Early access. The mesh is live and under active development — latency and uptime vary. Contributors earn credits (not cash yet). Security model →
Contribute compute

Run a node. Serve the mesh. Earn credits.

ClosedMesh routes chat and API traffic to peers whose hardware fits each model. Contributors who serve real sessions accumulate credits — tracked now, redeemable when the payout rail ships. No crypto token, no signup wall, no promise of instant cash.

Reading the mesh…

How credits work (early access)

The runtime counts completion tokens your machine serves to mesh requests over a rolling 7-day window. The desktop dashboard multiplies that tally by illustrative per-tier rates to show what your contribution will be worth — not money owed today.

Daily driver
$0.05 / million tokens

8B–14B class models at chat-viable latency. Highest volume, most contributors.

Example: 5.0M tokens served → ~$0.25 illustrative

Capacity
$0.25 / million tokens

32B–70B models that fit on beefy solo peers or pooled splits. Scarcer capacity, higher illustrative rate.

Example: 0.5M tokens served → ~$0.13 illustrative

Illustrative only — not a payout. Credits accrue on the public ledger when your peer serves mesh chat traffic. Redemption is manual for the first cohort until automated payouts ship. Early-node multipliers for the first ~100 peers are planned.
Loading credits leaderboard…
Check your credits

Find your node id on /status and paste it to see your accrued early-access credits.

Why run a node?

  • Turn idle hardware into mesh capacity. An M-series Mac with 16GB+ unified memory or a CUDA box with 12GB+ VRAM can serve daily-driver models while you sleep.
  • See contribution in the dashboard. Tokens served, models loaded, uptime, and estimated credits appear in the desktop app's local controller.
  • Open runtime you can audit. Same stack whether you contribute or run entirely for yourself. Read the threat model before sharing a machine you care about.

Hardware that works well

PlatformBackendSweet spot
Apple Silicon MacMetalQwen3-8B solo; 30B+ with enough unified memory
Linux / Windows NVIDIACUDADaily-driver + capacity models on 12GB+ VRAM
AMD / Intel GPUVulkan / ROCmDaily-driver tier; join the mesh, measure on /status

The installer at closedmesh.com/install detects your platform and pulls the matching runtime build.

Get started in three steps

  1. 1
    Install

    Download the desktop app or run the install script. The runtime autostarts and joins the public mesh via an embedded invite token.

  2. 2
    Share a model

    Pick a model your hardware fits — start with Qwen3-8B-Q4_K_M if unsure. The dashboard shows load progress and when you're serving.

  3. 3
    Watch credits accrue

    Serve mesh chat or API traffic. The dashboard's earnings preview updates from real completion-token counts. Check /status to see yourself on the public catalog.

Questions or want to join the first operator cohort? Open a discussion on GitHub Discussions. Ship log: /updates.