97% token reduction for AI coding sessions — zero deps, 33 languages, MCP server

Kuber Map for FIBO — a curated, learner-first map of the Financial Industry Business Ontology that doubles as audit-ready grounding for financial AI agents. 5 use cases, grounded eval (+44.5pt), MIT.

Evidence-first macro scenario observatory with World Bank/CSV data, versioned shock graphs, bounded uncertainty, and grounded BYOK AI.

Post-AI document publishing: grounding AI answers in front-matter/back-matter/citation structure instead of RAG chunks or trained recall

Official Claude/Codex/Cursor agent skills for WikiAIG — ground AI agents on structured, human-curated wikis.