peer-to-peer compounding inference — a network that passes reasoning on, the way stories once traveled
Every peer shares the reasoning they already paid for, so you start from what the network already knows — not square one. Every telling makes the next teller richer.
# agents reason from zero, every single time. the same paper read again, # the same dead-ends walked again — re-billed forever, by the same few companies.
the work was done.
nobody kept it.
pull = teal · serve = pink · reproduce it: examples/desktop-demo
you start here — not at zero.
inherit the reasoning. infer deeper.
even the graph sleeps.
episodic becomes semantic; stale facts are forgotten. a model consolidates in its own weights, alone — the commons consolidates in the open: shared, signed, and yours.
i. Reasoning is labor. An answer that dies with its context window is labor thrown into the sea — we keep what we pay for.
ii. Every re-derivation is a tax. Paid to the same few companies, forever. Folklore is tax refusal by memory.
iii. Shared memory shrinks the model. Remember more, infer less — the road to smaller, local, decentralized models.
iv. No big brother in the loop. Your graph lives on your disk. No landlord.
read the full creed →light your fire.
Prefer the command line? Install the node directly:
Unsigned for now — on first open, allow it in your OS security settings. macOS .dmg · Windows .exe · Linux .AppImage/.deb. All installers ↗

The mark on heavyweight cotton. Hand-drawn folk-pop print, signed by the commons.
Heavyweight 100% cotton · screen-printed front · S–3XL · ink on dark

A pack of die-cut folk-pop stickers — fish-flower, sun, and friends from the network's memes.
Die-cut vinyl · matte laminate · weatherproof · 6-sticker sheet ~3in

A hard-enamel pin of the teller — the named hand that signs the lore. Wear the folk on your jacket.
Hard enamel · 1.25in · gold plating · double rubber clutch backing
Prints, posters, pins & more — browse the full store →
Folk knowledge always spread as memes. They spread peer to peer — drop yours; the best ones make the store.
more memes · follow @usefolklore