I write defender-side invariant harnesses: recurring bug classes encoded as properties, each shipped as a clean reference where the invariant holds and a planted-bug twin where it fires, both running in CI on every push.
Solana and Anchor now, EVM alongside it, Cairo before that.
The tools are under CaliperForge and pinned below.
Upstream I have patches open against
solana-foundation/surfpool,
solana-foundation/pay-kit and
a16z/halmos.
Everything I have opened, and where each one currently stands.
CaliperForge is an AI research studio and the work is agent-assisted. I review every load-bearing decision, run the reproductions in a cold environment, and ship under my own name.

