LLM + Verify — Deterministic Layer Flow

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Why this exists

LLMs are fast. They are also confident when wrong. This flow adds cheap verification.

The flow

• ☐ Draft — Get a first pass.
• ☐ Rule checks — Validate structure and required fields.
• ☐ Source check — Compare against real inputs.
• ☐ Preview — Look at what users will see.
• ☐ Human gate — Approve exact characters before shipping.

Example rule checks

• ☐ Headline ≤ 90 characters
• ☐ Link is present and valid
• ☐ No banned claims
• ☐ Correct brand voice

By Steve Merrill · @merrills · WRKNG Digital