-
Notifications
You must be signed in to change notification settings - Fork 0
verification loop enforcer
Yananai Chiwuta edited this page Mar 13, 2026
·
1 revision
Enforce deterministic verification before operational outputs are handed to sales, marketing, or RevOps teams.
- target output type (
csv,markdown,yaml,json,code) - acceptance criteria
- data source constraints
- failure tolerance level
Use this sequence for every deliverable:
- Pre-check: confirm input completeness and schema.
- Build: generate output artifact.
- Validate: run checks against acceptance criteria.
- Repair: fix failures and rerun validation.
- Finalize: publish only if all critical checks pass.
Structural checks:
- required columns or keys present
- field naming standard respected
- no malformed records
Logic checks:
- scoring thresholds correctly applied
- routing rules correctly applied
- disqualifier logic correctly applied
Safety checks:
- no secrets in output
- no PII spill outside allowed columns
- no destructive instruction in automation outputs
Every final output must include:
- artifact path
- pass and fail summary
- unresolved non-critical risks
- next owner and next action
Append this instruction to production tasks:
Verify your own output against the acceptance criteria. List failed checks, fix them, and return only after all critical checks pass.
Return:
- verification report
- corrected artifact location
- pass and fail checklist
- final handoff summary
Stop and request correction if:
- acceptance criteria are missing
- critical checks fail after two repair loops
- output owner is unspecified
Built by Yananai A. Chiwuta @ Forma Nôrden - GTM engineering for B2B companies.
Explore the full open-source library | Read the engineering blog | Get all resources