Forge · 0xEff6…509d
LIVEGenerationOff-chain manifestSolidity Vulnerability Explainer
A code model that reads a Solidity function and explains likely vulnerability classes in plain English — reentrancy, unchecked math, access-control gaps.
Contributions
3
Phase
LIVE
Window
Closed
Creator
0x4f18…CfE8
Contribution window closed · view on explorer ↗
About this Forge
What it's training, and why
Most smart-contract bugs are re-discoveries of known patterns, but junior auditors and protocol devs lack the pattern library in their head. This Forge trains a generation model on contributed (vulnerable snippet → explanation + fixed version) triples drawn from public audit reports and CTF challenges. Contributions are scored on how much they improve held-out explanation quality, and the Ingot becomes a free second pair of eyes for every Solidity author.
Base model
Qwen2.5-Coder-3B-Instruct
Task
Generation
Fine-tune
QLORA
Eval metric
PERPLEXITY
Holdout size
1,500
Who should contribute
This Forge needs
- →Auditors contributing annotated findings
- →Protocol engineers donating fixed-bug pairs
- →GPU providers running the QLoRA fine-tune
- →Backers funding the held-out explanation rubric
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
Inline review assistant
Explain risk in a diff before it reaches a human auditor.
Onboarding & training
Teach new auditors the pattern library interactively.
Composable with the proxy
Wire the Ingot into CI via Foundry's OpenAI-compatible endpoint.
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