Independent research in AI and security.
We study AI models, inference systems, and software security. We publish models, experiments, and technical findings, with the methods and limitations needed to examine the work.
Model research and evaluation, bounded decisions, and inference engineering under real memory, latency, and hardware constraints.
Research across software, operating systems, embedded devices, vehicle systems, and smart contracts.
- Tesla security research: a six-report SourceHat program covering diagnostic access, persistence, authentication, vehicle-to-cloud services, and telemetry integrity. Individual reports retain their disclosure and remediation records.
- Chronomaly on LG webOS: SourceHat's adaptation of the upstream Chronomaly exploit to ARM64 consumer hardware, with original attribution and tested-target limits.
SourceHat began as Solidity Finance in 2020, initially focused on smart-contract audits. The practice broadened into software security under the SourceHat name in 2023. In 2026, independent AI and security research became the main focus. Published reports remain available in the audit report archive.
