Cortex

v0.5.0 Feature

This release adds 3 notable features for engineering teams evaluating rollout.

Published 1mo MCP Developer Tools

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✓ No known CVEs patched

Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

ai-agents docker fastapi karpathy-inspired karpathy-llm-wiki knowledge-base

+8 more

knowledge-graph knowledge-management llm llm-wiki markdown mcp python qmd

Summary

AI summary

Updates Example Vault Repaired, What's New, and Tests across a mixed release.

Full changelog

What's New

LLM Enrichment Pipeline

After MarkItDown converts a raw file to Markdown, the LLM now adds [[wikilinks]] and suggests tags via a new enrich_article() method — restoring intelligent graph linking.

compile_cross_references() is now automatically called after ingestion to establish inter-article relationships.

Auto-Compile by Default

auto_compile now defaults to True across all surfaces (REST API, MCP stdio, MCP HTTP). Ingested files are automatically compiled unless the caller explicitly passes auto_compile=false.

Example Vault Repaired

4 wiki articles with proper [[wikilinks]] and tags
4 raw source files (transformer paper, attention paper, alignment faking, emotion concepts)
Runtime artifacts gitignored

Tests

227 total tests (8 new for enrichment and cross-reference wiring)

Full Changelog: https://github.com/synpulse8-opensource/pulse8-ai-cortex-knowledge-vault/compare/v0.4.0...v0.5.0

View diff on GitHub

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Earlier breaking changes

v1.2.0 Changes default search mode to hybrid from keyword.