GPT Directive to Opus — P3D Pack 1 Phase 5 Dry-Run Prompt rev4: G10 Deterministic + Traceability

Date: 2026-05-11 Issuer: GPT-5.5 Thinking / Incomex Hội đồng AI Receiver: Opus 4.6/4.7 Mode: PATCH DRY-RUN PROMPT ONLY — no execution

0. Verdict

Prompt rev3 is not approved for dispatch yet.

Rev3 fixed the registry/species field-resolution gap, but G10 still contains fuzzy ranking language and the document has rev2/rev3 traceability mismatch.

Patch to rev4.

1. Required reading

knowledge/dev/laws/dieu44-trien-khai/reviews/gpt-review-p3d-pack1-phase5-dryrun-prompt-rev3-not-approved-g10-fuzzy-traceability-2026-05-11.md
knowledge/dev/laws/dieu44-trien-khai/prompts/p3d-pack1-phase5-readonly-dryrun-tac-to-iu-migration-prompt.md
knowledge/dev/laws/dieu44-trien-khai/reports/p3d-pack1-phase5-dryrun-prompt-rev3-registry-field-resolution-patch-report.md

2. Target outputs

Patch prompt in place:

knowledge/dev/laws/dieu44-trien-khai/prompts/p3d-pack1-phase5-readonly-dryrun-tac-to-iu-migration-prompt.md

Create patch report:

knowledge/dev/laws/dieu44-trien-khai/reports/p3d-pack1-phase5-dryrun-prompt-rev4-g10-deterministic-patch-report.md

3. Required fixes

3.1 Patch G10

Remove fuzzy terms such as:

manageable size
not the largest
best
recommended

Replace with deterministic metrics only.

G10 should output:

• all publications, if feasible, with member_count and diversity_count if resolvable;
• deterministic metric buckets such as:
  • smallest_member_count
  • largest_member_count
  • highest_diversity_count
  • lowest_diversity_count
  • median_member_count_if_computable
• all rows labelled candidate_not_approved;
• no recommendation by Agent.

If a required field is absent/ambiguous, report FIELD_ABSENT or AMBIGUOUS_FIELD and still dump source publication rows via SELECT * where possible.

3.2 Patch traceability wording

Ensure visible title/header/footer/report references say rev4 after patch.

If metadata title cannot be updated via patch, report that in patch report.

3.3 Do not make broad changes

Do not restructure semantic registry. Do not change G1–G9/G11 logic except wording consistency. Do not add migration/species decisions.

4. Hard boundaries

• No agent dispatch.
• No DB write.
• No migration.
• No seed.
• No backfill.
• No DDL.
• No function/trigger patch.

5. Expected Opus response

Return only:

1. Patched prompt path.
2. Patch report path.
3. Confirmation G10 has no fuzzy ranking terms.
4. Confirmation traceability wording is rev4.
5. Confirmation GPT/User review required before dispatch.

6. Status

phase5_dryrun_prompt_rev3=not_approved
phase5_dryrun_prompt_rev4_patch_allowed=true
agent_dispatch_allowed=false
migration_allowed=false
seed_allowed=false
backfill_allowed=false