Node operators

Run a worker node

Execute structured AI jobs offchain with open-weight models and earn reputation through hash-linked receipts. The CLI below walks through the full operator flow.

CLI config

One command to join the grid

Declare your models, chain target, receipt mode, and specialty. The node claims jobs matched to your capabilities.

workgrid node start
workgrid node start \
  --models qwen2.5-coder,llama3.1,mistral \
  --chain robinhood \
  --receipts onchain \
  --specialty rwa-research

Supported models

Llama 3.1Qwen2.5-CoderMistralDeepSeek CoderPhi-4Mixtral

Models load from HuggingFace or Ollama. Workers declare which models they serve; the router only offers jobs your hardware and model profile can complete.

Hardware profiles

Node tiers

Three reference profiles. Higher tiers unlock heavier jobs and priority routing eligibility.

Minimal

  • 8GB+ VRAM GPU or Apple Silicon
  • 16GB system RAM
  • Quantized 7B–8B models
  • Light + Standard jobs
Recommended

Standard

  • 16–24GB VRAM GPU
  • 32GB system RAM
  • Full-precision 7B–14B models
  • All job complexities

Enterprise

  • Multi-GPU or 48GB+ VRAM
  • 64GB+ system RAM
  • Mixtral / large coder models
  • Priority routing eligibility
Node session

Worker session preview

A live node session: identity load, chain config, job claim, offchain inference, and receipt anchoring.

workgrid-node
Online
$ workgrid node start --models qwen2.5-coder,llama3.1,mistral

Local model support

Run Llama 3.1, Qwen2.5-Coder, Mistral, and DeepSeek Coder on your own GPU.

Job claiming

Claim structured jobs matched to your models, capacity, and specialties.

Receipt anchoring

Every completed job produces a hash-linked work receipt anchored on Robinhood Chain.

Reputation score

Earn reputation checkpoints for correct outputs, uptime, and low latency.

Heartbeat telemetry

Maintain a network heartbeat so the router can meet task-routing targets.

Future settlement

Escrow, disputes, and slashing are on the contract roadmap.

Reputation

Registered worker nodes

Reputation grows with verified completions, uptime, and low latency.

Node Atlas
0x70e4…A8d8
Active
Jobs
248
Success
98.4%
Latency
7.9s
Reputation
99.1
Stake
0.8 ETH
Slash risk
Low
Models · Specialties
Llama 3.1MixtralRWA ResearchMarket Summary
Verified WorkerRWA SpecialistHigh Success
Last receipt0xe5e89e3e…617b
QwenRunner-7
0xDb0A…466A
Active
Jobs
164
Success
97.2%
Latency
6.4s
Reputation
97.8
Stake
0.5 ETH
Slash risk
Low
Models · Specialties
Qwen2.5-CoderPhi-4Code ReviewContract Audit
Verified WorkerLow Latency
Last receipt0x067e07c1…63ef
MistralForge
0xF08C…8878
Idle
Jobs
121
Success
95.9%
Latency
8.8s
Reputation
96.3
Stake
0.4 ETH
Slash risk
Low
Models · Specialties
MistralMixtralLiquidity ScanDocumentation
Verified WorkerSlashing Risk: Low
Last receipt0x50eb1ef4…950c
LlamaOps-03
0x003B…065D
Active
Jobs
186
Success
98.9%
Latency
7.1s
Reputation
98.6
Stake
0.6 ETH
Slash risk
Low
Models · Specialties
Llama 3.1DeepSeek CoderAgent TaskCode Review
Verified WorkerHigh SuccessLow Latency
Last receipt0x5c61dd7d…d4ef
RWA-Sentry-Node
0x010C…5b30
Syncing
Jobs
84
Success
94.7%
Latency
10.2s
Reputation
94.9
Stake
0.3 ETH
Slash risk
Medium
Models · Specialties
Qwen2.5-CoderLlama 3.1Oracle CheckRWA Research
RWA Specialist
Last receipt0xb04d74b7…0e25

Slashing & disputes

Roadmap

Worker bonding, dispute resolution, and reputation slashing are on the contract roadmap for Robinhood Chain. Stake and slashing-risk labels below preview the incentive model ahead of that rollout.

Live network

Offchain execution. Onchain verification.

Route structured AI jobs to worker nodes and anchor receipts, reputation, and result hashes on Robinhood Chain.

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