VRAM
GitHub Run Miner

Testnet live

TRAIN.
SCORE.
EARN.

GPU miners contribute compute. TEE-attested validators score gradient quality cryptographically. Sui settles rewards on-chain in real time.

No application. No whitelist. Apache 2.0 at TGE.

Network status

10 min
Reward cycle
0
Hard cap on $VRAM
TEE
Every gradient scored in hardware
Sui
Every reward settled on-chain
21M Hard Cap · 10-Minute Reward Cycle · TEE-Attested Scoring · Built on Sui · Apache 2.0 at TGE · Testnet Live · 21M Hard Cap · 10-Minute Reward Cycle · TEE-Attested Scoring · Built on Sui · Apache 2.0 at TGE · Testnet Live

ALREADY RUNNING

TESTNET
LIVE.

The validator is live. The contracts are deployed. The scoring loop has been running on testnet since March.

When you point a miner at the network, you are joining something that already works. You train, the enclave scores, the contract pays. That is the loop.

WINDOW · TESTNET LIVE
MINERS
6
Running on testnet
3 validators · convergence within 3% of centralised baseline
MOVE MODULES
11
Deployed on Sui
20K lines of Rust across 12 crates
ENCLAVE BINARY
PCR0 attested
Registered on Sui at startup
Any modification rejected on-chain
SCORE SIGNATURE
Ed25519 verified
Every score signed inside the enclave
Verified on-chain before any reward is paid

HARDWARE VERIFICATION

EVERY SCORE IS
HARDWARE-ATTESTED.

The scoring binary runs inside an AWS Nitro Enclave. Its PCR values, the cryptographic fingerprint of the exact code in memory, are registered on Sui the moment the enclave starts.

If anyone modifies the scoring logic, the PCR changes, the Ed25519 signature fails on-chain verification, and the score is rejected. It is not policy. It is how the math works.

Nobody can forge a score. Not a validator, not a third party, not us.

PCR-registered binary Sui Seal IBE Nitro attestation
MINER
gradient upload
encrypted · R2
NAUTILUS TEE
eval(loss_before)
eval(loss_after)
sign(score, pcr0)
Ed25519 signature
SUI CHAIN
verify(sig, pcr)
✓ reward paid

Built with

NAUTILUS TEE · NITRO ENCLAVE
Walrus DECENTRALISED STORAGE
Seal ON-CHAIN ENCRYPTION
Sui SETTLEMENT LAYER

TOKEN ECONOMICS

$VRAM EARNED
THROUGH WORK.

21M total supply. Hard cap, fixed on-chain. 70% to network participants, earned per window through verifiable contribution. 30% pre-minted at TGE for treasury, liquidity, team, investors, and airdrop.

ALLOCATION · 21M HARD CAP

Miners
50% · 10.5M
Validators
20% · 4.2M
Treasury 6m cliff · 48m vest
9.5% · 1.995M
Liquidity 100% TGE · Cetus pool
8% · 1.68M
Team 12m cliff · 36m vest
5% · 1.05M
Investor 6m cliff · 24m vest
5% · 1.05M
Airdrop 100% TGE
2.5% · 0.525M

KEY PARAMETERS

Total supply 21,000,000 — hard cap
Window duration 10 minutes (144 windows/day)
Per-window emission 70 VRAM · halves at 7M then 10.5M
Halving triggers 7M and 10.5M issued
Validator entry Burn-based bonding curve
Validator reward $VRAM per window · proportional
TGE pre-mint 6.3M · team/LP/airdrop/investor

VALIDATOR LOOP

01 Burn $VRAM to enter — permanent, irreversible
02 Receive a soulbound Validator Ticket — non-transferable
03 Run Nautilus TEE enclave — score miner gradients each window
04 Earn $VRAM per window — proportional to contribution

EMISSION SCHEDULE

Phase 1 issued < 7M
10,080 VRAM/day · 70/win
↓ halving at 7M issued
Phase 2 7M – 10.5M
5,040 VRAM/day · 35/win
↓ halving at 10.5M issued
Phase 3 ≥ 10.5M
2,520 VRAM/day · 17.5/win
70 VRAM/WIN
50% miners · 35 VRAM
20% validators · 14 VRAM
30% treasury · 21 VRAM
HALVING TRIGGERS
→ 7M VRAM issued
→ 10.5M VRAM issued

TRACTION

BACKED.
BUILT. SHIPPED.

21M
$VRAM hard cap · fixed on-chain
NFT Genesis sold out · vram.ai community
8
Move contracts deployed
Sui devnet · public object IDs
21M
$VRAM total supply · hard cap
70% to network participants · 50% miners · 20% validators · 30% treasury
$10M
Token Subscription Facility — GEM Digital
Signed · binding commitment
Sui Basecamp
Dubai 2026
Official sponsor
Mysten Labs event
DEVNET RUN · MARCH 25 2026
Loss 2.1785 → 1.9711
2.18 1.97
MODEL
Toy bigram model · full pipeline verified
ON-CHAIN
Checkpoint 9cd817017d6bdc4b anchored on Sui
TEE ATTESTATION
Nautilus validator operational · PCR registered on-chain

MARKET CONTEXT

AI TRAINING JUST
ESCAPED THE DATA CENTER.

On March 10 2026, 70+ commodity GPUs completed Covenant-72B — a 72B parameter model trained on 1.1 trillion tokens without a single data center. The infrastructure layer that makes distributed training trustworthy at scale does not yet exist.

