How isolated coding agents, Git coordination, and separate post-processing became an execution engine for continuous security research.

Why security findings need a fresh context with the opposite mandate.

Why leader-centric agent swarms do not preserve distinct security-research techniques.

Why a broad suite of security skills makes focused research hard to repeat.

A retroactive look at the last six months: the question I kept dodging, and the answer I landed on.

A thank-you DM turned into a trophy case - a new home for the bugs Rendezvous caught before prod did.

Four PRs into Echidna, the OG smart contract fuzzer that taught the whole space how this is done.

From the PoX-4 stateful testing harness to the first native Clarity fuzzer - why we built Rendezvous and the principles it stands on.

How we used stateful property testing to uncover three hidden bugs in PoX-4, the contract at the core of Stacks consensus.

Small progress beats no progress. Start with simple ice-breaker tests to prove your setup works, then iterate toward complexity.