01
Commit the work.
The creator prepares the exact resource, retains a release backup and chooses a reviewer. The agreement fixes the beneficiary, goal, deadlines and CC0 release.
COMMITTED CONTENTTHE OPEN KNOWLEDGE COMMONSGood work.
Good work.
Open to everyone.
Creators set a goal. Communities fund the release. Everyone keeps the knowledge.
BUILT ON NEARCC0 RESOURCESYOURS TO KEEP
THE RELEASE PATH01 — ∞
FIXED GOAL → PUBLIC RELEASEBUILT ON NEAR
ONE SHARED FUTURE.01 Fund the work.02 Open the knowledge.03 Keep it independently.
OPEN NOW. WORTH YOUR TIME.Serious ideas.
Serious ideas.
Wide-open possibilities.
Attention. Gradients. Efficient adaptation.
Original guides with working calculations and copies you can keep.
TRANSFORMERSsoftmax(QKᵀ / √dₖ)V01 / OPEN RESOURCE
Transformer Attention Lab
Work through a complete attention head: tensor shapes, scaled logits, stable softmax, causal masking and the cost of a longer context. Original examples for readers comfortable with vectors.
Read & exploreNEURAL NETWORKS∂L/∂w = (p − y)x02 / OPEN RESOURCE
Backpropagation Field Notes
Follow a binary classifier from a forward pass to its exact gradients, one parameter update and a finite-difference check. A compact derivation you can reproduce on paper.
Read & exploreEFFICIENT ADAPTATIONΔW = (α/r)BA03 / OPEN RESOURCE
Low-Rank Adaptation Notebook
Derive a LoRA update, count the trainable parameters and weight bytes, and test the rank constraint with an explicit matrix. Separate useful savings from total-memory claims.
Read & exploreTHE RELEASE MECHANISMA finite goal.
A finite goal.
An open-ended future.
Community sponsorship becomes public access through a clear onchain agreement.
02
Fund its release.
Sponsors connect their own wallets and support an active campaign. A timely key release credits the creator. Missed conditions make eligible contributions refundable.
WALLET → CONTRACT03
Let it outlast the site.
Read the public resource without an account. Download a self-contained copy. A transferable steward can maintain a matching recovery mirror.
PUBLIC, BY DESIGNNEAR TESTNET · FIXED TERMS · EXPLICIT WALLET APPROVALSee actual campaigns
OWN THE RESPONSIBILITY.The home can change.
The home can change.
The knowledge stays open.
The stewardship NFT gives its holder a practical job: maintain the preferred recovery mirror. Transfer it, and that responsibility moves to the next holder.
Readers keep their copies. The creator’s beneficiary stays fixed.
Explore stewardshipA LITTLE CLARITYThe useful
The useful
questions.
Understand what happens before you connect a wallet.
Do I need a wallet?
Reading, using the interactive labs and downloading a resource are open to everyone. Connect a NEAR testnet wallet when you want to sponsor, publish, withdraw credit or manage a stewardship token.
What exactly does sponsorship fund?
A creator commits an already prepared resource to a fixed release agreement. Sponsors pool support up to its goal. Publishing the matching key on time opens the resource and credits the fixed creator, who can then withdraw.
What happens when release conditions are missed?
When a funding or release deadline is missed, contributors can claim their eligible principal as credit, then withdraw it to their own wallet. Network gas and storage allowances are separate from sponsorship.
Are the AI guides funded campaigns?
The three technical guides are original free resources available now. They are separate from the live campaign catalog. The app reads the existing contract for actual campaign states and never presents these guides as funded releases.
Can anyone publish a campaign?
Publishing on this testnet contract is curated by its configured creator account. A named reviewer approves the committed content. Public sponsorship is available when an approved campaign is active.
What survives if this website disappears?
A downloaded guide contains its content and reading runtime in one HTML file. You can keep and share that copy. Onchain releases also retain content commitments and a transferable right to maintain a matching recovery mirror.
SOME THINGS GET BETTER WHEN SHARED.
Fund a beginning.
Leave something open.
A useful idea deserves a public future.
Enter the commons