self-aware infrastructure · folder-nature · advisor · whypass · copresence · aura-router · open source · local-first · no cloud · verified by running, not asserting · self-aware infrastructure · folder-nature · advisor · whypass · copresence · aura-router · open source · local-first · no cloud · verified by running, not asserting ·
🔗 On PyPI · v0.1.0 · Apache-2.0
Memory for your event streams.
Associative memory that links moments by co-presence — what was there together —
not just by how much they resemble each other. The context that similarity search keeps
missing.
Similarity asks "what does this resemble?" — the wrong question, half the time
Vector search finds moments that look alike. But often the link that matters is
that two things happened together: this error and that deploy, this spike
and that user action, this note and whoever was in the room. Resemblance can't see it.
copresence records co-occurrence as a first-class signal, so you can pull up the moment
that was there when something happened — even when it looks nothing like your query.
What it gives you
Recall by context, not just resemblance
🕸Co-presence linksAssociate events by what shared their moment — a signal similarity search structurally can't produce.
🌊Built for streamsDesigned for ongoing event data — logs, traces, timelines — not static document sets.
🔒Local-firstRuns on your hardware. No cloud service, no data leaving the machine.
🧩ComposableA small library you drop into your own pipeline — pair it with similarity, don't replace it.
Try it
Install and link your first moments
pip install copresence# link moments by what was there together
python3 -c "import copresence"
v0.1.0, Apache-2.0. Early and honest about it — the mechanism is real and
installable today. Full source and examples on
GitHub.
Give your streams a memory
Free and open. Install it and start linking events by the context they shared.