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9.24B Parameter AI Β· DOI 10.57967/hf/7863

Is this contract
actually safe?

Traditional audits run checklists. ZKAEDI runs Slither + Gemma-7B + Claude synthesis and scores every finding with a real Lyapunov exponent β€” not a color. Rule-based scanners miss what lives in the energy landscape.

INPUT: CHAOTIC EXECUTION FIELD
OUTPUT: STABILIZED SIGNAL β†’
CHAOTIC STABILIZED CONV
Chain:
Results in ~60 seconds Β· $15 per audit Β· All EVM chains
$B+Value audited
9.24BParameters
ΞΌLyapunov score
60sAudit time
// Why Traditional Scanners Fail
Rules catch patterns.
Topology reveals
what patterns miss.

Rule-based scanners operate on known signatures: they look for code that looks like a reentrancy or an overflow. But the most dangerous vulnerabilities β€” privileged backdoors, bypassed timelocks, hidden drain paths β€” don't look dangerous until you map how the contract moves through state space.

ZKAEDI doesn't match patterns. It runs 60,000 execution path iterations and measures the Lyapunov exponent of the resulting trajectory β€” a continuous number that measures instability directly. Anomalies in execution topology are visible in that number long before they appear in any rule set.

CRITICAL: ΞΌ = 1.47 β€” PRIVILEGED_WITHDRAW detected

A continuous severity score doesn't lie. It measures what the contract does, not just what it looks like.

ZKAEDI SCAN OUTPUT
β–Ά Fetching verified source…
β–Ά Uploading to audit engine
β–Ά Building execution graph…
β–Ά Iterating: 60,000 paths
! BIFURCATION at iter 12,847
! Attractor region detected
βœ– CRITICAL: PRIVILEGED_WITHDRAW
βœ– CRITICAL: OWNER_BYPASS_TIMELOCK
ΞΌ_severity = 1.47
Traditional scanner verdict: PASS
ZKAEDI verdict: DO NOT DEPLOY
HAMILTONIAN ENERGY FIELD β€” EXECUTION STATE SPACE
ENERGY BASIN CRITICAL HIGH SADDLE ΞΌ = 1.47 ΞΌ = 0.94 ΞΌ = 0.12 CRITICAL ZONE SADDLE POINT
// Protocol

Three steps. Sixty seconds.
No ambiguity.

01
Paste

Drop any EVM contract address. ZKAEDI fetches the verified source directly from the block explorer β€” Ethereum, Arbitrum, Base, Optimism, Polygon, BSC. No wallet. No sign-up.

≀ 2 seconds
02
Scan

The 9.24B parameter model decompiles the source, maps every execution path, and probes 60,000 iterations for privilege escalation, reentrancy, overflow, and oracle manipulation vectors.

≀ 60 seconds
03
Know

You get a full report: Lyapunov exponent severity score, vulnerability markers with exact function references, gas analysis, and a PDF you can share with your team or keep on file.

Instant export
// Sample Output

What a ZKAEDI report looks like

Real findings on a real contract. Severity is a number, not a color.

VULNERABILITY SURFACE β€” ENERGY TOPOLOGY
REENTRANCY OVERFLOW ACCESS CONTROL ORACLE LOGIC GAS 85% 60% 90% 70% 75% 45%
ZKAEDI AUDIT REPORT β€” SAMPLE
0x4F3E7a…B7B9A Β· Ethereum Mainnet
Lyapunov Exponent
ΞΌ = 1.47
CRITICAL β€” DO NOT DEPLOY
Vulnerability Findings
CRITICAL
Privileged Withdrawal β€” Backdoor
withdrawAll(address) bypasses time-lock and access controls. Owner can drain contract at any point without governance delay.
ΞΌ = 1.47 Β· peak energy 3.82 Β· bifurcates at iter 12,847
CRITICAL
Owner Timelock Bypass
emergencyOverride() allows owner to bypass the 72-hour governance timelock in a single transaction.
ΞΌ = 1.31 Β· attractor confirmed
HIGH
Reentrancy β€” Staking Rewards
claimRewards() calls external ERC777 token before updating state balances. CEI violation.
ΞΌ = 0.94 Β· loop region at state [442–891]
MEDIUM
Oracle Price Manipulation Window
Single-block price update window allows sandwich attacks. No TWAP implementation detected.
ΞΌ = 0.71 Β· moderate instability
Scan Time57.3s
Iterations60,000
Exec Paths14,891
Functions22
Gas Issues3
Modelzkaedi/gemma-7b-solidity
DOI10.57967/hf/7863
ChainEthereum Mainnet (1)
SourceEtherscan βœ“
VerdictDO NOT DEPLOY
// Pricing

Before you sign. Before you deploy.
Before you lose.

$15 per audit. Less than a coffee to verify a contract holding millions.

Single Audit
$15
per contract
  • Full AI scan
  • Lyapunov severity score
  • PDF + JSON export
  • All EVM chains
  • Results in 60 seconds
Most Popular
Protocol Pack
$200
50 audits Β· $4 per contract
  • Everything in Single
  • 50 audit credits
  • API access
  • Priority queue
  • Never expires
Enterprise
$500
per month Β· unlimited
  • Unlimited audits
  • CI/CD webhook integration
  • Custom report branding
  • 99.9% SLA
  • Dedicated support
// Credentials

Built on peer-reviewed research.

βš›
9.24B
Parameters β€” fine-tuned on 4M+ audited contracts
↓
123
Gated model downloads β€” verified security researchers only
β—Ž
10.57967
/hf/7863
DOI-registered model card. Citable. Reproducible.
≑
$B+
Contract value analyzed β€” rule-based scanners missed what topology revealed
ZKAEDI: AI Energy Signatures for Smart Contract Vulnerability Detection
Hugging Face Model Hub Β· DOI: 10.57967/hf/7863
zkaedi/gemma-7b-solidity-energy-signatures Β· 9.24B parameters Β· Lyapunov exponent severity scoring
Know Before You Lose
Before you sign.
Before you deploy.
Before you lose.

One address. Sixty seconds. A number that doesn't lie.

View Model Card