$0
AI GPU market 2025 → 2035
Precedence Research 2025
$0
Bittensor subnet ecosystem
TAO at $3.1B market cap · AInvest March 2026
~$110M
Templar SN3 market cap
Zero external revenue · CoinMarketCap Apr 2026
TAO +0%
March 2026 alone
Distributed training narrative confirmed

The window for the first TEE-verified compute market on Sui is open. Every existing decentralized training network — without exception — relies on social trust for scoring. VRAM replaces that with cryptographic proof.

Sources: Precedence Research 2025 · AInvest March 2026 · CoinMarketCap April 2026

ROADMAP

MINERS FIRST.
EVERYTHING FOLLOWS.

PHASE 1 · NOW
TESTNET
Testnet pipeline verified end-to-end
Nautilus validator operational
11 Move modules deployed
arXiv paper submission
Sui Overflow 2026 Walrus track submission
PHASE 2 · NEXT
MAINNET
Move contract external audit
Walrus + Seal storage migration
Mainnet launch after audit completes
First customer training jobs
PHASE 3 · SCALE
SCALE
In-enclave aggregation (closes v0.6 trust boundary)
1,000+ miners per validator capacity
HuggingFace dataset and model integration
On-chain governance live

TEAM

THE
TEAM.

Sid Berraf
FOUNDER & CEO
BNP Paribas Broadridge HFT PAID Network

12+ years across AI, HFT infrastructure, and blockchain. Cross-chain migration at PAID Network. HFT systems at Broadridge. Blockchain engineering at BNP Paribas.

Eric Chalk
CTO
Rust Sui Move Blockchain 10yr

10+ years blockchain development with deep Rust and Sui Move expertise. Primary architect of the Rust workspace and the deployed Move modules.

Kai
CMO
Ecosystem Community Go-to-market

Ecosystem partnerships, community growth, and go-to-market strategy.


GET STARTED

RUN A NODE.

No application. No whitelist. Any NVIDIA GPU. Apache 2.0.

MINER

Earn rewards

Trains on your GPU. Earns $VRAM proportional to loss improvement. Rewards are immediate — no vesting for miners.

# Repo public at TGE — join Discord for early access
# github.com/vram-network/vram-node
$ cargo build --workspace --release

# Configure wallet + R2 keys
$ cp .env.example .env

# Run
$ cargo run --release --bin vram-miner

VALIDATOR

Verify scores

Requires Nautilus TEE endpoint (AWS Nitro) and a valid Validator Ticket. Earn $VRAM per window proportional to contribution.

# Repo public at TGE — same build as miner
$ cargo build --workspace --release

# Run validator + aggregator
$ cargo run --release --bin vram-validator
$ cargo run --release --bin vram-aggregator

TRY LOCALLY FIRST

cargo run --bin vram-local-demo 5 windows · 2 miners · 2 validators · no network required

NETWORK OBJECT IDs

Mainnet contract IDs are published at TGE.
Current testnet IDs are pinned in Discord → #node-config

Devnet IDs (March 25 — historical reference only):
SLCL_PACKAGE_ID = 0x794814c27e91bb927613253331b17b82906d4beaa1e5329f027dc8765c06359a
SLCL_PEER_REGISTRY_ID = 0xa4eec52158b98d16802c6a9ab9c4ae93057406302ab3c3545de6839a6192fb93
SLCL_VALIDATOR_REGISTRY_ID = 0x5bf4cc628ee632c3490ce1b0adc311a2aa9fe6c38bf1d31d3502dab8bd738e4a
SLCL_ENCLAVE_REGISTRY_ID = 0x8e894a34abc3b70eb007bcc4995a0dd63dc57fe381bb80186dd3f24be9a4c276
SLCL_SCORE_LEDGER_ID = 0x44fa4a3afa8f164406bdc681b0bda1cb97740027141501556687936a495d5073
SLCL_ROUND_STATE_ID = 0xd112fa48e41ff982059f8fd4de91d15f31de1d176370bf92589edbc6f70e7c0a
SLCL_HPARAMS_ID = 0xbc39eb250499be4b721313d9c88b7bf5cda8e79b1b6d91981634d702bbd99563

FAQ

COMMON
QUESTIONS.

What hardware do I need to run a miner?

Any NVIDIA GPU with 8GB+ VRAM. If your machine can run a modern game, it can mine. There is no minimum stake, no application, and no approval process.

Is it safe to run on my machine?

Yes. Apache 2.0, fully open source at TGE. Trains a model slice and uploads compressed gradients. No admin access, no kernel modules.

Can a validator or node operator access my model weights?

No. Your storage credentials are encrypted on-chain via Sui Seal IBE. Validators forward gradients to the Nautilus enclave but cannot access or exfiltrate what's inside — the enclave processes them in isolation. The only entity that can decrypt your credentials is the enclave itself. Not the validator operating it, not us, not anyone with network access. Your weights stay yours.

When is mainnet?

Testnet is live now. Mainnet launches after the Move contract external audit completes. Track progress on Discord and X.

How are rewards calculated?

Every window, your gradient is scored against all other miners by the TEE. The better your loss improvement relative to the field, the higher your share. Scores are computed using OpenSkill Plackett-Luce rankings — the same method used in competitive gaming matchmaking. The contract distributes automatically. No human in the loop.

Why Sui and not Ethereum or Solana?

Three reasons. Move's object model makes on-chain credential management with Seal IBE practical. Sui's parallel execution engine processes reward distribution in under a second — every window, not just at settlement. And Nautilus TEE integration is a first-class primitive in the Sui ecosystem, not a workaround.


RUN A
MINER.

No application. No whitelist. Start earning in minutes.

GitHub → Discord Telegram