How We Gave Stateless Hooks Memory: The Sentinel Pattern
Lifecycle hooks are stateless, but agent governance often depends on something that happened one or two events earlier. Here is the pattern we built to bridge that gap.
Mechanisms that can fail, and how we check them. Written for engineers.
3 articles
Lifecycle hooks are stateless, but agent governance often depends on something that happened one or two events earlier. Here is the pattern we built to bridge that gap.
How we turned our false-confidence taxonomy into three AST-level ESLint rules that catch deceptive test patterns before they reach CI.
A systematic audit of 656 test files revealed that most of our test suite was providing the illusion of coverage while catching nothing.