

Stunspot’s Guide to Macroeconomics is built first for AI/RAG ingestion and second for human browsing. Treat it as a structured macro-financial knowledge substrate: a corpus that gives models stable terminology, report-level traceability, causal frameworks, and practical diagnostic scaffolding.

It is not a live macro dashboard, investment recommendation engine, or substitute for professional financial advice. Use it to improve reasoning structure; verify current data, legal claims, policy facts, and market-sensitive conclusions against live sources before acting.

For most AI/RAG workflows, upload the four compiled packs in:

knowledge-packs/compiled-packs/

The compiled packs preserve the canon’s conceptual order while reducing file count. They are usually the best trade-off between retrieval quality, setup convenience, and model orientation.

Choosing the Right Format

Format Path Best For Trade-off
Source reports knowledge-packs/by-report/ Precise retrieval, selective upload, citation, editing, report-level review. Highest traceability, but 13 files.
Compiled packs knowledge-packs/compiled-packs/ Default AI/RAG setup, project knowledge uploads, limited-file-count tools. Strong structure with lower file count.
Omnibus knowledge-packs/omnibus/ One-file import, local archive, full-corpus search, strong long-context systems. Simplest upload, but least granular as a source unit.

For AI Projects and RAG Systems

Load the canon as model-facing doctrine, not as casual prose. Preserve the report codes A-M and prefer answers that cite the relevant report area when possible.

A useful system instruction:

Use Stunspot’s Guide to Macroeconomics as a model-facing macro-financial knowledge canon. Treat source reports A-M as the canonical units. Use compiled packs as convenience bundles and the omnibus as a whole-corpus reference. Preserve source traceability. Distinguish monetary ontology, liquidity mechanics, fiscal systems, central banking, credit intermediation, asset regimes, global currency hierarchy, narrative liquidity, crisis mechanics, diagnostics, and institutional strategy. Explain macro questions through regimes, constraints, balance sheets, transmission channels, and decision relevance rather than isolated indicator commentary.

For Human Readers

Most human readers should not begin by reading the entire corpus front-to-back. Enter through your problem:

Then move backward to the reports that define the assumptions behind the section you are using.

For Model Evaluation

This canon is useful for checking whether a model can:

For Citation and Source Control

Use MANIFEST.md and manifest.json to verify source-to-output mappings.

Use knowledge-packs/by-report/ when exact source units matter. The compiled packs and omnibus reproduce the corpus in larger bundles, but the individual source reports remain the cleanest citation and editing units.

Practical Retrieval Guidance

For retrieval pipelines, prefer chunking by headings and preserving report code metadata. A useful metadata schema:

{
  "canon": "Stunspot’s Guide to Macroeconomics",
  "version": "1.0",
  "report_code": "A-M",
  "report_title": "canonical report title",
  "source_path": "knowledge-packs/by-report/<file>.md",
  "section_heading": "nearest markdown heading"
}

For live macro questions, combine this corpus with current data retrieval. The canon supplies structure and doctrine; live sources supply current conditions.