Kvasir wiki

  • Kvasir networkA decentralized AI-inference network (DePIN) where everyday devices serve open models and earn KVR.
  • HubThe control plane: discovers devices, plans layer placement, launches workers, orchestrates the ring.
  • GatewayThe public entry point: OpenAI/Anthropic-compatible APIs and KVR pay-per-inference settlement.
  • NodeAny device serving a share of a model — GPU, CPU, NPU or phone — earning KVR for the work it does.
  • 443 relayThe data plane for NAT-bound devices: both ends dial outbound through a WebSocket bridge on port 443.
  • linkcppThe source-available (BSL) control plane that turns everyday hardware into a distributed inference engine.
  • Ring runtimePipeline inference without a master: each device runs its layer window and passes only boundaries to its neighbor.
  • Layer window & partial shardsA node's contiguous slice of the model — downloadable as a mini-GGUF instead of the full checkpoint.
  • Mixture of Experts (MoE)A model whose FFNs are hundreds of independent experts, only a few of which fire per token.
  • Expert shardingSplitting a MoE at the expert grain, so a phone carries 42–340 MB of experts instead of a 1.4 GB layer.
  • Router authorityThe swarm's coherence invariant: routing is decided once, on the backbone — workers only receive expert ids.
  • Numerical equivalenceDifferent backends never agree bit-for-bit; the swarm treats measured tolerance as a first-class contract.
  • GGUFThe quantized model file format inference engine uses — and the layout that makes partial and expert slicing cheap.
  • KVRThe network's utility token: developers spend it on inference, contributors earn it for compute.
  • Contribution unitsThe reward formula: units follow tokens served weighted by layer share, then scale by performance tier.
  • Performance tiersMeasured throughput sets a multiplier: S ×1.5 · A ×1.25 · B ×1.0 · C ×0.7.
  • StakingStake KVR to earn APR interest; 100,000 KVR staked qualifies a wallet to operate hub or gateway nodes.
  • Non-custodial walletKeys live only on the user's device — web, desktop, iOS and Android — and rewards settle straight to it.
  • SIWS + 2FAOperator login is a wallet signature (Sign-In With Solana) over a server nonce, plus optional TOTP 2FA.
  • The KVR economyHow consumer cost and node reward form one self-reinforcing loop — the virtuous cycle that lets the network grow cheaper as it grows larger.
  • Inference pricingWhat an inference costs in KVR today, why a decentralized network is structurally cheaper, and how price is meant to fall as supply grows.