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Developers
Faster release cycles and AI-assisted work create new coordination, context, and reliability problems.
Published signals
Traceable to original sourcesDemo examples
Seeded, not live observationsDevelopers cannot recover context after switching between projects
Important decisions, commands, and half-finished reasoning disappear between context switches.
Demo
Teams discover breaking API changes too late
Dependency updates reach production planning before maintainers understand downstream impact.
Demo
Local development environments drift from CI
Failures appear only in CI because local tools, flags, and services quietly diverge.
Demo