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
What should be deterministic versus model-assisted in an agent workflow?
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
Make the next review decision easier.
Use models where reasoning helps
Agents are useful for exploration, code changes, and synthesis, but their results should remain bounded by deterministic constraints and observable validation.
Keep accountable decisions human
Product tradeoffs, exceptions, security risk, and conflicting evidence require an explicit accountable decision, even when an agent provides analysis.
Verified demo evidence
A public prompt and outcome, not a completion claim.
This prompt and outcome are from the website’s checked-in synthetic repository demo. Substitute your own repository paths and declared validation gates when you apply the workflow.
Repository-writing command
Prompt: "Initialize this repository for Day Shift."
outcome: Created .day-shift workspace
Next: run day-shift doctorAuthorship and sources
Trace this guidance to maintained product evidence.
- Maintainer
- Tianna McCoy ↗Day Shift maintainer; responsible for the repository-native workflow and release evidence referenced here.
- Last updated
- Tested Day Shift
- v0.2.26
Keep exploring
Follow the next question, not a generic funnel.
When to Stop an Agent and Escalate the Work
Clear triggers for moving coding-agent work to accountable human judgment.
Read nextAI Coding-Agent Workflow vs AI Coding Assistant
The distinction between an execution tool and a durable repository workflow contract.
Read nextWhat Is a Human-Agent-Contract?
Plain-language explanation of the Human-Agent-Contract: explicit intent, scope, validation, evidence, and reconciliation for coding-agent work.
Read nextFind your answer
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