What I Do
I turn ambiguous failures into bounded cases: define the contract, isolate the path, write the red test, and keep the fix as small as the evidence allows.
public profile / me.build
I work best at the point where messy systems become testable. Trace first, then code, then proof.
I turn ambiguous failures into bounded cases: define the contract, isolate the path, write the red test, and keep the fix as small as the evidence allows.
I am useful when a system has too many plausible explanations. I look for the one fact that collapses the search space.
This is the loop I try to run on real work: observe, reduce, verify, and leave a durable marker for the next person.
operating notes
The best fix is not just green. It says why the old behavior failed, which invariant now protects the edge, and what future readers should trust.