Forge · 0x2414…9adc
LIVEClassificationOff-chain manifestMSA Risk-Clause Classifier
A contract-intelligence model that flags risky clauses in software Master Service Agreements — uncapped liability, auto-renewal, IP assignment, unilateral termination.
Contributions
3
Phase
LIVE
Window
Closed
Creator
0x4f18…CfE8
Contribution window closed · view on explorer ↗
About this Forge
What it's training, and why
Reviewing a software MSA is slow, expensive, and inconsistent across reviewers. This Forge trains a classifier that reads a clause and labels it by risk category and severity, so legal and procurement teams can triage a 40-page agreement in minutes. Contributors supply labelled clauses from real (redacted) agreements and adjudicate disagreements; ownership of the model mints in proportion to how much each contribution moved held-out F1.
Base model
ModernBERT-base
Task
Classification
Fine-tune
FULL
Eval metric
F1
Holdout size
3,500
Who should contribute
This Forge needs
- →Contract lawyers and legal-ops teams contributing labelled clauses
- →Procurement reviewers adjudicating edge cases
- →Compute providers for the fine-tune sweep
- →Backers underwriting the gold-standard eval set
Participate
Where this Forge goes next
- 01
Contributions are locked
The window for this Forge has closed — new data/compute/capital can't change ownership of this Ingot.
- 02
Watch attribution settle
Follow the live attribution panel below as the TEE-attested score vector resolves each contributor's share.
- 03
Use the resulting Ingot
Once LIVE, run the model via Foundry's OpenAI-compatible proxy — revenue from that usage routes back to contributors.
- 04
Fork it in a new Forge
Start a downstream Forge from this Ingot. Lineage and attribution carry forward automatically.
What you earn
Contribution becomes ownership — provably
Proportional Ingot ownership
Shares of the Ingot NFT mint to you in proportion to your TEE-measured marginal contribution. Not a flat bounty — equity.
On-chain revenue share
Every paid inference call on the Ingot routes a fee through the RevenueSplitter to holders, automatically and forever.
Permanent attribution
Your contribution and its score are logged on 0G — replayable, portable, and inherited by any downstream fork.
Use cases
What the resulting Ingot unlocks
First-pass contract triage
Surface the 5 clauses a human must read first, instead of all 60.
Procurement guardrails
Block auto-renewal and uncapped-liability terms from slipping through unreviewed.
Inference via the proxy
Call the trained Ingot through Foundry's OpenAI-compatible endpoint from any review tool.
Live attribution
Marginal Δ per contribution
Score vector emitted by the TEE eval. Shares mint proportionally to these deltas.
Data
1
Compute
1
Capital
1
Eval coordinator
0x4f18…CfE8
TEE attestation
verifiedencrypted holdout
signed score vector
Holdout is decrypted only inside the enclave. The eval result carries a hardware-signed attestation; submitEvalResult on the Forge contract reverts if the attestation is invalid.
Phase
LIVE
The Ingot is live. It can be run for inference and earns revenue that routes back to contributors.
On-chain activity