LLM + Verify — Deterministic Layer Flow
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A simple “LLM + verify” flow:

1) Draft: let the model write the first version.
2) Rule checks: run cheap checks (format, required fields, schema).
3) Source check: verify claims/fields against source data.
4) Preview: render the output (email preview, page preview, diff).
5) Human gate: a person approves exact characters.

If a step fails, go back one step. Don’t “hope it’s fine”.

By Steve Merrill · @merrills · WRKNG Digital