Automate repeatable checks
A rule that can be stated precisely should be executable. This reduces review effort and avoids asking a model to remember policy details that tooling can enforce.
Answer page
Make structure, scope checks, and validation deterministic; use models for interpretation, implementation, and human-supervised judgment where ambiguity remains.
Direct answer
Use deterministic tooling for repeatable facts: artifact structure, readiness, scoped paths, validation commands, and evidence presence. Use coding agents for implementation and analysis within that structure, and reserve human judgment for ambiguous intent, risk, and acceptance decisions.
Practical guidance
A rule that can be stated precisely should be executable. This reduces review effort and avoids asking a model to remember policy details that tooling can enforce.
Agents are useful for exploration, code changes, and synthesis, but their results should remain bounded by deterministic constraints and observable validation.
Product tradeoffs, exceptions, security risk, and conflicting evidence require an explicit accountable decision, even when an agent provides analysis.
Verified demo evidence
$ day-shift init
Created .day-shift workspace
Next: run day-shift doctorAuthorship and sources
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