Code corpora and current benchmarks show why AI-assisted Solidity tests benefit from Python, while human review stays focused on test logic.
Research
The ack3 research hub.
Articles and research reports from the team.
Latest articles
Straight from the work.
From the engineers who build Wake and run the audits.
Master Wake's debugging tools: console logging, Python fuzzing, ipdb integration, and performance profiling for Solidity smart contract development.
Inspect EIP-712 type strings and preimage bytes in Wake to match Solidity exactly, catch schema errors early, and prove signatures before deployment.
Test upgradable proxy contracts in Wake's Python framework. Catch initialization bugs, storage collisions, and access control issues before mainnet.
Learn how to sign raw, structured, and hashed messages in Wake tests. Validate EIP-712, EIP-191, and permit flows with clear examples and reliable verification.
Learn how Balancer’s StableSwap math failed and how differential fuzzing in Python detects precision bugs in DeFi swap logic for safer smart contract design.
Learn how to build custom Wake printers for smart contract analysis, uncover vulnerabilities, and speed up Solidity security reviews.
Boost smart contract security with AI-guided fuzz testing in Wake. Learn what to automate, what to verify, and how to write effective tests in Python.