verify

Deterministic proof artifacts for code quality verification are generated by running project-specific linting, testing, and coverage checks to produce a standardized verify.md report and a last-verify.json marker confirming implementation completion.

Automating verification checks before merging a feature branch is best handled by executing deterministic project checks that validate linting, type checking, and test suites, replacing subjective manual claims with objective, evidence-backed reports.

Yes, project-specific commands defined in CLAUDE.md are required to run automated verification, as the process depends on these customized instructions to execute linting, testing, and coverage validation before generating the final proof report.

Evidence-backed reporting for software release readiness works by executing deterministic checks that output a human-readable report and a machine-readable JSON marker, ensuring that linting, testing, and coverage requirements are objectively met.

Deterministic verification is needed in the software development lifecycle when automated validation of linting, testing, and coverage is required before release, replacing unreliable subjective claims with objective proof artifacts.

Deterministic proof artifacts are used instead of manual test verification to solve the problem of unreliable code validation, providing objective, standardized reports and JSON markers that confirm whether a project truly meets its quality standards.