Thriving 
PY Local-first AI memory for coding agents. NouGenShards stores reusable "shards" in a local SQLite + FTS5 database with outcome-weighted retrieval, so agents recall what worked instead of re-prompting. Your agents have prompts — mine have shards.
https://huggingface.co/spaces/nougenai/NouGenShards ↗// readme
Persistent local memory for coding agents. Store machine experience as shards across tools and sessions.
Establish the local memory substrate. Dependencies are strictly pinned to ensure reproducible state across nodes—maximizing momentum and eliminating drift.
# One-command bootstrap (virtualenv + dependencies + CLI verification):
python tools/bootstrap.py
# Or install directly into active python environment:
pip install .
Windows One-Click Launcher:
nougen.bat
Execute the core discovery sequence to map and import fragmented AI tool history. This is the initial leverage point for capturing scattered machine intelligence:
# Discover local AI history across Claude, Gemini, Cursor, and Codex:
nougen…